# QuanticData — full content for LLMs > Every page of quanticdata.io as clean Markdown, concatenated. Curated index: https://quanticdata.io/llms.txt ======================================================================== # / ======================================================================== ## Proxy Networks & Web Data APIs for AI > Residential, mobile, datacenter & IPv6 proxies plus SERP, scraping and browser-AI APIs. Clean Markdown and JSON built for LLMs. Pay per success, free key. Proxies + Data APIs · one platform, pay per success # Proxy networks & web data APIs for AI Four proxy networks — residential, mobile, datacenter, IPv6 — or skip straight to the data: search, scraping, browser agents and full-site crawls, returned as clean Markdown and JSON your models use as-is. [Get my free API key](https://quanticdata.io/signup/) [Explore products](/#products) $1 free every month · No card required · Failed calls are never billed MCP server · your AI agent at work pay per success searchscrapecrawlmapbatchseo_audit ``` agent → search("rtx 5090 price") 10 organic · $0.0005 agent → scrape(results[0].link) clean markdown · 12 kB agent → crawl("acme.dev", 2) 48 pages · auto-refund ``` **4 proxy networks**Residential · Mobile · Datacenter · IPv6 **Pay per success**blocks, timeouts & retries are free **3 engines · 17 verticals**Google, Bing, DuckDuckGo SERP **MCP built in**every API is an agent tool AI Overview ## What is QuanticData? **QuanticData is a web data platform that pairs a residential, mobile, datacenter and IPv6 proxy network with pay-per-success APIs for search, scraping and crawling.** You send a URL or a query and get clean Markdown or structured JSON back — the same result whether a human or an AI agent makes the call. - **Proxies:** 80M+ residential & mobile IPs across 200+ countries, from $0.20/GB. - **Data APIs:** SERP (Google, Bing, DuckDuckGo · 17 verticals), web scraping to Markdown, crawl & map — billed only on success. - **Built for AI:** every API is exposed as an MCP tool, so agents like Claude can search, scrape and crawl on their own. - **Free to start:** $1 of API usage every month, no credit card. Sources [Products](/#products)[Pricing](/#pricing)[Web Data for AI](https://quanticdata.io/web-data-api-for-ai/) ## Every step of the data journey, one platform [Connection layer Proxies](/#l-connection) [Scraping layer Scraper APIs](/#l-scraping) [Access layer Advanced tools](/#l-access) [Data layer Site-wide jobs](/#l-data) Connection layer ### Four proxy networks, every kind of target Reach difficult targets reliably [Residential Proxies Real household IPs, rotating or sticky. Two lines — Basic from $0.60/GB and Premium for the highest success rates — so you pay for the pool you need. Best for: SERP · e-commerce · ad verification See plans →](https://quanticdata.io/residential-proxies/) [Mobile Proxies IPs from real 4G/5G devices — the hardest traffic to tell apart from a human. Best for: social platforms · app testing · sneakers See plans →](https://quanticdata.io/mobile-proxies/) Scale on a budget [Datacenter Proxies High-speed, cost-effective exits for targets that don't fight back. Best for: monitoring · public APIs · bulk collection See plans →](https://quanticdata.io/datacenter-proxies/) [IPv6 Proxies Massive bandwidth at the lowest price per GB — for IPv6-ready targets at serious scale. Best for: high-volume crawls · caching · media See plans →](https://quanticdata.io/ipv6-proxies/) Rotating & sticky fresh exit per request, or hold one identity as long as the target expects it Per-request country targeting — one parameter, any exit market GB-based plans bundles from trial size to the multi-TB Core tier — use them with curl, Playwright, or let our APIs drive the network for you Scraping layer ### From URL to AI-ready content [Web Scraper API Any page as clean Markdown, HTML or structured JSON — smart mode strips nav, cookie walls and chrome. from $0.0002 →](https://quanticdata.io/web-scraping-api/) [SERP API Google, Bing & DuckDuckGo as structured JSON — organic, ads, PAA, AI overviews. SerpApi-compatible. from $0.0005 →](https://quanticdata.io/serp-api/) [Batch API Up to 1,000 URLs per async job, with webhooks and incremental polling. from $0.0002 →](https://quanticdata.io/web-scraping-api/) 17 verticals search, news, shopping, maps, jobs, scholar, flights, hotels… ``` # Acme headless CMS review | plan | price | seats | | Pro | $29 | 10 | ``` markdown out, GFM tables kept Access layer ### When targets fight back [Smart Unblocking Real-browser TLS fingerprints first; a rendering browser steps in automatically on JS challenges. Included in every call. Built-in →](/#ai) [Browser AI Agents Describe the goal and the schema — the agent navigates, clicks and returns schema-valid JSON with an auditable trace. from $0.001 →](https://quanticdata.io/browser-ai/) Authentic fingerprints *TLS: Chrome* *Firefox* *headers sanitized* Auto-escalation request tier → real browser, only when the target demands it Data layer ### Whole sites, structured [Crawl Breadth-first to depth 10, every page as Markdown. Unused pages auto-refunded. from $0.0003 →](https://quanticdata.io/crawl-map/) [Map Every URL of a site from sitemaps and links — up to 5,000 in a single call. from $0.0005 →](https://quanticdata.io/crawl-map/) [SEO Audit No-JS vs rendered view of any page, diffed: what crawlers actually see. from $0.0012 →](https://quanticdata.io/seo-audit/) one seed URL → the whole site Webhooks or poll incrementally with a cursor — your choice Coming soon ## Quantic AI Ask the web. Get a dataset. One prompt. Quantic AI plans the collection, drives the proxy network, searches, crawls and extracts across hundreds of pages — then hands back a structured dataset. The whole platform, orchestrated by an agent. › 1. 42 SERP queries · google + bing · 6 countries 2. routing through residential exits 3. crawling 12 storefronts · depth 3 4. extracting 312 offers · schema { shop, price, stock } 5. dataset ready — 312 rows · CSV · JSON shoppricestock nova-tech.de€1,899in stock gpustore.fr€1,949in stock frame-it.nl€1,9792 left [Explore Quantic AI](https://quanticdata.io/ai-web-scraping-service/) Built on every layer below — proxies, SERP, crawl, extraction. What it builds: [company & lead data](https://quanticdata.io/scrape-company-data/) [competitor prices](https://quanticdata.io/competitor-price-monitoring/) [market research data](https://quanticdata.io/market-research-data/) [real estate listings](https://quanticdata.io/real-estate-data-scraping/) [job postings](https://quanticdata.io/scrape-job-postings/) For AI agents ## Your agent's hands on the web Every product is exposed as an MCP tool through the [QuanticData MCP server](https://quanticdata.io/mcp-server/), so Claude, Cursor or your own agent can search, scrape and crawl autonomously. Responses are LLM-shaped by design: clean Markdown, stable field names, one envelope — no glue code between your model and the web. See the [web data API for AI](https://quanticdata.io/web-data-api-for-ai/) for the full agent surface. - MCP server: `search · scrape · crawl · map · batch · seo_audit` - Structured extraction from a plain-language prompt - Schema-valid JSON with a verifiable action trace Prefer to read us as data? Every page ships a clean Markdown twin — [this page as Markdown](https://quanticdata.io/index.md) — and the whole site is indexed for LLMs in [llms.txt](https://quanticdata.io/llms.txt) and [llms-full.txt](https://quanticdata.io/llms-full.txt). acme-store.com/gpus 1. goto acme-store.com/gpus 2. click “In stock only” 3. extract 24 products 4. { "products": [ … ] } · schema valid Developers first ## Three lines to your first result ``` curl https://api.quanticdata.io/v1/serp \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "query": "rtx 5090 price", "engine": "google", "country": "us" }' ``` ``` import requests r = requests.post("https://api.quanticdata.io/v1/serp", headers={"Authorization": f"Bearer {KEY}"}, json={"query": "rtx 5090 price", "engine": "google", "country": "us"}) print(r.json()["data"]["organic"][0]) ``` ``` const r = await fetch("https://api.quanticdata.io/v1/serp", { method: "POST", headers: { Authorization: `Bearer ${process.env.QD_API_KEY}` }, body: JSON.stringify({ query: "rtx 5090 price", engine: "google", country: "us" }) }); const { data } = await r.json(); ``` Compare ## QuanticData vs a typical web data provider | What matters | QuanticData | Typical provider | | --- | --- | --- | | Pricing model | Pay as you go, per successful result — failed calls are never billed | Monthly credit bundles; custom quotes at volume | | Output | Clean Markdown or structured JSON, one envelope across every API | Raw HTML left for you to parse | | AI agents | MCP server built in — search, scrape, crawl and map as native agent tools | REST endpoints only; the agent glue code is on you | | Proxy layer | Residential, mobile, datacenter and IPv6 under one key | Separate proxy vendor, separate billing | | Free tier | $1 of usage free every month, no card required | One-off trial credit that expires | “Typical provider” describes common practice across the market, not any specific company. Our column is the live list pricing on this page. Pricing ## Pay per success A failed request is never billed — blocks, timeouts and retries are on us. Real unit prices, not a “contact sales” curtain. **$0.0005**per SERP search*$0.002 with JS rendering* **$0.0002**per page scraped*$0.001 with JS rendering* **$0.0003**per crawled page*async, auto-refund on unused* **$0.0002**per batch URL*up to 1,000 URLs per job* ### Pay as you go $0/mo - $1 free credit / month - 60 requests / min - List unit prices ### Starter $19/mo - $10 free credit / month - 300 requests / min - 10% off unit prices Most popular ### Growth $79/mo - $50 free credit / month - 600 requests / min - 20% off unit prices ### Scale $299/mo - $250 free credit / month - 1,200 requests / min - 30% off unit prices ### Proxy plans GB bundles for all four networks — Residential, Mobile, Datacenter and IPv6 — rotating or sticky, from trial size up to multi-TB tiers. [See proxy networks](/#l-connection) [Get my free API key](https://quanticdata.io/signup/) $1 free every month · No card required ## FAQ Billing, formats, agents and the legal side — the short answers. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What does pay-per-success mean? You are billed only when a call returns a usable result. Blocked targets, network failures and internal retries are never charged. ### Do I need a credit card to start? No. Every account gets a free API key with $1 of usage credit every month — enough for thousands of scrapes. Add a payment method only when you outgrow it. ### Is there a free web data API? Yes. The QuanticData free tier renews with $1 of API usage every month at list unit prices — about 2,000 SERP searches or 5,000 scraped pages — with no credit card required. When a project outgrows it, pay-as-you-go continues at the same public prices. ### What formats do the APIs return? Every product answers with the same JSON envelope. Scraping returns clean Markdown, HTML or text plus optional structured JSON; the SERP API returns SerpApi-compatible JSON. ### Can AI pull data from a website? Yes — once the page is turned into a format models can parse. QuanticData handles the fetching, unblocking and cleanup, then returns any page as Markdown or structured JSON. Connected through the [MCP server](https://quanticdata.io/mcp-server/), agents like Claude pull live web data themselves, with no custom scraping code. ### Can AI agents use QuanticData directly? Yes. Responses are designed for LLM consumption and an MCP server exposes every API as a tool, so agents like Claude can search, scrape and crawl on their own. ### Is web scraping legal? Collecting publicly available web data is generally lawful in most jurisdictions, but the details depend on what you collect and how you use it — personal data, copyrighted content and a site's terms all matter. QuanticData provides the infrastructure; you remain responsible for using it in compliance with the laws that apply to you. ### How is QuanticData related to QuantumProxies? Same residential network and same battle-tested engine. QuanticData is the data-first brand: it packages that infrastructure as APIs for AI and data teams. ## Start with $1 free, every month One key. Proxies, SERP, scraping, browser agents, crawl & map. [Get my free API key](https://quanticdata.io/signup/) --- Source: https://quanticdata.io/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /ai-web-scraping-service/ ======================================================================== ## AI Web Scraping Service — Prompt to Dataset > Quantic AI turns a prompt into a dataset: it searches Google, Bing & DuckDuckGo, maps the sites and scrapes them into clean CSV or JSON. $1 free monthly. [Home](https://quanticdata.io/)/*AI Web Scraping Service* Quantic AI · coming soon — the pipeline is live today # AI web scraping service — describe the data, get a dataset An AI web scraping service turns a plain-language request into finished data: Quantic AI plans the queries, searches three engines, maps the sites it finds and scrapes them — returning a structured dataset as CSV or JSON. You pay per delivered record, starting with $1 free every month. [Join the Quantic AI waitlist](mailto:hello@quanticdata.io?subject=Quantic%20AI%20waitlist) [See how it works](/ai-web-scraping-service/#how-it-works) Pay per success · $1 free every month · The same pipeline is callable today as APIs search → map → scrape → dataset real pipeline run · 2026-07-18 ``` search("specialty coffee roasters portland") → 10 organic results · $0.0005 map("coavacoffee.com") → 77 URLs · 28 in /producers · $0.0005 scrape("coavacoffee.com/contact", extract) → { "company": "Coava Coffee", "email": "info@coavacoffee.com" } · $0.0002 ``` On this page [How it works](/ai-web-scraping-service/#how-it-works) [What it is](/ai-web-scraping-service/#what-is) [Use cases](/ai-web-scraping-service/#use-cases) [Custom datasets](/ai-web-scraping-service/#custom-datasets) [Pricing](/ai-web-scraping-service/#pricing) [Comparison](/ai-web-scraping-service/#compare) [FAQ](/ai-web-scraping-service/#faq) **3 engines**Google · Bing · DuckDuckGo, 17 verticals **4 proxy networks**residential · mobile · datacenter · IPv6 **Pay per success**blocked pages are never billed **CSV / JSON out**your columns, machine-readable How it works ## From one prompt to a database, in four moves ### 1 · Search — engines united Quantic AI expands your request into real queries a researcher would type and runs them across Google, Bing and DuckDuckGo — plus verticals like Maps, Shopping, News and Jobs — through the [SERP API](https://quanticdata.io/serp-api/). Results are merged and deduplicated into one source list. ### 2 · Map — every URL discovered For each promising site, a map call reads sitemaps and links and returns the site's whole shape in one request — up to 5,000 URLs with per-section counts. In our real run, one call turned coavacoffee.com into 77 URLs, 28 of them in /producers. ### 3 · Scrape — only what matters The pages worth reading go through the [scraping API](https://quanticdata.io/web-scraping-api/): residential exits, real-browser fingerprints, automatic escalation to a rendering browser on JS challenges. Content comes back as clean Markdown plus the exact fields you asked for. ### 4 · Dataset — rows, not pages Extracted fields are validated against your columns, deduplicated across sources and delivered as CSV or JSON. Failed pages never bill; async jobs refund unused pages automatically. The result is a database built from the live web — not a stale catalog. ## What is an AI web scraping service? **A web scraping service collects public web data for you; an AI web scraping service also does the thinking** — choosing queries, finding sources, deciding which pages to extract. Classic services quote you a project and deliver in days. Tools hand you a scraper and leave the research to you. Quantic AI removes both trade-offs: it is self-serve like a tool and hands-off like an agency, because the researcher is a machine. Underneath it drives the same production APIs — [SERP](https://quanticdata.io/serp-api/), [scraping](https://quanticdata.io/web-scraping-api/), crawl and map — that developers and [AI agents](https://quanticdata.io/web-data-api-for-ai/) already call today. Tool or agency? Neither. no scraper to configure, no quote to wait for — a prompt in, a dataset out, unit prices in every response Use cases ## Whatever public data you need, it builds the table ### [Company & lead data](https://quanticdata.io/scrape-company-data/) Company lists with sites, emails and locations — scraped from the open web and Google Maps, not bought from a stale contact vault. [Scrape company data →](https://quanticdata.io/scrape-company-data/) ### [Price monitoring](https://quanticdata.io/competitor-price-monitoring/) Competitor prices and product catalogs as a dataset on demand — no dashboard subscription in the way. [Competitor price monitoring →](https://quanticdata.io/competitor-price-monitoring/) ### [Market research](https://quanticdata.io/market-research-data/) Pricing, reviews and catalog data for a market you're sizing — in minutes, not a six-week research engagement. [Market research data →](https://quanticdata.io/market-research-data/) ### [Real estate](https://quanticdata.io/real-estate-data-scraping/) Listings, prices and agent contacts from portals and agency sites, structured into your columns. [Real estate data scraping →](https://quanticdata.io/real-estate-data-scraping/) ### [Job postings](https://quanticdata.io/scrape-job-postings/) A custom slice of the hiring market — roles, companies, locations, dates — instead of a five-billion-row license. [Scrape job postings →](https://quanticdata.io/scrape-job-postings/) ### [AI & RAG corpora](https://quanticdata.io/web-data-api-for-ai/) Grounding, RAG ingestion and training corpora live one page over — the agent-first surface of the same platform. [Web data API for AI →](https://quanticdata.io/web-data-api-for-ai/) ## Custom dataset creation, without the sales call Custom dataset creation services exist — as consultative projects with quotes, kickoff calls and delivery dates. Data vendors sell the opposite: enormous fixed catalogs you license and then filter, hoping your slice is in there and still fresh. A prompt-built dataset is scoped the other way around: **your query defines the collection**, the columns are yours, the data is fetched when you ask. Need Portland's specialty coffee roasters with emails? That exact pipeline ran while building this page — three calls, $0.0012, one structured row per roaster. Public web data extraction public pages only — no logins, no paywalls; rate-limited, geo-routed collection through networks we own Pricing ## Pay per record, not per project Planned launch pricing: a flat fee per delivered record — premium fields billed only when actually found — plus the pipeline's unit usage, metered live at the same list prices developers pay for the raw APIs. **$0.03**per delivered record*standard fields: name, address, price, any on-page column* **+$0.02**per email found*billed only when found and validated* **+$0.05**per phone found*billed only when found and validated* **+$0.03**per deep field*multi-page research columns* ### What will a 200-company lead list cost? 200 records × $0.03 + emails found on about 140 × $0.02 + phones on about 60 × $0.05 + roughly $0.60 of metered pipeline ≈ **$12.40**. Fields that are not found are never billed — and a blocked page costs nothing. [Join the waitlist](mailto:hello@quanticdata.io?subject=Quantic%20AI%20waitlist) Fields billed only when foundBudget cap on every runLive cost meter while it runsBlocked pages never billedRaw APIs stay at unit prices ## Quantic AI vs the usual ways to get web data | | Quantic AI | Typical scraping service / data vendor | | --- | --- | --- | | Getting started | type a prompt | sales call, quote, kickoff | | Turnaround | minutes | days to weeks | | Source discovery | searches 3 engines itself | you provide the site list | | Scope | your query, your columns | their catalog, their schema | | Pricing | unit prices, pay per success | project fees or annual license | | Freshness | collected when you ask | collected on their schedule | | Failed requests | never billed | your problem | ### Don't want to wait? The pipeline is live today Search, scrape, crawl, map and batch are in production now — as REST APIs and as MCP tools your own AI agent can drive. Connect the [MCP server](https://quanticdata.io/web-data-api-for-ai/) to Claude or Cursor and run the exact pipeline Quantic AI automates, with $1 of free usage every month. [Get my free API key](https://quanticdata.io/#pricing) ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is an AI web scraping service? A web scraping service collects public web data for you instead of handing you tools to do it yourself. An AI web scraping service automates the human part too: Quantic AI reads your request, plans the search queries, finds the right sites, scrapes them and returns a structured dataset. ### How is this different from a web scraping API? A scraping API fetches pages you already know; you write the code around it. Quantic AI starts one step earlier — it discovers the sources by searching and mapping, then uses those same APIs itself. If you'd rather drive, the underlying SERP, scraping, map and crawl APIs are all sold separately. ### Do I need to know how to code? No. You describe the dataset you want in plain language — the columns, the sources if you care, the countries. Quantic AI runs the whole pipeline and delivers CSV or JSON. Developers can still hit the raw APIs or the MCP server underneath, but nothing about the service requires code. ### Is web scraping legal? Collecting publicly accessible web data is generally lawful in most jurisdictions, but copyright, site terms and privacy laws like GDPR still apply — especially for personal data. Quantic AI collects public pages only. For your specific use case and market, get legal advice; the service gives you collection, not legal cover. ### How much does a custom dataset cost? Planned launch pricing: $0.03 per delivered record for standard fields, plus $0.02 per email and $0.05 per phone number, billed only when the field is actually found and validated, plus the pipeline usage metered at API list prices. A 200-company list with contacts lands around $12, and a budget cap bounds every run. ### What format does the dataset come in? Structured rows with the fields you asked for, delivered as CSV or JSON. Underneath, every API response uses one JSON envelope; page content arrives as clean Markdown and structured extraction returns exactly the fields your schema names — so the data stays machine-readable end to end. ### How does Quantic AI find the right websites? It searches like a researcher would: multiple queries across Google, Bing and DuckDuckGo — 17 verticals including Maps, Shopping, News and Jobs — then merges and deduplicates the results. For each promising site it runs a map call to discover every URL, and only then decides which pages are worth scraping. ### Can it scrape sites that block bots? Every request routes through QuanticData's own residential, mobile, datacenter and IPv6 proxy networks with real-browser TLS fingerprints, and escalates to a rendering browser when a page demands JavaScript. When a target still wins, you don't pay — blocked and failed requests are never billed. ### How is this different from buying a ready-made database? Data vendors sell fixed catalogs collected on their schedule — you filter what they chose to collect. Quantic AI builds the dataset from the live web when you ask, scoped to your exact query, columns and countries. Fresh data, your schema, and no licensing negotiation for a slice you mostly won't use. ### When does Quantic AI launch? The orchestration layer is in closed development — join the waitlist to get access when it opens. The pipeline it drives is already in production today: the SERP, scraping, map, crawl and batch APIs are live, self-serve, and exposed as MCP tools your own AI agent can use right now. ### Can I run the same pipeline myself today? Yes. Connect the QuanticData MCP server to Claude, Cursor or any MCP-capable agent and it gets search, scrape, crawl, map, batch and seo_audit as tools — the exact pipeline Quantic AI automates. Or call the same endpoints over REST. $1 of free usage every month, no card required. ### What is public web data extraction? It's the collection of information that any visitor can already see on public web pages — prices, listings, company details, reviews — converted into a structured format like CSV or JSON. It does not include anything behind logins or paywalls, and responsible extraction respects rate limits and privacy law. ## Ask the web. Get a dataset. Join the Quantic AI waitlist — or start today with the live APIs and $1 free every month. [Join the Quantic AI waitlist](mailto:hello@quanticdata.io?subject=Quantic%20AI%20waitlist) The pipeline underneath: [SERP API](https://quanticdata.io/serp-api/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) [Web Data for AI](https://quanticdata.io/web-data-api-for-ai/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) --- Source: https://quanticdata.io/ai-web-scraping-service/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /browser-ai/ ======================================================================== ## Cloud Browser for AI Agents — Valid JSON > A cloud browser for AI agents: give a goal and a schema, the agent navigates and clicks, and returns schema-valid JSON with an audit trace. Join the waitlist. [Home](https://quanticdata.io/)/*Browser AI* # Cloud browser for AI agents: goal in, JSON out An AI browser agent operates a real browser toward a goal you describe — navigate, click, paginate, read — and returns schema-valid JSON with an auditable trace of every step. Steps metered from $0.001, billed per task, never per browser-hour. In closed development: join the waitlist. [Join the Browser AI waitlist](mailto:hello@quanticdata.io?subject=Browser%20AI%20waitlist) [Use the live APIs today](https://quanticdata.io/web-scraping-api/) Schema-valid output · Auditable trace · Built on our residential network agent → JSON describe the goal · the agent drives · JSON conforms task preview · closed development ``` task: "Collect the name, price and rating of every product listed under 'Grinders'." schema: { name: string, price: number, rating: number|null } → navigate /shop → click "Grinders" → paginate 1…4 → extract 38 rows ✓ 38/38 rows validate against schema # every step logged — the trace ships with the data ``` **Goal + schema**you describe, the agent drives **Valid JSON**output checked against your schema **Full trace**every page and action logged **From $0.001**per step — no browser-hour billing ## In closed development Browser AI is being built on the network and pipeline that already serve the live APIs. Waitlist members get first access and launch pricing — and everything below describes the design, not a beta you can buy today. [Join the waitlist](mailto:hello@quanticdata.io?subject=Browser%20AI%20waitlist) ## What is an AI browser agent? **An AI browser agent is a model-driven worker that operates a real browser toward a goal you state in plain language.** Where a scraping API converts the page it is given, the agent decides what to do next: follow pagination, open detail panels, apply a filter, scroll a lazy list — then hand back the result as data, not screenshots. The contract is the schema. You attach the JSON shape you need; **the agent's output is validated against it before you are charged**. And because model-driven workers make mistakes, every task ships with its trace — the pages visited and the actions taken — so provenance is checkable, not assumed. If a plain fetch can get your data, the [scraping API](https://quanticdata.io/web-scraping-api/) is the cheaper tool; the agent exists for pages where data lives behind interaction. Task contract goal: natural language · schema: JSON result: schema-valid rows + step trace ## When you need an agent — and when you don't ### Pagination & infinite scroll Listings that load page by page or on scroll. The agent walks all of them and merges the rows; a single fetch sees only page one. ### Click-to-reveal content Prices behind "show offer", specs inside accordions, details in modal panels — content that requires an action before it exists in the DOM. ### Filtered views Apply the site's own filters — category, region, date — and collect the filtered result, instead of downloading everything and re-filtering. ### Multi-step flows Data spread across a sequence — list page to detail page to spec tab — gathered into one schema-valid row per item. ### Don't use it for static pages If the content is in the HTML or appears on render, the [scraping API](https://quanticdata.io/web-scraping-api/) at $0.0002 or a [crawl](https://quanticdata.io/crawl-map/) at $0.0003/page is faster and cheaper. Honest routing saves you money. ### Don't use it for logins & CAPTCHAs The agent targets public content. It is not built to bypass logins, paywalls or CAPTCHAs, or to act on accounts — and we say so up front. ## Ephemeral, sandboxed, traceable Each task is designed to run in its own disposable browser context: **no state carried between tasks, no credentials held, nothing to leak** when the task ends and the context is destroyed. Sessions ride the same residential network as the rest of the platform, with country pinning so pages render for the market you chose. Billing follows the platform's pay-per-success rule: **a task that fails to produce schema-valid output is not charged**. Steps are metered from $0.001 — there is no browser-hour meter running while a page loads, and final task pricing is published at launch, to waitlist members first. One task, one sandbox *ephemeral context* *no stored credentials* *step trace* *schema gate* *residential exits* *country pinning* ## What you can run today, while you wait The stack under Browser AI is already in production and self-serve: the [Web Scraping API](https://quanticdata.io/web-scraping-api/) with browser rendering and AI extraction, the [SERP API](https://quanticdata.io/serp-api/) across three engines, [Crawl & Map](https://quanticdata.io/crawl-map/) for whole sites, and the [MCP server](https://quanticdata.io/mcp-server/) that hands all of it to your own AI agent. Most "I need an agent" tasks decompose into those calls — and the [Quantic AI pipeline](https://quanticdata.io/ai-web-scraping-service/) orchestrates them from a single prompt. $1 of free usage every month, no card. Live now *scrape $0.0002* *SERP $0.0005* *crawl $0.0003/pg* *map $0.0005* *audit $0.0012* *MCP tools* ## QuanticData vs typical agent infrastructure | | QuanticData Browser AI | Typical agent infra | | --- | --- | --- | | You provide | a goal and a JSON schema | orchestration code + prompts | | Billing unit | steps from $0.001, per task | browser-hours or bundles | | Idle time | never billed | the meter runs | | Output | schema-validated JSON | raw pages or transcripts | | Provenance | step trace with every task | bring your own logging | | Network | residential exits included | proxy add-on, metered per GB | ## FAQ The short answers on agents, isolation and the waitlist. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is an AI browser agent? An AI browser agent is a model-driven worker that operates a real browser to reach a goal you describe in plain language — navigate, click, paginate, expand, read — and returns the outcome as structured data. Instead of scripting selectors and steps, you state what you want and the shape you want it in; the agent works out the steps. ### How is a browser agent different from a scraping API? A scraping API fetches a page and converts what is there. A browser agent interacts: it can follow pagination, open detail panels, apply filters and gather content that only appears through a sequence of actions. If a plain fetch gets your data, use the cheaper scraping API; the agent is for pages where the data lives behind interaction. ### What does schema-valid JSON output mean? You attach a JSON schema to the task. The agent's answer is validated against it before you are charged, so what arrives is not a transcript to parse but rows in exactly the shape your pipeline expects — every field present, every type right. Output that fails validation is the service's problem, not yours. ### What is the auditable trace? Every task returns a step log alongside the data: the pages visited and the actions taken. When a number looks wrong, you check where it came from instead of guessing — provenance is part of the product, the same source-URL discipline used across the other QuanticData APIs. ### When does Browser AI launch? It is in closed development — join the waitlist to get access when it opens. The stack underneath it is live today: the scraping, SERP, map, crawl and batch APIs and the residential network are all in production and self-serve, so you can build now and add agent tasks when they arrive. ### How much will it cost? Steps are metered from $0.001, and the pay-per-success rule applies: a task that fails to produce schema-valid output is not charged. Final task pricing is set at launch — waitlist members see it first. There is no browser-hour billing: idle time is our problem, not your invoice. ### Can I use it today? Not yet — that is what the waitlist is for, and we would rather be honest about it than sell you a beta as a product. If your data need is current, the live APIs cover most of it: scraping with rendering, SERP across three engines, whole-site crawling and AI extraction are all available now with $1 of free monthly usage. ### What sites can the agent work on? Public web pages. It is designed for legitimate data collection on content anyone can open in a browser — not for bypassing logins, paywalls or CAPTCHAs, and not for automating actions on accounts. Sessions run through residential exits with country pinning, so pages are seen from the market you choose. ### How is each agent session isolated? Sessions are designed to be ephemeral and sandboxed: each task runs in its own browser context, which is discarded when the task ends. The agent holds no credentials of yours, carries no state between tasks, and touches only the task it was given. ### Will AI agents be able to call it through MCP? Yes — that is the plan at launch: a browser-task tool in the QuanticData MCP server, next to search, scrape, map and crawl. An orchestrating agent will be able to delegate interaction-heavy pages to a browser worker the same way it already delegates a fetch, from the same server config. ### Is automating a browser on public sites legal? Accessing public pages by automated means is generally lawful in most jurisdictions, but sites' terms of service restrict automation and case law differs by country. The agent targets public content only; what you collect and how you use it remains your responsibility — get proper legal advice for your specific case. ### Is there a free or open-source AI browser agent? Yes, several — Nanobrowser, BrowserOS and Browser Use are open source, and running one locally costs you nothing but your own LLM key and machine time. They are a good fit for personal automation and for tinkering. What they leave to you is the hard part at scale: residential exits so pages load from the right market, retries when a run dies mid-task, concurrency, and output you can trust without re-reading it. Browser AI is the managed version of that: schema-validated output, an auditable trace and pay-per-success billing. If a local open-source agent covers your job, use it — genuinely. ### Why a cloud browser instead of running my own? A browser on your laptop is one IP, one machine and one thing that breaks while you sleep. A cloud browser for AI agents gives you the parts that are tedious to operate yourself: residential exits with country pinning, parallel sessions, and disposable contexts that leave nothing behind. You keep the orchestration; we keep the infrastructure. The trade-off is honest — if you run a handful of tasks a day on friendly sites, local is simpler and cheaper. ## Be first when the agents open Join the waitlist for first access and launch pricing — or start today with the live APIs and $1 free every month. [Join the Browser AI waitlist](mailto:hello@quanticdata.io?subject=Browser%20AI%20waitlist) Also on the platform: [Web Scraping API](https://quanticdata.io/web-scraping-api/) [Crawl & Map API](https://quanticdata.io/crawl-map/) [SEO Audit API](https://quanticdata.io/seo-audit/) [SERP API](https://quanticdata.io/serp-api/) [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Web Data API for AI](https://quanticdata.io/web-data-api-for-ai/) [MCP Server](https://quanticdata.io/mcp-server/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) --- Source: https://quanticdata.io/browser-ai/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /cheap-residential-proxies/ ======================================================================== ## Cheap Residential Proxies from $0.60/GB > Cheap residential proxies from $0.60/GB — real, ethically sourced home IPs, not stolen pools. Rotating and sticky, HTTP/SOCKS5, no expiry, free trial. [Home](https://quanticdata.io/)/[Residential Proxies](https://quanticdata.io/residential-proxies/)/*Cheap* # Cheap residential proxies from $0.60/GB Cheap residential proxies are low-cost IP addresses from real households, billed per gigabyte instead of a fat monthly plan. QuanticData's Basic line starts at $0.60/GB with genuine, ethically sourced home IPs, rotating or sticky sessions, bandwidth that never expires, and a free trial to test them first. [Start free trial](https://quanticdata.io/signup/) [See $0.60/GB pricing](/cheap-residential-proxies/#plans) Free trial, no card · Bandwidth never expires · Ethically sourced IPs Residential Basic real household IPs · from $0.60/GB · never expires **from $0.60/GB**Basic residential line, pay per GB **200+ countries**targeting per request, included **Rotating & sticky**fresh IP per request, or hold up to 120 min **Never expires**no monthly reset on bandwidth you buy AI Overview ## How much do cheap residential proxies cost? **Cheap residential proxies are billed per gigabyte, and advertised rates for genuinely residential IPs commonly range from about $0.44 to $1 per GB.** QuanticData's Basic line starts at $0.60/GB — real, ethically sourced home IPs — with a free trial and bandwidth that never expires, so the headline price is close to the price you actually pay. - **Basic line:** from $0.60/GB, rotating & sticky sessions, targeting in 200+ countries. - **No monthly reset:** purchased bandwidth never expires — no balance quietly burning away. - **Free to try:** a free residential trial with no card, plus $1 of free API usage each month. - **Premium option:** a separate line from $2.50/GB when a target needs the highest success rate. Sources [Basic pricing](/cheap-residential-proxies/#plans)[Residential Proxies](https://quanticdata.io/residential-proxies/)[FAQ](/cheap-residential-proxies/#faq) On this page [Pricing](/cheap-residential-proxies/#plans) [What they are](/cheap-residential-proxies/#what-are-cheap-residential-proxies) [Cheapest vs best](/cheap-residential-proxies/#cheapest-vs-best) [Rotating & sticky](/cheap-residential-proxies/#rotating-sticky-socks5) [vs typical provider](/cheap-residential-proxies/#comparison) [FAQ](/cheap-residential-proxies/#faq) Pricing ## Cheap by design: $0.60/GB, kept forever No subscription and no monthly reset. Buy residential bandwidth once and use it at your pace — the cheapest way to run residential proxies is to stop paying for gigabytes you never touch. ### Basic line — from $0.60/GB Our budget residential pool for volume work, with a free 5 GB trial to test it on your real targets before you spend a cent. [Start free trial](https://quanticdata.io/signup/) from $0.60/GBRotating & sticky sessionsHTTP · HTTPS · SOCKS5Country targeting includedUnlimited concurrent sessionsBandwidth never expires ### Need the highest success rate? The Basic line handles most jobs cheaply. For the toughest anti-bot targets, the Premium residential line starts at $2.50/GB and is priced on the same dashboard — same account, no migration. [See Premium plans](https://quanticdata.io/residential-proxies/#plans) ## What are cheap residential proxies? **Cheap residential proxies are real home IP addresses offered at a low per-gigabyte price** — the same kind of residential IP that passes anti-bot checks, just without a heavy monthly commitment. Because traffic looks like an ordinary person browsing from home, you get the detection resistance of residential without paying premium rates for routine, high-volume work. The catch to watch for: some ultra-cheap pools cut the price by sourcing IPs in ways users never agreed to. QuanticData keeps the Basic line affordable the honest way — real, consenting households, transparent per-GB billing, and no expiry — so **cheap** means good value, not a compliance risk. Per GB, no plan pay only for the bandwidth you use no monthly reset, no expiry, no lock-in ## The cheapest residential proxies aren't always the best deal A headline like "cheapest residential proxies" or "$0.44/GB" only tells half the story. Affordable residential proxies are about the cost per *usable* gigabyte: a rock-bottom rate means little if the bandwidth expires monthly, geo-targeting is a paid add-on, or the pool is too thin to keep sessions alive. Our take on the best cheap residential proxies is boring on purpose — $0.60/GB, country targeting included, unlimited concurrent sessions, and gigabytes that never expire. You pay per GB, so a quiet week doesn't cost you, and the free trial lets you measure success rate before committing budget. $0.60 / GB what you see is close to what you pay no expiry · geo included · free trial ## Cheap rotating, sticky and SOCKS5 options Both session types are included at the same $0.60/GB. **Cheap rotating residential proxies** give a fresh IP on every request — the lowest cost per success for large scrapes. Need one identity to persist for a login or cart? Use sticky sessions of up to 120 minutes instead of paying more for a static ISP proxy. Targeting a specific market such as a cheap US residential proxy is a request parameter, not an upsell — pick from 200+ countries. Connect over HTTP, HTTPS or cheap residential SOCKS5 proxies with user:pass or an IP allowlist, and run unlimited concurrent sessions. We meter bandwidth per GB rather than selling a throttled "unlimited" plan, which is usually the cheaper deal in practice. Set it in the username country & session in your credentials HTTP · HTTPS · SOCKS5 · unlimited concurrency ### Cheap but real — where the low price comes from Some "cheap" residential pools hit their price by using IPs from people who never knowingly consented — bundled into a free app or SDK. Those addresses get flagged and banned quickly, and using them can put the compliance risk on you. A suspiciously low sticker is often the tell. QuanticData keeps the Basic line cheap the sustainable way: ethically sourced IPs from consenting households, transparent per-GB billing with no expiry, and a free trial so you can verify quality yourself. Low price, real IPs — not a trade-off you should have to make. ## QuanticData Basic vs a typical cheap provider | | QuanticData Basic | Typical cheap provider | | --- | --- | --- | | Entry price | from $0.60/GB | often $0.44–$1/GB headline | | IP sourcing | ethically sourced, consenting households | often opaque; risk of non-consensual pools | | Bandwidth expiry | never expires | frequently resets monthly | | Country targeting | included, per request | often a paid add-on | | Free trial | yes, no card | often none, or credits behind a paywall | | Sessions | rotating + sticky up to 120 min | rotating only, or short sticky | | Data APIs on same network | scraping, SERP, crawl — pay-per-success | none, proxies only | ### Don't want to manage proxies at all? The same residential network powers our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — billed only when the result is usable, from $0.0002 per page. [Explore the Web Scraper API](https://quanticdata.io/web-scraping-api/) ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### How much do cheap residential proxies cost? Cheap residential proxies are priced per gigabyte, not per subscription. QuanticData's Basic line starts at $0.60/GB, with a free trial to test first. You pay only for the bandwidth you use, and because it never expires there is no monthly reset quietly burning your balance. ### Are cheap residential proxies safe and reliable? They can be — if the IPs are real and ethically sourced. The risk with ultra-cheap pools is stolen or non-consensual IPs that get banned fast. QuanticData's residential addresses come from consenting real households, so a low price does not mean throwaway quality or a compliance headache. ### What is the cheapest price per GB for residential proxies? Our entry residential price is $0.60/GB on the Basic line — one of the lowest for genuinely residential IPs. Some providers advertise $0.44–$1/GB, but headline rates often hide monthly expiry, paid geo-targeting or thin pools. Compare the real cost per usable gigabyte, not just the sticker. ### Cheap vs premium residential proxies — what is the difference? Both use real household IPs. The Basic line, from $0.60/GB, is tuned for cost and high-volume work where the odd retry is fine. The Premium line, from $2.50/GB, prioritises success rate on the toughest targets. Start cheap and move to Premium only if a site demands it. ### Rotating vs static — which cheap option should I pick? For volume scraping, cheap rotating residential proxies win: a fresh IP per request at $0.60/GB. If you need one identity to persist, use sticky sessions of up to 120 minutes rather than a pricier static ISP proxy. Both rotating and sticky are included on the Basic line at no extra cost. ### Is there a free trial for cheap residential proxies? Yes. You can start with a free residential trial, no credit card required, and test cheap residential proxies on your real targets before spending. Accounts also get $1 of free usage each month on the data APIs built on the same network. ### How do I choose a cheap residential proxy provider? Look past the headline price. Check that the pool is ethically sourced, that geo-targeting is included rather than an add-on, that bandwidth does not expire monthly, and that there is a free trial to verify success rate on your targets. Cheapest per usable gigabyte beats the lowest sticker. ### Can I buy just 1 GB of residential proxies? Yes — a gigabyte is a normal purchase here, not a rounding error someone tolerates. Plenty of providers set a minimum top-up that quietly makes the entry price meaningless: $0.60 per gigabyte is not really $0.60 if the smallest order is fifty of them. Buy the gigabyte you actually need, and because bandwidth here has no expiry date, a slow month does not burn it. Start with the $1 of free monthly usage and top up only once you have measured your own success rate. ### Are there free residential proxies? Free public lists exist and they disappoint for predictable reasons: the IPs are shared with everyone who found the same list, most are already blocked on the sites worth scraping, and the bandwidth is being paid for by someone whose motive you cannot see. For anything you care about, unmetered risk is not cheap. Use the $1 of free usage each month to run a genuine test — same pool, same success rate as paid traffic, no card. ### Why are cheap proxies sometimes slower? Because a residential IP is somebody's home connection, and homes are not datacenters: the route is longer, the line is shared with whatever else that household is doing, and the exit can drop mid-session. That is the physics of the product, not a defect of the cheap tier — the same trade-off applies at $2 per gigabyte. If latency matters more than looking residential, ISP or datacenter proxies are the faster answer and cost less per gigabyte, and this page will happily point you there. ## Try cheap residential proxies on your real targets Free trial, no card. $0.60/GB when you buy, and bandwidth that never expires. [Start free trial](https://quanticdata.io/signup/) Explore more: [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Sneaker Proxies](https://quanticdata.io/sneaker-proxies/) [SOCKS5 Proxies](https://quanticdata.io/socks5-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) --- Source: https://quanticdata.io/cheap-residential-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /competitor-price-monitoring/ ======================================================================== ## Competitor Price Monitoring Dataset, $1 Free > Track competitor prices without a dashboard subscription: search finds the sellers, extraction reads price and stock per page, on your schedule. $1 free. [Home](https://quanticdata.io/)/[AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/)/*Competitor Price Monitoring* # Competitor price monitoring, delivered as a dataset Competitor price monitoring means tracking what rivals charge for the products you sell. Quantic AI does it without dashboards or scrapers: it searches the shops that carry a product across three engines, scrapes price and stock from each, and hands back a dataset you can diff, join or schedule. [Get my free API key](https://quanticdata.io/signup/) [Meet Quantic AI](https://quanticdata.io/ai-web-scraping-service/) $1 free every month · No card required · Blocked pages are never billed price pipeline · example run ``` # "who sells the AX-7 earbuds in the EU, at what price?" search("AX-7 earbuds price", shopping, country: de) → 14 sellers found · $0.0005 scrape(sellers[0].link, extract: price, stock) → { "price": "€129", "stock": "in stock" } · $0.0002 batch(all 14 product URLs, daily) → job queued · $0.0028 · webhook on change ``` sellerpricestock audio-hub.de€129in stock soundline.fr€135in stock beatstore.nl€1242 left **Search-driven**finds the sellers, not just the prices **Geo-true prices**residential exits in the shopper's country **$0.0002 / page**no platform fee, no subscription **Schedulable**batch jobs, webhooks, incremental polling How it works ## From "who sells this?" to a price table ### 1 · Discover the sellers Queries like "AX-7 earbuds price" run across Google, Bing, DuckDuckGo and the Google Shopping vertical of the [SERP API](https://quanticdata.io/serp-api/). That surfaces the long tail — the discounter in the Netherlands your dashboard tool doesn't have a template for. ### 2 · Scrape price and stock Each product page goes through the [scraping API](https://quanticdata.io/web-scraping-api/) with structured extraction: price, currency, stock, shipping. JS-heavy shops escalate to a rendering browser automatically. ### 3 · See the market's real price Rows are normalized and deduplicated into one table per product — seller, price, stock, timestamp, source URL. Diff two runs and you have price-change alerts without a platform. ### 4 · Put it on a schedule The discovered URL set becomes a batch job — up to 1,000 URLs per run, webhooks or cursor polling, unused items auto-refunded. Daily monitoring is just the same call in cron. ## Ecommerce product data, not just the number A price without context misleads: €124 with €12 shipping and no stock is not cheaper than €129 delivered tomorrow. The extraction schema captures the whole offer — **title, price, currency, stock, shipping, rating, review count, seller** — so your comparison joins on facts, not fragments. Catalog work rides the same pipeline: map a competitor's shop, scrape the category pages, and their assortment becomes rows you can measure against your own. The whole offer *price* *currency* *stock* *shipping* *rating* *seller* ## Scrape product prices in the shopper's country Shops price by geography — the same product can differ by double digits between Berlin and Paris, and many stores show different prices to foreign IPs. Every call here takes a **country parameter** and exits through QuanticData's own residential network in that market, so the dataset records what a local shopper actually sees. One prompt, one column per market: run the same product list with country set to de, fr and nl, and the price gaps are in the table — not in a footnote about VPN caveats. Per-request geo country: de · fr · nl — real residential exits, real local prices ## Dataset on demand vs a typical price-monitoring platform | | Quantic AI dataset | Typical monitoring platform | | --- | --- | --- | | Getting started | type the product, run | onboard, configure per-site templates | | Seller coverage | search-driven — any shop findable | their connector catalog | | Pricing | $0.0002 per page, pay per success | monthly plans per SKU tier | | Output | CSV/JSON you own | dashboard, export limits | | Geo pricing | residential exit per country | often datacenter, geo-blind | ### 500 products, checked daily With Quantic AI (planned): first build at $0.03 per record, then daily refreshes of known URLs at **$0.01 per record ≈ $5 a day** — contract-free monitoring. Driving the raw APIs yourself: about $0.10 a day, extraction and diffing as your code. [Get my free API key](https://quanticdata.io/signup/) ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### How to monitor competitor prices? Three steps: find who actually sells your products, read the price and stock from each product page, and repeat on a schedule so you have a history rather than a snapshot. Most tools skip step one and make you paste URLs. Here a search pass discovers the sellers, extraction reads price, stock and seller per page, and a scheduled batch re-runs the same list as often as you need. ### What is a competitor pricing analysis? It's comparing your prices against the same or equivalent products sold by competitors, over time, to see where you are cheap, expensive or invisible. The analysis is only as good as the underlying rows: you need the seller, the exact product match, the price, whether it was in stock, and when it was observed. Those five fields are what this dataset returns. ### What is an example of competitor pricing? A retailer selling a coffee grinder at $199 checks the eight other shops carrying it, finds the median at $179 with two sellers out of stock, and drops to $184 — still above the cheapest, but visible in comparison results. The inputs are one row per seller per day: product, seller, price, stock, timestamp. ### What is price scraping? Price scraping is the automated collection of prices published on public shop pages, converted into structured rows — product, seller, price, stock, timestamp. It's how retailers, brands and analysts see a market's real prices instead of the ones in last quarter's report. ### Is scraping competitor prices legal? Prices shown publicly to any visitor are generally lawful to collect in most jurisdictions — they're facts, not creative works. Site terms and local law still vary, and how you use the data (e.g. price-fixing) has its own rules, so check with counsel for your market. ### Which shops can it track? Any shop with public product pages. Discovery is search-driven — Quantic AI queries three engines plus Google Shopping to find who actually sells a product, so long-tail shops appear alongside the big marketplaces. Hard targets escalate to a rendering browser automatically; a page that still blocks costs nothing. ### How often can prices update? As often as you rerun it. The one-off pipeline becomes a schedule through batch jobs — up to 1,000 URLs per job with webhooks or incremental polling — so daily or hourly refreshes of a fixed URL set are just repeat calls at $0.0002 per page. ### What fields can I get per product? Whatever the page shows: title, price, currency, stock status, shipping cost, rating, review count, seller name, product URL and collection timestamp. You name the columns; structured extraction returns exactly those fields, validated and typed. ### What's the difference between price monitoring and price tracking? In practice they're the same activity at different frequencies: tracking usually means following a defined product list over time, monitoring includes discovering who sells and at what price right now. This pipeline does both — discovery by search, then scheduled re-scrapes of the URLs it found. ### How much does price monitoring cost here? With Quantic AI, planned pricing: $0.03 per record on the first build, then $0.01 per refreshed record — a 500-product daily check runs about $150 a month, contract-free. Developers can meter the same URLs through the raw APIs at $0.0002 per page, about $3 a month, writing their own extraction and diffing. ## Know every price in your market Start with $1 free every month — or join the Quantic AI waitlist for the full prompt-to-dataset service. [Get my free API key](https://quanticdata.io/signup/) Keep exploring: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Market Research Data](https://quanticdata.io/market-research-data/) [Company Data](https://quanticdata.io/scrape-company-data/) [SERP API](https://quanticdata.io/serp-api/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) --- Source: https://quanticdata.io/competitor-price-monitoring/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /crawl-map/ ======================================================================== ## Website Crawler API — $0.0003/Page to Markdown > Crawl whole sites to clean Markdown from $0.0003 per page, or map every URL of a site for $0.0005 per call. Unfetched pages refunded, $1 free monthly, no card. [Home](https://quanticdata.io/)/*Crawl & Map* # Website crawler API from $0.0003 per page A website crawler API turns a whole site into clean Markdown your pipeline can use. QuanticData crawls breadth-first up to 500 pages and 10 levels deep, maps every URL of a site in one $0.0005 call, and refunds any page it could not fetch — with no subscription and $1 of free usage every month. [Get my free API key](https://quanticdata.io/signup/) [See pricing](/crawl-map/#plans) $1 free every month · No card required · Unfetched pages refunded seed → whole site breadth-first · depth 10 · every page as Markdown POST /v1/crawl ``` $ curl https://api.quanticdata.io/v1/crawl \ -d '{ "url": "https://docs.example.com", "limit": 200 }' { "jobId": "cr_8f2e…", "status": "running" } $ curl https://api.quanticdata.io/v1/crawl/cr_8f2e… { "status": "done", "pages": 143, "results": [ { "url": "https://docs.example.com/quickstart", "markdown": "# Quickstart\n…" } ] } # 143 fetched of 200 requested — 57 auto-refunded ``` **500 pages**per crawl job, depth up to 10 **5,000 URLs**mapped in one $0.0005 call **Markdown out**chunk-ready for LLMs & RAG **Pay per success**unfetched pages auto-refunded Pricing ## Per page. No subscription. Real unit prices billed only on success. Crawl jobs are charged up front on the requested volume — the failed and unfetched share is refunded when the job settles. **$0.0003**per crawled page*$0.30 per 1K pages, as Markdown* **$0.0005**per map call*up to 5,000 URLs + site shape* **$0.0002**per batch URL*when you already have the list* **$1 free**every month, forever*≈ 3,300 crawled pages · no card* ### Pay as you go $0/mo - $1 free credit / month - 60 requests / min - List unit prices ### Starter $19/mo - $10 free credit / month - 300 requests / min - 10% off unit prices Most popular ### Growth $79/mo - $50 free credit / month - 600 requests / min - 20% off unit prices ### Scale $299/mo - $250 free credit / month - 1,200 requests / min - 30% off unit prices Breadth-first, depth 0–10Include / exclude filterssmart · article · full contentCountry-pinned exitsAsync jobs with live statusFailed pages never billed ## What is a website crawler API? **A website crawler API starts from one seed URL, follows the site's links and returns every page it fetches as structured content — here, clean Markdown.** It replaces the crawler you would otherwise build and babysit: proxy rotation, retries, anti-bot escalation and parsing all happen server-side while your code polls a job. Crawling is discovery; scraping is fetching. If you already know the URLs, the [Web Scraping API](https://quanticdata.io/web-scraping-api/) or a batch job is the cheaper tool. When you need the site *explored* — docs portals, blogs, catalogs, competitors — the crawler walks it breadth-first so the important shallow pages arrive first, each one converted to **Markdown that is ready to chunk, embed or feed to an LLM**. One job, a whole site seed URL → BFS to depth 10 → up to 500 pages each page: Markdown + metadata + outcome ## Crawl, map or batch — pick the right tool ### Crawl — explore & fetch Seed URL in, site out. Breadth-first up to **500 pages** and **depth 10**, with include/exclude patterns to stay inside the sections you care about. $0.0003 per page actually fetched. ### Map — see the shape first One $0.0005 call reads robots.txt sitemaps, /sitemap.xml and homepage links, returning up to **5,000 URLs**, the site-wide total and a per-section summary — before you spend anything on fetching. ### Batch — you have the list Up to **1,000 known URLs** per job at $0.0002 each, with a summary mode that returns metadata only — the cheap way to run status and SEO sweeps over pages you already track. ## Map: every URL of a site, without crawling it Before fetching a single page, `map` shows you what is there. It merges the site's declared sitemaps with what the homepage actually links to, then reports the total URL count and a per-section breakdown — `/blog: 1988`, `/docs: 214` — so you can decide where the value is. Narrow with a `search` substring to find specific pages, or ask for the **path tree with counts** instead of the flat list. The usual flow is map first, then point a crawl or a batch job at exactly the slice you need — **discovery costs $0.0005, so wasted fetches cost nothing**. Site shape in one call *total: 2,431* */blog: 1,988* */docs: 214* */products: 161* *search filter* *path tree* ## What teams crawl ### LLM & RAG ingestion Turn a docs portal or knowledge base into chunk-ready Markdown for embeddings — structure kept, HTML noise gone. The default smart mode strips navigation and cookie chrome automatically. ### Competitive research Crawl a competitor's blog, changelog or product pages on a schedule and diff the output — every page arrives as comparable, timestamped Markdown. ### Content inventories Map plus a summary batch gives you every URL with title, description and canonical — the raw material for migrations, audits and information-architecture work. ### Dataset building Point a crawl at listing or catalog sections and feed the Markdown into extraction. The [Quantic AI pipeline](https://quanticdata.io/ai-web-scraping-service/) runs this same search → map → crawl loop for you. ### Docs mirroring Keep an offline, searchable copy of third-party documentation your product depends on — re-crawl on release days and only pay for pages that changed hands. ### SEO sweeps Combine map with the [SEO Audit API](https://quanticdata.io/seo-audit/) to check how every page of a site renders for bots — no desktop crawler license needed. Integration ## Start a job, poll it, collect Markdown ``` # map the site first — $0.0005 curl https://api.quanticdata.io/v1/map \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "url": "https://docs.example.com" }' # crawl the slice you want — $0.0003/page curl https://api.quanticdata.io/v1/crawl \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "url": "https://docs.example.com", "limit": 200, "depth": 3, "include": ["/docs"] }' ``` ``` import requests, time start = requests.post("https://api.quanticdata.io/v1/crawl", headers={"Authorization": f"Bearer {KEY}"}, json={"url": "https://docs.example.com", "limit": 200, "depth": 3, "include": ["/docs"]}).json() job = start["data"]["jobId"] while True: s = requests.get(f"https://api.quanticdata.io/v1/crawl/{job}", headers={"Authorization": f"Bearer {KEY}"}).json()["data"] if s["status"] == "done": break time.sleep(5) for page in s["results"]: print(page["url"], len(page["markdown"])) ``` ``` const start = await fetch("https://api.quanticdata.io/v1/crawl", { method: "POST", headers: { Authorization: `Bearer ${process.env.QD_API_KEY}` }, body: JSON.stringify({ url: "https://docs.example.com", limit: 200, depth: 3, include: ["/docs"] }) }); const { data } = await start.json(); const status = await fetch( `https://api.quanticdata.io/v1/crawl/${data.jobId}`, { headers: { Authorization: `Bearer ${process.env.QD_API_KEY}` } } ); console.log((await status.json()).data.pages); ``` ## Let your agent crawl on its own The [QuanticData MCP server](https://quanticdata.io/mcp-server/) exposes `crawl`, `crawl_status` and `map` as native tools, so an MCP-capable agent can map a site, judge which sections matter and crawl exactly those — no glue code, no orchestration layer. Everything also speaks plain REST with one JSON envelope. Building retrieval for an AI product? Start from the [web data API for AI](https://quanticdata.io/web-data-api-for-ai/). Works where your agent lives *Claude* *Cursor* *n8n* *LangChain* *CrewAI* *OpenAI Agents SDK* *LlamaIndex* *Zapier* ## QuanticData vs a typical crawler API | | QuanticData | Typical crawler API | | --- | --- | --- | | Pricing unit | $0.0003 per page, in USD | opaque credits per page | | Entry price | $0 — pure pay-as-you-go | monthly subscription | | Failed pages | auto-refunded at settle | often consume credits anyway | | URL discovery | map included — $0.0005 per site | separate product or absent | | Free tier | $1 every month, renews forever | one-time trial credits | | AI agent access | native MCP crawl & map tools | rarely available | ## FAQ The short answers on crawling, mapping and billing. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is a website crawler API? A website crawler API is a service that starts from a seed URL, follows links across a site and returns every page it fetches as structured content — here, clean Markdown. It replaces running your own crawler: proxies, retries, anti-bot escalation, politeness and parsing are handled server-side, and you collect the results from a job endpoint. ### What is the difference between crawling and scraping? Scraping fetches pages you already know, one URL per call. Crawling discovers the pages for you: it starts from a seed, follows links breadth-first to the depth you set, and fetches everything it finds. If you already hold a URL list, the batch endpoint is cheaper at $0.0002 per URL; if you need the site explored, that is the crawler's job. ### How do I get all URLs of a website without crawling it? Use map. It reads the site's robots.txt sitemaps, /sitemap.xml and homepage links in a single $0.0005 call and returns up to 5,000 URLs plus a site-wide total and a per-section summary — so you see the site's shape before spending anything on fetching. Filter with search or ask for the path tree with group_by. ### Why Markdown output for LLMs and RAG? Markdown keeps the document structure — headings, lists, tables, links — while dropping the HTML noise that wastes context tokens. Each crawled page arrives as Markdown ready to chunk and embed, with navigation, footers and cookie chrome already stripped in the default smart mode. An article mode narrows to the main content only, and full keeps the entire body. ### How much does crawling cost? $0.0003 per crawled page — $0.30 per thousand — with no subscription or monthly minimum. Mapping a site costs $0.0005 per call, and batch-scraping a known URL list costs $0.0002 per URL. Every account gets $1 of free usage per month, enough for about 3,300 crawled pages. ### Am I charged for pages that fail or never get fetched? No. A crawl job is charged up front on the requested volume, and when the job settles the failed and unfetched share is automatically refunded. If you request 500 pages and the site only yields 180, you pay for 180. Pay-per-success is the billing rule across all QuanticData Data APIs. ### How many pages and how deep can a crawl go? Up to 500 pages per job (default 50) and up to 10 link levels deep (default 3). The crawl is breadth-first, so shallow pages — usually the important ones — are fetched before deep archive pages. For larger sites, run map first and split the work into multiple crawls or a batch job over the URL list. ### Can I limit the crawl to part of a site? Yes. Pass include and exclude URL patterns — substrings or globs — to keep the crawler inside /docs and out of /tag pages, for example. Combined with the depth and page limits, filters are how you cap both the scope and the maximum spend of a job before it starts. ### Does the crawler handle JavaScript-heavy and protected pages? Each page goes through the same pipeline as the scraping API: a real-browser TLS fingerprint on the request tier, escalating to a headless browser when a page is bot-challenged, with residential exits underneath. You can also pin the proxy exit to a country so geo-sensitive sites are seen from the right market. ### How do asynchronous crawl jobs work? Starting a crawl returns a job id immediately. Poll the status endpoint to watch progress and collect pages as they arrive; the job reports per-page outcomes so you can see what succeeded, what failed and why. Nothing blocks your side while the crawl runs. ### Is crawling websites legal? Crawling publicly accessible pages is generally lawful in most jurisdictions, but sites' terms of service restrict automated access and the case law differs by country. Respect the data you collect, avoid personal data you have no basis to process, and get proper legal advice for your specific use case; this answer is not it. ### Can AI agents run crawls on their own? Yes. The QuanticData MCP server exposes crawl, crawl_status and map as native tools, so Claude, Cursor or any MCP-capable agent can map a site, decide what matters and crawl it autonomously. Results come back as Markdown the model can read directly. ### Is there a free web crawler API? There are free options and they are real: open-source crawlers like Crawl4AI and Crawlee run on your own machine for nothing, and several hosted APIs have a free tier with a monthly cap. What free rarely covers is the part that costs money — residential exits for sites that block datacenter IPs, browser rendering when the markup needs JavaScript, and retries. This API gives every account $1 of free usage each month with no card, which is roughly 3,300 crawled pages, and after that you pay per page actually fetched. If a local open-source crawler gets your pages, it is genuinely the cheaper answer. ### How do I crawl a website in Python? Start the job with a POST and poll it — no SDK required, because it is plain HTTP. Send the start URL with your limit and depth to the crawl endpoint using requests, keep the returned job id, then poll crawl_status until it reports done and read the pages array, where each entry carries its source URL and Markdown. The page's code tab has the full working snippet. The same two calls work from Node, Go or curl; nothing about the API is language-specific. ### What is the difference between a web crawler and an API? A crawler is the thing that walks a site; an API is how you ask for it. The confusion usually means one of two other questions. If a site publishes its own API, use that — it is faster, cleaner and sanctioned. If it does not, a crawler API is how you get the same data from the pages themselves: you call one endpoint, it discovers the URLs, fetches them through the proxy network and returns Markdown, and you never run or maintain the crawler yourself. ## Crawl your first site in minutes $1 free every month, no card. Map the site, crawl the slice that matters, pay only for pages that arrive. [Get my free API key](https://quanticdata.io/signup/) Also on the platform: [Web Scraping API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [SEO Audit API](https://quanticdata.io/seo-audit/) [Browser AI Agents](https://quanticdata.io/browser-ai/) [Web Data API for AI](https://quanticdata.io/web-data-api-for-ai/) [MCP Server](https://quanticdata.io/mcp-server/) [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) --- Source: https://quanticdata.io/crawl-map/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /datacenter-proxies/ ======================================================================== ## Datacenter Proxies from $0.50/GB > Fast datacenter proxies from $0.50/GB: 1 Gbps+ connections, 100+ countries with city and ISP targeting, rotating or static, HTTP/SOCKS5 — plus data APIs on top. [Home](https://quanticdata.io/)/*Datacenter Proxies* # Datacenter proxies from $0.50/GB Datacenter proxies are the fastest, cheapest way to move serious volume: cloud-hosted IPs at 1 Gbps+ with sub-50ms latency and unlimited concurrent sessions. Pay per GB from $0.50, target 100+ countries down to city and ISP level — and add our pay-per-success data APIs when you want results, not plumbing. [See plans](/datacenter-proxies/#plans) [Talk to us](mailto:hello@quanticdata.io) 10 GB trial tier · City & ISP targeting included · Unlimited concurrent sessions Datacenter network cloud server IPs · 1 Gbps+ · rotating & static **100+ countries**country, state, city & ISP targeting **1 Gbps+ speed**<50ms average latency, no throttling **Rotating & static**fresh IP per request, or one consistent exit **99.9% uptime SLA**service credits if we miss it Pricing ## Volume pricing, from $0.50/GB Five tiers from a 10 GB trial to a full terabyte. Every plan includes unlimited concurrent sessions and city, state and ISP-level targeting across 100+ countries. ### Need unlimited bandwidth or dedicated IPs? Unlimited-bandwidth options are available on select plans, and dedicated datacenter IPs start at $2.50/IP — talk to us and we'll size the right setup. [Talk to us](mailto:hello@quanticdata.io) ### Trial $8 - 10 GB bandwidth - $0.80 / GB ### Photon $70 - 100 GB bandwidth - $0.70 / GB ### Quark $130 - 250 GB bandwidth - $0.52 / GB Most popular ### Neutrino $250 - 500 GB bandwidth - $0.50 / GB ### Boson $500 - 1 TB bandwidth - $0.50 / GB Rotating & static sessionsHTTP · HTTPS · SOCKS5City, state & ISP targetingUnlimited concurrent sessions1 Gbps+ connectionsInstant activation ## What are datacenter proxies? **Datacenter proxies are IP addresses hosted on servers in cloud data centers, not assigned by a consumer ISP.** Nothing beats them on raw throughput or cost per gigabyte — the trade-off is that anti-bot systems can recognize datacenter ranges, so they shine on targets that don't fight back. With QuanticData you choose the behaviour per request: **rotating** gives every request a fresh exit for volume work; **static** holds one consistent IP for flows that expect a stable identity. Targeting goes down to city and ISP level across 100+ countries, and multiple /24 subnets keep you clear of range bans. Speed vs stealth datacenter → fastest & cheapest, for permissive targets residential → hardest to block, for protected ones ## What teams use them for ### Bulk web scraping Collect public data from permissive targets at line speed and the lowest cost per GB. ### SERP & SEO monitoring Track rankings and keywords at scale — or skip the plumbing and use our [SERP API](https://quanticdata.io/serp-api/) directly. ### Price & stock monitoring Poll product pages and availability feeds around the clock without breaking the budget. ### Load testing Stress your own applications from many IPs and see how they behave under real traffic. ### Public APIs & open data Pull open datasets, government portals and public endpoints at full throughput. ### AI training data Feed models with bulk web data at the lowest collection cost — pair with our [AI data tools](https://quanticdata.io/#quantic-ai) for structured output. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Don't want to manage proxies at all? The same infrastructure powers our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## One endpoint, any HTTP client ``` curl -x dc.quanticdata.io:7777 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` import requests proxy = "http://USER-country-us:PASS@dc.quanticdata.io:7777" r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()) ``` ``` const r = await fetch("https://ipinfo.io/json", { dispatcher: new ProxyAgent( "http://USER-country-us:PASS@dc.quanticdata.io:7777") }); console.log(await r.json()); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Your AI agent can drive the network No proxy configuration in your agent's code: our MCP server exposes search, scrape and crawl as tools, and every call routes through the right exits automatically. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical datacenter provider | | QuanticData | Typical provider | | --- | --- | --- | | Pricing | from $0.50/GB, volume tiers | subscription minimums | | Targeting | country, state, city & ISP included | country-only, or a paid add-on | | Speed | 1 Gbps+ per connection, no throttling | shared and throttled at peak | | Sessions | rotating per request or static | static lists only | | Data APIs on the same network | scraping, SERP, crawl — pay-per-success | none, proxies only | | AI agent access | MCP server: every API is a tool | none | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What are datacenter proxies? Datacenter proxies are IP addresses hosted on servers in cloud data centers rather than assigned by a consumer ISP. They are the fastest and cheapest proxy type, ideal for high-volume work on targets that don't run aggressive anti-bot protection. ### What is the difference between datacenter and residential proxies? Datacenter IPs come from cloud servers: faster, cheaper, but easier for anti-bot systems to flag. Residential IPs come from real homes: harder to detect, at a higher price per GB. Use datacenter for bulk work on permissive targets, residential for protected ones. ### When should I use datacenter proxies? When speed and cost per GB matter more than stealth: bulk scraping of permissive sites, SEO and price monitoring, load testing, and public APIs. If a target blocks datacenter ranges, switch that traffic to residential or mobile exits. ### How fast are datacenter proxies? QuanticData datacenter connections run at 1 Gbps+ with an average response time under 50 ms and no throttling. Concurrent sessions are unlimited, so throughput scales with the connections you open. ### How much do datacenter proxies cost? Bandwidth starts at $8 for a 10 GB plan and falls to $0.50/GB on the 500 GB and 1 TB tiers. Dedicated datacenter IPs are available from $2.50 per IP. ### Do you offer unlimited bandwidth? Unlimited-bandwidth options are available on select plans. The standard tiers are priced per GB, so small and bursty workloads don't pay for idle capacity — talk to us to size an unlimited setup. ### Which protocols are supported? HTTP, HTTPS and SOCKS5, with username:password authentication or an IP allowlist. Point any HTTP client, scraper or automation framework at one endpoint. ### Do datacenter proxies rotate? Yes — choose per-request rotation for scraping volume, or static sessions when a flow needs one consistent IP. Both behaviors are set per request, not per plan. ### Can I target specific locations? Yes. Targeting covers 100+ countries with country, state, city and ISP-level selection, included in every plan as a request parameter. ### Are datacenter proxies legal? Using datacenter proxies is legal in most jurisdictions. What matters is what you do through them: collect public data, respect the target site's terms, and don't access private systems. ### Is there a trial? The smallest datacenter plan is a 10 GB trial tier at $8, and the data APIs on the same network include $1 of free usage every month — enough to validate your targets before scaling. ### Can I skip proxy management and just get the data? Yes. The same infrastructure powers QuanticData's scraping, SERP and crawling APIs: you send a URL or a query and get clean Markdown or JSON back, billed only on success. ### How do sites detect and block datacenter proxies? Mostly by looking up who owns the IP. Every address belongs to a published block, and blocks registered to hosting companies are trivially separated from blocks registered to consumer ISPs — so a site can tell a server from a household before it looks at your request at all. On top of that sit the usual signals: request rate, TLS fingerprint, header order, and reputation the IP earned from whoever used it before you. This is why datacenter proxies are fast and cheap but fail on the strictest targets, and why residential or mobile IPs get through where these do not. ## Move volume at the lowest cost per GB Start with the 10 GB trial tier, scale to a terabyte at $0.50/GB. [See plans](/datacenter-proxies/#plans) Also on the network: [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Sneaker Proxies](https://quanticdata.io/sneaker-proxies/) [SOCKS5 Proxies](https://quanticdata.io/socks5-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Web Data for AI](https://quanticdata.io/web-data-api-for-ai/) --- Source: https://quanticdata.io/datacenter-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /docs/ ======================================================================== ## Documentation — API Quickstart > Authenticate, call your first endpoint, read the envelope. Quickstart for the QuanticData scrape, SERP, map, crawl, batch and SEO audit APIs + MCP setup. [Home](https://quanticdata.io/)/*Documentation* # Documentation Everything speaks one language: REST with a Bearer key and a single JSON envelope. This quickstart covers authentication, the endpoints, the envelope and the MCP setup — the per-product pages hold the full parameter reference for each API. [Get my free API key](https://quanticdata.io/signup/) [Jump to endpoints](/docs/#endpoints) $1 free every month · No card required · Pay per success quickstart ``` $ export QD_API_KEY=qd_live_your_key_here $ curl https://api.quanticdata.io/v1/scrape \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "url": "https://example.com" }' { "success": true, "data": { "markdown": "# Example Domain\n…" }, "usage": { "cost_usd": 0.0002 } } # one envelope, every endpoint: success · data · usage ``` ## Authentication Every request carries your key in the `Authorization` header: `Bearer $QD_API_KEY`. One key covers all Data APIs — scraping, SERP, map, crawl, batch and SEO audit share the same account, the same free allowance and the same rate limit budget. Keys start on the pay-as-you-go tier: **$1 of free usage every month** with no card, 60 requests per minute, list unit prices. Subscription tiers raise limits and discount unit prices — see [pricing](https://quanticdata.io/#pricing). One key, all APIs *Bearer auth* *$1 free / month* *60 req/min PAYG* *shared allowance* ## Endpoints Base URL: `https://api.quanticdata.io/v1` — all endpoints accept JSON bodies via POST; job status endpoints are GET. | Endpoint | What it does | Price · reference | | --- | --- | --- | | `POST /v1/scrape` | One page → Markdown, HTML or text; CSS or AI extraction | $0.0002 · Web Scraping API | | `POST /v1/serp` | Search results as SerpApi-compatible JSON, 3 engines, 17 verticals | from $0.0005 · SERP API | | `POST /v1/map` | Every URL of a site: sitemaps + homepage links, totals + sections | $0.0005 · Crawl & Map | | `POST /v1/crawl` | Async BFS crawl to Markdown; poll `GET /v1/crawl/:jobId` | $0.0003/page · Crawl & Map | | `POST /v1/batch` | Up to 1,000 known URLs; poll `GET /v1/batch/:jobId` | $0.0002/URL · Web Scraping API | | `POST /v1/seo-audit` | No-JS + rendered views of a URL, diffed, with bot-facing meta | $0.0012 · SEO Audit API | ## The response envelope Every endpoint answers with the same shape: `success`, `data` (the payload documented per product), and `usage` with the call's cost in USD. Failures return `success: false` with a machine-readable error code — and per the **pay-per-success** rule, a failed call costs nothing. Calls that fight through blocks include a per-attempt retry log, so "why was this slow" has an answer in the response itself. Async jobs — crawl and batch — are charged up front on requested volume and **auto-refund the unfetched share** when the job settles. envelope ``` { "success": true, "data": { … }, "usage": { "cost_usd": 0.0005 }, "retries": [ { "attempt": 1, "outcome": "ok" } ] } # success:false → error code, $0.00 charged ``` For AI agents ## MCP setup The same platform as native agent tools — full guide on the [MCP server page](https://quanticdata.io/mcp-server/). ``` claude mcp add quantumproxies \ -e QUANTUMPROXIES_API_KEY=qp_live_your_key_here \ -- npx -y quantumproxies-mcp # eight tools appear: search, scrape, map, crawl, # crawl_status, batch, batch_status, seo_audit ``` ``` // claude_desktop_config.json { "mcpServers": { "quantumproxies": { "command": "npx", "args": ["-y", "quantumproxies-mcp"], "env": { "QUANTUMPROXIES_API_KEY": "qp_live_your_key_here" } } } } ``` ``` // .cursor/mcp.json { "mcpServers": { "quantumproxies": { "command": "npx", "args": ["-y", "quantumproxies-mcp"], "env": { "QUANTUMPROXIES_API_KEY": "qp_live_your_key_here" } } } } ``` ## Full reference, per product ### [Web Scraping API](https://quanticdata.io/web-scraping-api/) Formats, content modes, engines, CSS and AI extraction, batch options — with live request and response examples. ### [SERP API](https://quanticdata.io/serp-api/) Engines, all 17 verticals, geo targeting with location and uule, pagination and the SerpApi-compatible response schema. ### [Crawl & Map](https://quanticdata.io/crawl-map/) Job lifecycle, depth and limit controls, include/exclude filters, map's totals, sections and path tree. ### [SEO Audit](https://quanticdata.io/seo-audit/) Both views, the diff fields, bot-facing meta and the cheaper no-render mode — plus site-wide audit recipes. ### [MCP Server](https://quanticdata.io/mcp-server/) All eight tools with parameters, client-by-client install and how MCP billing maps to API billing. ### [Proxy networks](https://quanticdata.io/residential-proxies/) Residential, mobile, datacenter, ISP and IPv6 endpoints, sticky vs rotating sessions and credential setup. ## First call in five minutes $1 free every month, no card. One envelope, six endpoints, and an MCP server your agent already knows how to use. [Get my free API key](https://quanticdata.io/signup/) Also on the platform: [Web Scraping API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Crawl & Map API](https://quanticdata.io/crawl-map/) [SEO Audit API](https://quanticdata.io/seo-audit/) [Browser AI Agents](https://quanticdata.io/browser-ai/) [Web Data API for AI](https://quanticdata.io/web-data-api-for-ai/) [MCP Server](https://quanticdata.io/mcp-server/) [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) --- Source: https://quanticdata.io/docs/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /ipv6-proxies/ ======================================================================== ## IPv6 Proxies from $0.20/GB, Massive Scale > IPv6 proxies from $0.20/GB down to $0.083/GB at 3 TB. Massive bandwidth for IPv6-ready targets, rotating or static, HTTP/SOCKS5, honest IPv4 vs IPv6 guidance. [Home](https://quanticdata.io/)/*IPv6 Proxies* # IPv6 proxies from $0.20/GB IPv6 proxies route traffic through the practically unlimited IPv6 address space — the cheapest bandwidth on our network, built for massive-scale collection from IPv6-ready targets. Per-GB rates start at $0.20 and drop below $0.09 at 3 TB, with rotating or static sessions over HTTP, HTTPS and SOCKS5. [Start free trial](https://quanticdata.io/signup/) [View pricing](/ipv6-proxies/#plans) Free trial · Lowest cost per GB on the network · Rotating & static sessions IPv6 network trillions of addresses · lowest price per GB **Trillions of IPs**massive /48 & /64 subnet diversity **Up to 90% cheaper**than comparable IPv4 proxy bandwidth **Rotating & static**fresh IP per request, or one consistent exit **99.9% uptime SLA**service credits if we miss it Pricing ## The cheapest gigabytes on the network From $0.20/GB at entry down to $0.083/GB at 3 TB. If your targets speak IPv6, nothing else comes close on cost per gigabyte. ### First: check that your targets support IPv6 Not every website is reachable over IPv6. If your target list is IPv4-only, [datacenter](https://quanticdata.io/datacenter-proxies/) or [residential proxies](https://quanticdata.io/residential-proxies/) are the right tool — IPv6 pricing only pays off on IPv6-enabled targets. [Start free trial](https://quanticdata.io/signup/) ### Photon $20 - 100 GB bandwidth - $0.20 / GB ### Quark $40 - 250 GB bandwidth - $0.16 / GB ### Neutrino $70 - 500 GB bandwidth - $0.14 / GB Most popular ### Boson $110 - 1 TB bandwidth - $0.11 / GB ### Core $250 - 3 TB bandwidth - $0.083 / GB Rotating & static sessionsHTTP · HTTPS · SOCKS5/48 & /64 subnet diversityUnlimited concurrent sessionsCountry targetingInstant delivery ## What are IPv6 proxies? **IPv6 proxies are proxy servers that route your traffic through IPv6 addresses — the newer internet protocol with a practically inexhaustible address space.** Because addresses are abundant instead of scarce, IPv6 bandwidth costs a fraction of IPv4, and huge /48 and /64 subnets supply fresh, clean IPs at any scale. With QuanticData you choose the behaviour per request: **rotating** gives every request a fresh IPv6 exit; **static** holds one consistent identity for session-bound flows. One caveat we state up front: **only IPv6-enabled targets are reachable** — test your list before you commit. Abundance = cheap IPv4 → ~4.3 billion addresses, exhausted & expensive IPv6 → trillions available, bandwidth from $0.083/GB ## IPv4 vs IPv6 proxies | | IPv6 proxies | IPv4 proxies | | --- | --- | --- | | Address space | practically unlimited (2128 addresses) | ~4.3 billion, fully exhausted | | Cost per GB | lowest — from $0.083/GB at volume | higher, scarcity priced in | | Target compatibility | IPv6-enabled sites only | every website | | IP freshness | huge clean ranges, rarely blacklisted | crowded ranges, heavy blacklist history | | Best for | massive-scale work on modern platforms | maximum compatibility on any target | The practical answer: use both. Route IPv6-ready targets through IPv6 for the lowest cost per GB, and keep [datacenter](https://quanticdata.io/datacenter-proxies/) or [residential](https://quanticdata.io/residential-proxies/) exits for everything else. ## What teams use them for ### Massive-scale crawling Crawl millions of pages on IPv6-ready sites at the lowest bandwidth cost — or let our [Crawl API](https://quanticdata.io/web-scraping-api/) do it for you. ### Escaping IPv4 rate limits Targets that throttle per IPv4 address often treat the vast IPv6 space far more loosely. ### Media-heavy collection Images, video metadata and large files burn gigabytes fast — burn them at the cheapest rate on the network. ### Monitoring at scale Poll thousands of endpoints continuously without bandwidth anxiety. ### AI training data Bulk corpus collection from major IPv6-enabled platforms, priced for terabytes — pair with our [AI data tools](https://quanticdata.io/#quantic-ai). ### Future-proofing The internet is migrating to IPv6; infrastructure built on it today scales with it tomorrow. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Don't want to manage proxies at all? The same infrastructure powers our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## One endpoint, any HTTP client ``` curl -x v6.quanticdata.io:7777 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` import requests proxy = "http://USER-country-us:PASS@v6.quanticdata.io:7777" r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()) ``` ``` const r = await fetch("https://ipinfo.io/json", { dispatcher: new ProxyAgent( "http://USER-country-us:PASS@v6.quanticdata.io:7777") }); console.log(await r.json()); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Your AI agent can drive the network No proxy configuration in your agent's code: our MCP server exposes search, scrape and crawl as tools, and every call routes through the right exits automatically. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical IPv6 provider | | QuanticData | Typical provider | | --- | --- | --- | | Pricing | pay per GB — $0.20 down to $0.083 | subnet rental with monthly fees | | Compatibility guidance | honest — we tell you when IPv6 won't fit | sold as a drop-in replacement | | Sessions | rotating or static, per request | static subnet lists | | Protocols | HTTP, HTTPS & SOCKS5 | varies, often HTTP only | | Data APIs on the same network | scraping, SERP, crawl — pay-per-success | none, proxies only | | AI agent access | MCP server: every API is a tool | none | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What are IPv6 proxies? IPv6 proxies are proxy servers that route your traffic through IPv6 addresses — the newer internet protocol with a practically inexhaustible address space. That abundance makes IPv6 bandwidth dramatically cheaper than IPv4, ideal for massive-scale collection on IPv6-ready targets. ### What is the difference between IPv4 and IPv6 proxies? IPv4 addresses are scarce and expensive; IPv6 addresses are practically unlimited, so IPv6 bandwidth costs up to 90% less. The trade-off is compatibility: every website supports IPv4, while only IPv6-enabled targets are reachable through IPv6 proxies. ### Which websites support IPv6? Most major platforms — Google, YouTube, Facebook, Instagram, Netflix, Wikipedia — are fully reachable over IPv6, and adoption keeps growing. Many smaller and legacy sites still aren't. Always test your specific target list before committing to a plan. ### When should I NOT use IPv6 proxies? Skip IPv6 when your targets don't resolve over IPv6, when you need fine-grained geo-targeting, or when a site's anti-bot system blocks entire IPv6 subnets. For those jobs, datacenter or residential proxies are the better tool. ### How much do IPv6 proxies cost? Plans start at $20 for 100 GB ($0.20/GB) and scale to 3 TB for $250 — about $0.083/GB, the lowest rate on the network. You pay for bandwidth only. ### Why are IPv6 proxies so cheap? Supply. IPv4 addresses are exhausted and trade at a premium, while the IPv6 space holds trillions of addresses. Providers can allocate huge, clean ranges at minimal cost and pass the difference on as cheaper bandwidth. ### Do IPv6 proxies rotate? Yes — choose rotating sessions for a fresh IPv6 address on every request, or static sessions when a workflow needs one consistent identity. Massive /48 and /64 subnets keep rotation diverse. ### Which protocols are supported? HTTP, HTTPS and SOCKS5, with username:password authentication or an IP allowlist — the same integration surface as every other QuanticData proxy line. ### Can I combine IPv6 with IPv4 proxies? Yes, and it's the recommended setup: route IPv6-ready targets through IPv6 for the lowest cost per GB, and send everything else through datacenter or residential exits. One dashboard covers all lines. ### Is there a free trial? Yes — you can test IPv6 exits on your real target list before buying, and the data APIs on the same network include $1 of free usage every month. ### Are IPv6 proxies legal? Using IPv6 proxies is legal in most jurisdictions. What matters is what you do through them: collect public data, respect the target site's terms, and don't access private systems. ### Can I skip proxy management and just get the data? Yes. The same infrastructure powers QuanticData's scraping, SERP and crawling APIs: you send a URL or a query and get clean Markdown or JSON back, billed only on success. ### Do IPv6 proxies have unlimited bandwidth? No — these are billed per gigabyte, from $0.20, which is the cheapest per-GB rate on the network. "Unlimited" plans elsewhere are usually unlimited in the same way a buffet is: there is a fair-use policy, a speed cap, or a concurrency limit doing the real work further down the page. Per-GB pricing this low tends to beat an unlimited plan you never fully use, and your gigabytes do not expire, so nothing is wasted in a quiet month. ### Are IPv6 proxies residential or datacenter? Ours are datacenter-issued IPv6 addresses, which is what makes the price possible: providers get IPv6 blocks in enormous quantities, so the cost per address collapses. Residential IPv6 exists but is rare, because most home connections still hand out IPv4 to the customer. If your target inspects who owns the IP block and rejects hosting ranges, IPv6 will not fix that — residential or ISP proxies are the answer there, and this page would rather tell you that than sell you the wrong product. ## Terabytes without the terabyte bill Free trial on IPv6 exits — then scale to 3 TB at $0.083/GB. [Start free trial](https://quanticdata.io/signup/) Also on the network: [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Web Data for AI](https://quanticdata.io/web-data-api-for-ai/) --- Source: https://quanticdata.io/ipv6-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /isp-proxies/ ======================================================================== ## ISP Proxies from $3.80/IP > ISP proxies from $3.80/IP — dedicated static IPs from real ISPs, hosted in datacenters for residential trust at datacenter speed, in 25 countries. [Home](https://quanticdata.io/)/*ISP Proxies* # ISP proxies from $3.80/IP ISP proxies are static IP addresses registered to real Internet Service Providers but hosted in datacenters — so they carry residential legitimacy at datacenter speed. Get dedicated, non-rotating IPs across 25 countries at 1 Gbps+, from $3.80/IP a month, with our pay-per-success data APIs on the same network. [See pricing](/isp-proxies/#plans) [Talk to us](mailto:hello@quanticdata.io) Dedicated static IPs · 25 countries · Instant provisioning Static ISP network real ISP IPs · datacenter-hosted · static & dedicated **25 countries**real-ISP static IPs, country-targeted **1 Gbps+ speed**datacenter-grade, unlimited concurrency **Dedicated & static**one IP, exclusively yours, no rotation **99.9% uptime SLA**service credits if we miss it Pricing ## Per-IP pricing, from $3.80/IP Dedicated static ISP IPs, billed per IP per month. Volume brings the per-IP rate down, and 3-month plans save up to 12%. Every IP includes unlimited bandwidth and unlimited concurrent sessions. ### Need 100+ IPs or a specific ISP or city? Larger blocks get a lower per-IP rate, and we can source dedicated IPs on a particular ISP or in a particular city — talk to us and we'll size the right allocation. [Talk to us](mailto:hello@quanticdata.io) ### Starter $3.80/IP - 1–10 dedicated IPs - Unlimited bandwidth - Static, no rotation Best value ### Scale $3.00/IP - 51–100 dedicated IPs - Lowest per-IP rate - Up to 12% off on 3-month plans ### Custom Talk to us - 100+ IPs - Specific ISP or city - Volume & duration discounts Dedicated static IPsHTTP · HTTPS · SOCKS5Unlimited bandwidth per IPUnlimited concurrent sessions1 Gbps+ connectionsInstant provisioning ## What are ISP proxies? **ISP proxies are IP addresses registered to a real Internet Service Provider but hosted on datacenter infrastructure.** To the sites you visit the IP looks like an ordinary home connection, so it carries residential legitimacy — yet it runs at datacenter speed and stays online like a server. They are also called **static residential proxies**, because the IP is fixed rather than rotating. Each IP is **dedicated** — exclusively yours — and **static**, so an account, checkout flow or antidetect profile keeps one consistent identity for as long as it needs. That is the trade-off against rotating residential: you gain speed and a stable IP, in exchange for a smaller pool per location. Residential trust × datacenter speed ISP → real-ISP IP, static, fast — for stable identity residential → real devices, rotating — for maximum stealth ## What teams use them for ### Sneaker & ticket bots A static IP holds one consistent identity through a checkout, and datacenter speed matters when a drop sells out in seconds. ### Social media management Keep one stable IP per account so platforms see a consistent, legitimate connection instead of a rotating exit. ### Multi-accounting & antidetect Pair a dedicated ISP IP with each antidetect browser profile to run many accounts without cross-contamination. ### Ad verification Check how ads and landing pages render from a real ISP IP in a specific country, at speed. ### E-commerce & retail Run high-volume, time-sensitive transactions on fast, legitimate IPs that don't get flagged as datacenter traffic. ### Market & price research Collect geo-accurate pricing and catalogue data — or skip the plumbing and use our [price monitoring](https://quanticdata.io/competitor-price-monitoring/) and [SERP API](https://quanticdata.io/serp-api/) directly. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Don't want to manage proxies at all? The same infrastructure powers our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## One endpoint, any HTTP client ``` curl -x isp.quanticdata.io:8000 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` import requests proxy = "http://USER-country-us:PASS@isp.quanticdata.io:8000" r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()) ``` ``` const r = await fetch("https://ipinfo.io/json", { dispatcher: new ProxyAgent( "http://USER-country-us:PASS@isp.quanticdata.io:8000") }); console.log(await r.json()); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Your AI agent can drive the network No proxy configuration in your agent's code: our MCP server exposes search, scrape and crawl as tools, and every call routes through the right exits automatically. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical ISP proxy provider | | QuanticData | Typical provider | | --- | --- | --- | | Pricing | from $3.80/IP, volume & 3-month discounts | per-IP with high minimums | | IP type | dedicated static IPs from real ISPs | often shared or mixed pools | | Speed | 1 Gbps+, unlimited concurrent sessions | shared and throttled at peak | | Bandwidth | unlimited per IP | metered or capped | | Data APIs on the same network | scraping, SERP, crawl — pay-per-success | none, proxies only | | AI agent access | MCP server: every API is a tool | none | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is an ISP proxy? An ISP proxy is an IP address registered to a real Internet Service Provider but hosted on datacenter infrastructure. That combination gives you residential legitimacy — the IP looks like a home connection to the sites you visit — at datacenter speed and stability. Each IP is dedicated and static, so it does not rotate. ### Are ISP proxies the same as static residential proxies? Yes — "ISP proxy" and "static residential proxy" describe the same thing: a fixed IP sourced from an ISP and hosted in a datacenter. The IP stays the same over time, which is what makes it "static", and it carries an ISP's residential reputation rather than a datacenter one. ### ISP proxies vs residential — which should I use? ISP proxies are faster and hold one consistent identity, which suits sneaker and ticket checkouts, social media and multi-account management. Rotating residential proxies draw from real devices and are harder for aggressive anti-bot systems to flag, so they win on heavy stealth scraping. Use ISP for speed and stable identity, residential for maximum anonymity at scale. ### What is the difference between ISP and datacenter proxies? Both are hosted in datacenters, but an ISP proxy's IP is registered to a consumer ISP, so sites treat it as a residential connection. A plain datacenter IP is registered to a hosting provider and is easier for anti-bot systems to recognise. ISP proxies cost more than datacenter but are far less likely to be flagged. ### Do ISP proxies rotate, and how long do they last? ISP proxies are static and dedicated: the IP is exclusively yours and does not rotate, so it lasts for the life of your plan. That stable identity is the point — it lets an account or checkout flow keep the same IP for as long as it needs. ### How fast are ISP proxies? Because they are hosted on datacenter infrastructure, ISP proxies run at 1 Gbps+ with datacenter-grade latency and unlimited concurrent sessions per IP — much faster than residential proxies that route through real consumer devices. ### Do ISP proxies have unlimited bandwidth? Yes. ISP proxies are billed per IP per month rather than per gigabyte, so the traffic through them is not metered and concurrent sessions are not capped. That is the usual reason teams pick them over [residential](https://quanticdata.io/residential-proxies/) for heavy or long-running work — a scraper pulling large pages, a session that stays logged in all day, or anything streaming costs the same as an idle IP. Residential is metered per GB instead, which works out cheaper when volume is low or unpredictable. ### How much do ISP proxies cost? ISP proxies are billed per IP per month, from $3.80/IP on 1–10 IPs down to $3.00/IP on 51–100 IPs. Three-month plans save up to 12%. Every IP includes unlimited bandwidth and unlimited concurrent sessions. ### Which countries are available? Dedicated ISP IPs are available in 25 countries, including the UK, US, Germany, France, Spain, Italy, Canada, Australia, Japan, South Korea, Singapore and more. You pick the target country when you provision an IP. ### Which protocols and authentication are supported? HTTP, HTTPS and SOCKS5, with username:password authentication or an IP allowlist. Point any browser, scraper, sneaker bot or antidetect profile at the endpoint. ### Can I use ISP proxies for sneaker bots, ticketing and social media? Yes — those are the core use cases. A static IP keeps one consistent identity through a checkout or across an account, and datacenter speed matters for time-sensitive drops. ISP proxies also pair well with antidetect browsers for managing multiple accounts. ### Are ISP proxies legal? Using ISP proxies is legal when used ethically and within each platform's terms of service. Keep to legitimate purposes — social media management, ad verification, market research, e-commerce operations — and respect the sites you connect to. ### Can I skip proxy management and just get the data? Yes. The same network powers QuanticData's scraping, SERP and crawling APIs: send a URL or a query and get clean Markdown or JSON back, billed only when the result is usable. ### Are there free ISP proxies? No, and it is worth understanding why. An ISP proxy is a static IP leased from a real internet provider and held for you alone — that lease costs money every month whether you use it or not, so nobody hands one out for free. What circulates on free lists is either datacenter IPs mislabelled as ISP, or someone else's IP shared with hundreds of people, which defeats the entire point of a dedicated static address. You can test these on the $1 of free usage every account gets each month, no card required. ## Static IPs with residential trust Dedicated ISP proxies from $3.80/IP, in 25 countries, at datacenter speed. [See pricing](/isp-proxies/#plans) Also on the network: [Residential Proxies](https://quanticdata.io/residential-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) --- Source: https://quanticdata.io/isp-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /login/ ======================================================================== ## Log In to Your Account > Log in to QuanticData to manage your proxies and Data APIs — balance, usage, API keys and request logs. One account for every network and every endpoint. [Quantic Data](https://quanticdata.io/) # Log in to QuanticData Manage proxies, Data APIs, keys and billing. New here? [Create an account](https://quanticdata.io/signup/) — $1 free every month. The dashboard is opening in waves while the platform is in preview. Write to [hello@quanticdata.io](mailto:hello@quanticdata.io?subject=Account%20access) and we'll get you in. One account, every API Per-call cost in every log ## What's inside your dashboard One login covers both sides of QuanticData. Check your balance and the free monthly allowance, top up, and read the ledger where every movement is a line — including automatic refunds from crawl and batch jobs. Manage each active proxy plan with its remaining bandwidth and generate credentials per country and session type. Follow every API request in the logs with its real cost and retry history, and manage the keys your code — or your [MCP-connected agent](https://quanticdata.io/mcp-server/) — uses to call the [SERP](https://quanticdata.io/serp-api/), [scraping](https://quanticdata.io/web-scraping-api/) and [crawling](https://quanticdata.io/crawl-map/) APIs. ## Account questions ### I forgot my password — how do I reset it? Use the "Forgot password?" link next to the password field: we email you a reset link valid for one hour. If you no longer control the email on the account, write to hello@quanticdata.io from another address and we will verify ownership manually. ### Where do I find my API key after logging in? In the dashboard under API Keys. The key is shown masked with one-click copy; you can create separate keys for production and staging, see when each was last used, and rotate a key without touching the others. One key works across every Data API and proxy network. ### What can I manage from the dashboard? Your balance and top-ups, every active proxy plan with remaining bandwidth and credentials, request logs with per-call cost and retry details, API keys, and the billing ledger — including the automatic refunds from crawl and batch jobs that could not fetch every page. Welcome back Your networks, your keys, your data — one place. **Balance** & ledger **Live** usage logs **Keys** rotate 1-click **Refunds** automatic one key · every endpoint ``` $ curl https://api.quanticdata.io/v1/scrape \ -H "Authorization: Bearer qd_live_••••7f2a" \ -d '{ "url": "https://example.com" }' { "success": true, "usage": { "cost_usd": 0.0002 } } # failed calls are never billed ``` --- Source: https://quanticdata.io/login/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /market-research-data/ ======================================================================== ## Market Research Data, Built on Demand by AI > A market research data provider that starts from a prompt: Quantic AI collects pricing, catalog and review data from the live web into one dataset. $1 free. [Home](https://quanticdata.io/)/[AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/)/*Market Research Data* # Market research data — collected on demand, not resold A market research data provider sells you what it already collected. Quantic AI collects what you actually asked: it searches a market across three engines, maps the players' sites and scrapes pricing, catalogs and reviews into one dataset — sized to your question and billed per successful page. [Get my free API key](https://quanticdata.io/signup/) [Meet Quantic AI](https://quanticdata.io/ai-web-scraping-service/) $1 free every month · No card required · Every row carries its source URL market scan · example run ``` # "meal-kit brands in the UK — plans, weekly price, reviews" search("meal kit delivery uk", 3 engines) → 12 brands after dedupe · $0.0015 map(brand sites) · find /pricing, /menu → 12 sites mapped · $0.006 scrape(pricing pages, extract: plan, price) → 34 rows · source URL + timestamp each ``` brandplan£ / week brand-a.co.uk2 meals × 2£34 brand-b.co.uk3 meals × 2£41 brand-c.co.uk4 meals × 4£62 **Minutes, not weeks**the desk-research layer, automated **Source per row**URL + timestamp on every data point **Any market**search-driven discovery, per-country exits **Pay per success**failed pages are never billed How it works ## A market question in, a table out ### 1 · Frame the market "Boutique gyms in Milan with membership prices", "meal-kit brands in the UK", "no-code database tools and their entry plans". Quantic AI turns the framing into real queries across Google, Bing and DuckDuckGo via the [SERP API](https://quanticdata.io/serp-api/). ### 2 · Identify the players Organic results from three engines are merged and deduplicated into a defensible competitor set — including News and Maps verticals where the market is local or fast-moving. ### 3 · Read every player Each site is mapped — pricing, product and about pages surface in one call — and the relevant pages are scraped with your schema through the [scraping API](https://quanticdata.io/web-scraping-api/): plans, prices, features, review scores. ### 4 · Analyze, cite, repeat The dataset lands as CSV or JSON with source URL and timestamp per row — citable in a deck without a screenshot folder. Rerun monthly and the snapshot becomes a trend line. ## Market research data collection, method included Analysts get asked two questions about any number: *where is it from* and *when*. Here both answers ship inside the dataset — **every row carries the page it came from and the moment it was read**, and page metadata keeps the source's own publish date where it declares one. That's a collection method you can put in an appendix: queries used, sources found, pages read, fields extracted. No black-box "proprietary panel" — a pipeline someone else can rerun and get the same market. Appendix-ready queries → sources → pages → fields: the whole method is reproducible ## Web scraping for market research — minus the scraping Every guide on web scraping for market research ends the same way: pick a framework, maintain selectors, rotate proxies, handle blocks. That's a data-engineering project bolted onto a research question. The [AI web scraping service](https://quanticdata.io/ai-web-scraping-service/) swallows that whole layer — discovery, collection and structure are the product, not your sprint. If your team does want the controls, the same pipeline is callable as REST APIs and [MCP tools](https://quanticdata.io/web-data-api-for-ai/) — start no-code, drop to code when the study becomes a product. No sprint required *no selectors* *no proxies to rent* *no retry logic* *no maintenance* ## On-demand collection vs a typical data provider | | Quantic AI dataset | Typical research provider | | --- | --- | --- | | Scope | your market question, exactly | their report catalog | | Freshness | collected when you ask | collected for the last edition | | Format | raw rows, CSV/JSON | PDF narrative, charts | | Provenance | source URL per row | methodology page, aggregated | | Price | cents per run, pay per success | per-report or annual license | ### What does a market scan cost? With Quantic AI (planned): a 300-row market dataset — brands, plans, prices — is 300 × $0.03 ≈ **$9 plus metered pipeline**; premium fields bill only when found. On the raw APIs the same scan meters at about $0.10 — if the pipeline is your code. [Get my free API key](https://quanticdata.io/signup/) ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is market research data? It's the factual layer under market decisions: who the players are, what they sell, at what prices, how customers review them, and how all of that moves over time. It can be bought as pre-packaged reports or collected fresh from the public web — which is what this pipeline does. ### What is a market research data provider? A company that collects, organizes and sells market information — from survey panels to web-collected pricing and catalog data. Traditional providers sell what they already gathered; Quantic AI inverts that and gathers what you ask for, when you ask, from live public pages. ### What methods does this replace? The desk-research part: assembling competitor lists, visiting each site, copying prices, features and reviews into a sheet. Surveys, interviews and panels remain human work — but the observable web layer of a market study becomes a prompt instead of a week. ### Is web scraping legal for market research? Collecting public web data for analysis is generally lawful in most jurisdictions, and aggregated market statistics are a well-established use. Copyright, site terms and privacy law still apply to specific sources and personal data — get advice for your market and use case. ### How fresh is the data? Collected at request time — every row carries its source URL and collection timestamp, and page metadata includes publish dates where sources declare them. Rerun the same prompt next month and you have a time series instead of a snapshot. ### What does a market dataset cost? With Quantic AI, planned pricing: $0.03 per delivered row — a 300-row market dataset lands around $9 plus metered pipeline usage, with premium fields billed only when found. Prefer code? The raw APIs meter the same scan at roughly $0.10 in unit prices. ## Size the market before lunch Start with $1 free every month — or join the Quantic AI waitlist for the full prompt-to-dataset service. [Get my free API key](https://quanticdata.io/signup/) Keep exploring: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Price Monitoring](https://quanticdata.io/competitor-price-monitoring/) [Company Data](https://quanticdata.io/scrape-company-data/) [SERP API](https://quanticdata.io/serp-api/) [Web Data for AI](https://quanticdata.io/web-data-api-for-ai/) --- Source: https://quanticdata.io/market-research-data/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /mcp-server/ ======================================================================== ## Web Scraping MCP Server for AI Agents > One web scraping MCP server exposing search, scrape, crawl, map, batch and SEO tools to Claude, Cursor and any AI agent. Pay per success, $1 free monthly. [Home](https://quanticdata.io/)/*MCP Server* # The web scraping MCP server for AI agents A web scraping MCP server exposes web-data tools to an AI agent over the Model Context Protocol, so the model fetches live pages itself. QuanticData is one MCP server for all of them: search, scrape, crawl, map, batch and seo_audit, routed through residential proxies and billed only on success. [Get my free API key](https://quanticdata.io/signup/) [Install in one command](/mcp-server/#install) $1 free every month · No card required · Pay per success mcp · agent session ``` # the agent picks each tool on its own tool call · search { "query": "best vector db 2026", "engine": "google" } → organic[10] · related_questions[4] · ai_overview tool call · scrape { "url": "https://acme.dev/pricing", "format": "markdown" } → "# Acme — from $49/mo · usage $0.0002" tool call · crawl { "url": "https://docs.acme.dev", "depth": 2 } → job started · 48 pages · poll crawl_status ``` 8 tools, one server *search* *scrape* *map* *crawl* *crawl_status* *batch* *batch_status* *seo_audit* **8 MCP tools**search · scrape · map · crawl · batch · seo_audit **Every AI client**Claude · Cursor · Windsurf · VS Code · Cline **Proxies underneath**every call exits a residential IP **Pay per success**blocks, timeouts & retries are free On this page [What is an MCP server?](/mcp-server/#what-is-mcp-server) [MCP tools](/mcp-server/#tools) [AI clients](/mcp-server/#clients) [Install](/mcp-server/#install) [Pricing](/mcp-server/#plans) [Comparison](/mcp-server/#compare) [FAQ](/mcp-server/#faq) ## What is an MCP server? **An MCP server is a program that exposes tools and data to an AI client over the Model Context Protocol — an open standard for connecting models to the outside world.** The server declares each tool with a typed schema; the model reads those schemas and decides when to call one. Connect a server once and the agent gains its capabilities, with no per-framework glue code. A **web scraping MCP server** puts the open web behind those tools. Instead of guessing about a page it has never seen, the agent calls a tool, gets clean content back, and reasons over it in the same turn. QuanticData's server does that for search, single pages and whole sites — over a residential proxy network, so bot walls stay the server's problem, not the model's. prompt → tool call → clean content → answer typed schemas the model reads · one API key · residential exits on every call · usage cost in every response AI Overview ## What is a web scraping MCP server? **A web scraping MCP server is a Model Context Protocol server that hands an AI agent tools to fetch, search and read live web pages autonomously.** QuanticData exposes eight of them from one server, so a model can run a search, scrape a page, or crawl a whole site mid-conversation — and get back token-efficient Markdown or structured JSON. - **One server, every tool:** search, scrape, map, crawl, batch and seo_audit — not just single-page fetching. - **Proxies built in:** every call routes through residential, mobile, datacenter or IPv6 exits with anti-bot handling. - **LLM-shaped output:** clean Markdown, SerpApi-compatible SERP JSON, and a usage block on every response. - **Pay per success:** failed calls and internal retries are never billed; $1 of free usage every month, no card. Jump to [The tools](/mcp-server/#tools)[Install](/mcp-server/#install)[Pricing](/mcp-server/#plans) ## Every web-data tool, one MCP server Competitors expose scraping alone. QuanticData gives your agent the whole surface — search, scrape, crawl, map, batch and audit — behind eight tools with the real names and parameters from the package. Every one runs over the proxy network beneath it. ### `search` Google, Bing and DuckDuckGo across 17 verticals — web, images, news, shopping, maps, scholar, jobs, flights, hotels, lens and more. SerpApi-compatible JSON. Key params: `query`, `engine`, `search_type`, `country`, `num`. ### `scrape` One page to clean Markdown, HTML or text with a real Chrome TLS fingerprint. Run CSS or plain-language extraction inline. Key params: `url`, `format`, `content_mode` (smart/article/full), `engine`, `extract`, `ai_prompt`. ### `map` Discover a site's URLs fast from robots sitemaps and homepage links — no full crawl. Up to 5,000 URLs plus a site-wide total. Key params: `url`, `limit`, `search` (substring filter), `group_by`. ### `crawl` Start an async breadth-first crawl from a seed URL, each page converted to Markdown. Depth up to 10, include/exclude globs. Key params: `url`, `limit`, `depth`, `content_mode`, `include`, `exclude`. Returns a job id. ### `crawl_status` Poll a crawl job for progress and the pages gathered so far, so long crawls never blow the context window. Key param: `jobId`. Unused pages on a finished job are refunded automatically. ### `batch` Scrape up to 1,000 URLs asynchronously with shared options. Set `mode: "summary"` for metadata-only audits. Key params: `urls`, `format`, `content_mode`, `engine`, `country`. Returns a job id. ### `batch_status` Poll a batch job incrementally — pass the previous `nextCursor` as `since` to receive only new items. Key params: `jobId`, `since`, `include_content`. Content is omitted by default to stay light. ### `seo_audit` Fetch a URL twice — as a no-JS bot and fully rendered — and return both views plus the diff and bot-facing meta (robots, Open Graph, JSON-LD). Key params: `url`, `country`, `no_render`. ### MCP for proxies, too — every call exits a residential IP Each tool call routes through QuanticData's own residential, mobile, datacenter and IPv6 networks, with browser escalation when a target fights back. Add `country` to any call to pin the exit. Want raw transport instead of finished data? The same networks are sold as [plain proxies](https://quanticdata.io/residential-proxies/) under one account. [See the proxy networks](https://quanticdata.io/#l-connection) ## Works in every AI client and framework Any MCP-capable client connects natively — **Claude Desktop, Claude Code, Cursor, Windsurf, VS Code and Cline** pick up all eight tools the moment you add the config. Point ChatGPT's connectors at the same server, or wrap the tools in an agent framework: LangChain, LlamaIndex, CrewAI and the OpenAI Agents SDK take a few lines each. Prefer no code? **n8n and Zapier** call the same REST endpoints from an HTTP node — one JSON envelope throughout, so what you prototype in Claude behaves identically in production. Need just one capability? The [SERP API](https://quanticdata.io/serp-api/) and the [web scraping API](https://quanticdata.io/web-scraping-api/) stand alone, and the [web data API for AI](https://quanticdata.io/web-data-api-for-ai/) covers the full agent surface. AI clients *Claude Desktop* *Claude Code* *Cursor* *Windsurf* *VS Code* *Cline* *ChatGPT* Agent frameworks *LangChain* *LlamaIndex* *CrewAI* *OpenAI Agents SDK* *n8n* *Zapier* Setup ## Add the MCP server in one command The server is a small local package launched with `npx` — it talks to the hosted API with your key, so there are no internal secrets and nothing to deploy. Set `QUANTUMPROXIES_API_KEY` and restart the client. ``` claude mcp add quantumproxies \ -e QUANTUMPROXIES_API_KEY=qp_live_your_key_here \ -- npx -y quantumproxies-mcp # eight tools appear: search, scrape, map, crawl, # crawl_status, batch, batch_status, seo_audit ``` ``` // claude_desktop_config.json { "mcpServers": { "quantumproxies": { "command": "npx", "args": ["-y", "quantumproxies-mcp"], "env": { "QUANTUMPROXIES_API_KEY": "qp_live_your_key_here" } } } } ``` ``` // .cursor/mcp.json (or VS Code / Windsurf mcp.json) { "mcpServers": { "quantumproxies": { "command": "npx", "args": ["-y", "quantumproxies-mcp"], "env": { "QUANTUMPROXIES_API_KEY": "qp_live_your_key_here" } } } } ``` Not using MCP? Every tool is also a plain REST endpoint with the same JSON envelope — see the [web data API for AI](https://quanticdata.io/web-data-api-for-ai/) for the REST shape. Pricing ## Pay-per-success, priced for agents Agents probe, retry and dead-end by design — so failed tool calls are never billed, and every response tells the agent what it just spent. The server itself is free and open. **$0.0002**per page scraped*$0.001 with JS rendering* **$0.0005**per SERP search*$0.002 with JS rendering* **$0.0003**per crawled page*async, auto-refund on unused* **$0.0002**per batch URL*up to 1,000 URLs per job* ### Pay as you go $0/mo - $1 free credit / month - 60 requests / min - List unit prices ### Starter $19/mo - $10 free credit / month - 300 requests / min - 10% off unit prices Most popular ### Growth $79/mo - $50 free credit / month - 600 requests / min - 20% off unit prices ### Scale $299/mo - $250 free credit / month - 1,200 requests / min - 30% off unit prices Free & open server packageUsage cost in every responseFailed calls never billedAsync jobs auto-refund failuresOne key for tools and proxies ## QuanticData MCP vs a typical scraping MCP | | QuanticData MCP | Typical scraping MCP | | --- | --- | --- | | Tools exposed | 8 — search, scrape, map, crawl, batch, seo_audit | 1–3 — single-page fetch | | Search / SERP | native search tool, 3 engines & 17 verticals | none | | Whole-site jobs | async crawl, map & batch (up to 1,000 URLs) | one page at a time | | Proxy network | 4 in-house networks, country targeting | opaque or none | | Billing | pay per success, failed calls free | credits per call | | Output | one JSON envelope, SerpApi-compatible SERP | per-tool formats | | Free tier | $1 every month, renews forever | one-time trial credits | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is an MCP server? An MCP server is a program that exposes tools and data to an AI client over the Model Context Protocol, an open standard. It declares each tool with a typed schema; the model decides when to call it. Connect one server and the agent gains those capabilities with no glue code. ### What is a web scraping MCP server? A web scraping MCP server gives an AI agent tools to fetch and read live web pages on its own. QuanticData exposes eight: search, scrape, map, crawl, crawl_status, batch, batch_status and seo_audit, so the model can search, read a page, or crawl a whole site mid-conversation. ### How do I add the MCP server to Claude or Cursor? Add one mcpServers block with the npx command and your QUANTUMPROXIES_API_KEY: paste it into claude_desktop_config.json for Claude Desktop, or .cursor/mcp.json for Cursor. In Claude Code run a single claude mcp add command. Restart the client and the eight tools appear. ### Which AI clients and frameworks are supported? Any MCP-capable client connects natively: Claude Desktop, Claude Code, Cursor, Windsurf, VS Code and Cline. Frameworks like LangChain, LlamaIndex, CrewAI and the OpenAI Agents SDK wrap the tools in a few lines, and n8n or Zapier call the same REST endpoints from an HTTP node. ### What tools does the MCP server expose? Eight, from the real package: search (Google, Bing, DuckDuckGo across 17 verticals), scrape (a page to Markdown, HTML or text), map (fast URL discovery), crawl and crawl_status (async site crawls), batch and batch_status (up to 1,000 URLs), and seo_audit (no-JS versus rendered). ### Is the MCP server free? The server package is free and open, and every account gets $1 of usage each month with no card, enough for thousands of scrapes or searches. Beyond that you pay per successful call from $0.0002 per page. Blocked pages, captchas and retries are never billed. ### MCP server vs API — what is the difference? They are two front doors to the same platform. The REST API is called by your backend code; the MCP server lets the AI agent call the same tools itself, with typed schemas the model reads. Prototype through MCP, ship through REST, or use both — one key covers everything. ### Can I self-host the MCP server, or is it hosted? The MCP server runs locally as a small package you launch with npx, talking to the hosted QuanticData API with your key — no internal secrets and nothing to deploy. The heavy work (browsers, proxy rotation, retries, parsing) happens on our infrastructure, so your machine only carries the transport. ### How is the MCP server billed? Pay per success: each tool call is charged only when it returns a usable result, and every response carries a usage block with its cost. List prices are $0.0002 per scraped page, $0.0005 per search and $0.0003 per crawled page. Async crawl and batch jobs auto-refund unused pages. ## Give your agent the whole web $1 free every month, no card. Add the MCP server and let it search, scrape and crawl. [Get my free API key](https://quanticdata.io/signup/) Also on the platform: [Web Data API for AI](https://quanticdata.io/web-data-api-for-ai/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [For AI agents](https://quanticdata.io/#ai) --- Source: https://quanticdata.io/mcp-server/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /mobile-proxies/ ======================================================================== ## 4G/5G Mobile Proxies from $2.50/GB > Real 4G/5G mobile proxies from $2.50/GB. Rotating or sticky sessions, country and carrier targeting, HTTP/SOCKS5, free trial — plus data APIs on top. [Home](https://quanticdata.io/)/*Mobile Proxies* # 4G/5G mobile proxies from $2.50/GB Mobile proxies route your requests through real smartphones on 4G and 5G carrier networks — the hardest traffic for anti-bot systems to block. Rotating or sticky sessions, country and carrier targeting, HTTP and SOCKS5, plans from $5. And when you'd rather skip proxies entirely, the same network powers our pay-per-success data APIs. [Start free trial](https://quanticdata.io/signup/) [View pricing](/mobile-proxies/#plans) Free trial · Bandwidth never expires · Country & carrier targeting included Mobile network real 4G/5G carrier IPs · rotating & sticky sessions **500k+ mobile peers**real devices on carrier networks **Rotating & sticky**fresh IP per request, or hold up to 60 min **HTTP & SOCKS5**user:pass or IP allowlist auth **99.9% uptime SLA**service credits if we miss it Pricing ## Real carrier IPs, priced per GB Plans from $5, with per-GB rates that drop as you scale — you pay for bandwidth, not per port or per device, and purchased gigabytes never expire. ### Test mobile IPs before you buy Free trial on the mobile pool, no card required — measure block rates on your real targets first, then pick a plan. [Start free trial](https://quanticdata.io/signup/) ### Photon $5 - 1 GB mobile bandwidth - $5.00 / GB ### Quark $20 - 5 GB mobile bandwidth - $4.00 / GB ### Neutrino $35 - 10 GB mobile bandwidth - $3.50 / GB Most popular ### Boson $75 - 25 GB mobile bandwidth - $3.00 / GB ### Core $250 - 100 GB mobile bandwidth - $2.50 / GB Rotating & sticky sessionsHTTP · HTTPS · SOCKS5Country & carrier targetingUnlimited concurrent sessionsBandwidth never expiresFree trial ## What are mobile proxies? **Mobile proxies are IP addresses assigned by mobile carriers to real 4G and 5G devices.** Carriers place thousands of subscribers behind each shared IP (carrier-grade NAT), so blocking one address would lock out crowds of genuine customers — which is why platforms almost never do it, and why mobile traffic is the hardest to flag. With QuanticData you choose the behaviour per request: **rotating** gives every request a fresh device exit; **sticky** holds one identity for up to 60 minutes for logins and account flows. Country and carrier targeting are request parameters, not paid add-ons. Why they're hard to block one carrier IP = thousands of real users behind CGNAT blocking it blocks them all — so platforms don't ## What teams use them for ### Social media management Run multiple accounts on Instagram, TikTok or X from IPs the platforms inherently trust. ### Sneaker & retail drops Check out on hyped releases from carrier IPs that don't look like a bot farm. ### Mobile ad verification See mobile campaigns exactly as real handset users do, per country and carrier. ### App testing & QA Test flows across carriers and countries without racks of physical devices. ### Mobile SERP tracking Track mobile rankings as a real phone user — or skip the plumbing and use our [SERP API](https://quanticdata.io/serp-api/) directly. ### Anti-detect workflows Pair mobile exits with Multilogin, AdsPower or GoLogin for fingerprint-isolated sessions. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Don't want to manage proxies at all? The same infrastructure powers our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## One endpoint, any HTTP client ``` curl -x mb.quanticdata.io:7777 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` import requests proxy = "http://USER-country-us:PASS@mb.quanticdata.io:7777" r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()) ``` ``` const r = await fetch("https://ipinfo.io/json", { dispatcher: new ProxyAgent( "http://USER-country-us:PASS@mb.quanticdata.io:7777") }); console.log(await r.json()); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Your AI agent can drive the network No proxy configuration in your agent's code: our MCP server exposes search, scrape and crawl as tools, and every call routes through the right exits automatically. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical mobile provider | | QuanticData | Typical provider | | --- | --- | --- | | Pricing model | pay per GB — $5 entry, down to $2.50/GB | per-port rental with monthly minimums | | Bandwidth expiry | never expires | resets monthly | | Targeting | country & carrier, per request | locked to one location or carrier | | Sessions | rotating + sticky up to 60 min | fixed rotation windows | | Data APIs on the same network | scraping, SERP, crawl — pay-per-success | none, proxies only | | AI agent access | MCP server: every API is a tool | none | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What are mobile proxies? Mobile proxies are IP addresses assigned by mobile carriers to real 4G and 5G devices. Traffic routed through them looks like a person on a phone, which makes them the hardest proxy type for anti-bot systems to detect and block. ### How do mobile proxies work? Your request travels to a gateway, exits the internet through a real device on a carrier network, and returns the response. Because carriers place thousands of subscribers behind shared IPs (CGNAT), your traffic blends into a crowd of genuine mobile users. ### Why are mobile proxies harder to block than other proxies? Carrier-grade NAT means one mobile IP is shared by thousands of real customers at once. Blocking that IP would lock out all of them, so platforms treat mobile ranges with far more tolerance than datacenter or even residential addresses. ### Mobile vs residential proxies — which should I use? Both use real-user IPs. Residential proxies are cheaper and offer wider country coverage — the default for scraping. Mobile proxies carry the extra trust of carrier CGNAT ranges, which matters most on social platforms and heavily protected apps. ### How much do mobile proxies cost? QuanticData mobile plans start at $5 for 1 GB, and the per-GB rate falls with volume — down to $2.50/GB on the 100 GB plan. You pay for bandwidth, not per port or per device. ### Is there a free trial? Yes — you can test the mobile pool for free before buying, no card required. The data APIs built on the same network also include $1 of free usage every month. ### What is the difference between rotating and sticky mobile sessions? Rotating sessions give every request a fresh mobile exit — best for scraping volume. Sticky sessions hold the same device IP for up to 60 minutes — best for logins, account management and any flow that expects one consistent user. ### Can I target a specific country or carrier? Yes. Country and carrier (ISP) targeting are request parameters set in the proxy username — no separate plans or paid add-ons per location. ### Do mobile proxies support SOCKS5? Yes. The network supports HTTP, HTTPS and SOCKS5, with username:password authentication or an IP allowlist. ### Are mobile proxies legal? Using mobile proxies is legal in most jurisdictions. What matters is what you do through them: collect public data, respect each platform's terms of service, and don't access private systems. ### Do unused gigabytes expire? No. Purchased mobile bandwidth stays on your account until you use it — no monthly reset and no pressure to consume it. ### Can I skip proxy management and just get the data? Yes. The same infrastructure powers QuanticData's scraping, SERP and crawling APIs: you send a URL or a query and get clean Markdown or JSON back, billed only on success. ### Are there free mobile proxies? Not in any form worth using. Mobile IPs are the most expensive kind to operate — real SIMs, real data plans, real hardware — so nobody gives them away without recovering the cost somewhere, usually from your traffic. Free mobile proxy lists are typically dead, shared, or someone else's compromised phone. What you can do for free here is test: $1 of usage every month, no card, on the same 4G/5G pool paying customers get. ## Try real mobile IPs on your real targets Free trial, no card. Bandwidth that never expires when you buy. [Start free trial](https://quanticdata.io/signup/) Also on the network: [Residential Proxies](https://quanticdata.io/residential-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Sneaker Proxies](https://quanticdata.io/sneaker-proxies/) [SOCKS5 Proxies](https://quanticdata.io/socks5-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Web Data for AI](https://quanticdata.io/web-data-api-for-ai/) --- Source: https://quanticdata.io/mobile-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /privacy/ ======================================================================== ## Privacy Policy > How QuanticData collects, uses and protects your data — account information, usage logs, cookies and advertising measurement, your rights under GDPR and CCPA. [Home](https://quanticdata.io/)/*Privacy* # Privacy Policy Last updated: 21 July 2026 · [Operating entity & registered address — to confirm before launch] This policy explains what personal data QuanticData ("we", "us") collects when you use quanticdata.io, our dashboard and our APIs, why we collect it, and the rights you have over it. We keep data collection to what the service actually needs. ## 1. Data we collect - **Account data** — the email address and password (stored only as a salted hash) you provide at sign-up, or the profile returned by an SSO provider (Google, GitHub, Microsoft) if you sign in that way: name and email only. - **Usage data** — API requests you make (endpoint, timestamp, outcome, latency, cost), which we log so you can see your own usage and so we can bill accurately and prevent abuse. - **Billing data** — handled by our payment processors; we store invoice records and the last four digits of a card, never full card numbers. - **Technical data** — IP address and user-agent of requests to our sites, used for security, rate limiting and fraud prevention. - **Advertising & analytics identifiers** — see section 4. ## 2. How we use it - To provide the service: authenticate you, run your API calls, meter usage and bill you. - To keep the platform secure and prevent abuse. - To communicate service and account messages, and — only if you opt in — product updates. - To measure marketing and improve the product (analytics), under the lawful bases in section 6. ## 3. Data you collect through our APIs When you use our scraping, SERP, crawl or proxy services, **you** decide what public web data to collect and you are the controller of that data. We process it on your behalf only to fulfil your request and do not retain page content longer than needed to return your result. You are responsible for using the service lawfully and for any personal data you collect through it. ## 4. Cookies and advertising measurement We use a small number of cookies. Strictly necessary cookies (session, security, consent choice) are always set. **Marketing and analytics cookies are only set after you accept them** in our consent banner — and in the EEA, UK and Switzerland nothing is set until you choose. Specifically we may use: | Purpose | Provider | What it does | | --- | --- | --- | | Advertising measurement | Google Ads, Microsoft Ads | Attributes a sign-up or purchase to the ad you clicked (click identifiers such as gclid / msclkid), so we know which campaigns work. We may pass a hashed email for enhanced conversions. | | Advertising | Reddit | Measures conversions from Reddit campaigns. | | Product analytics | PostHog (EU hosting) | Aggregate funnel metrics (sign-up → first call → top-up) to improve onboarding. Runs without device storage until you consent. | | Error reporting | Sentry | Captures technical errors so we can fix them. No advertising use. | | Affiliate attribution | Awin | Credits partners who referred you, if applicable. | You can change your choice at any time by clearing the `qp_consent` cookie or contacting us. We honour Global Privacy Control and browser Do-Not-Track signals where technically feasible. ## 5. Sharing We share data only with processors that help us run the service — payment providers, email delivery, hosting, the analytics and advertising providers listed above — under contracts that bind them to protect it. We do not sell your personal data. We may disclose data if required by law. ## 6. Lawful bases (GDPR) - **Contract** — account, usage and billing data, to provide the service you signed up for. - **Legitimate interests** — security, fraud prevention and basic service analytics, balanced against your rights. - **Consent** — marketing cookies and advertising measurement; you can withdraw it at any time. - **Legal obligation** — tax and accounting records. ## 7. Retention We keep account and billing records for as long as your account is active and as required by law afterwards (typically up to the statutory accounting period). Usage logs are retained for a limited operational window. Scraped page content is not retained beyond delivering your result. ## 8. International transfers Where data is processed outside your region, we rely on appropriate safeguards such as the EU Standard Contractual Clauses. ## 9. Your rights Depending on where you live (GDPR, UK GDPR, CCPA/CPRA and similar laws), you may have the right to access, correct, delete or export your data, to object to or restrict processing, and to withdraw consent. California residents may opt out of "sharing" for cross-context behavioural advertising. To exercise any right, email [hello@quanticdata.io](mailto:hello@quanticdata.io); you also have the right to complain to your local data protection authority. ## 10. Security We use encryption in transit, hashed passwords, scoped API keys you can rotate, and access controls. No system is perfectly secure, but we work to protect your data and to notify you of a breach where the law requires. ## 11. Children The service is for business and professional use and is not directed to anyone under 16. We do not knowingly collect data from children. ## 12. Changes We will update this policy as the service evolves and revise the date above. Material changes will be notified in the dashboard or by email. ## 13. Contact Questions or requests: [hello@quanticdata.io](mailto:hello@quanticdata.io). See also our [Terms of Service](https://quanticdata.io/terms/). --- Source: https://quanticdata.io/privacy/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /real-estate-data-scraping/ ======================================================================== ## Real Estate Data Scraping Without a Scraper > Real estate data scraping from a prompt: listings, prices and agent contacts from portals and agency sites, returned as one dataset. Pay per page, $1 free. [Home](https://quanticdata.io/)/[AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/)/*Real Estate Data Scraping* # Real estate data scraping — listings in, dataset out Real estate data scraping collects listings, prices and agent details from property sites into structured rows. Quantic AI runs it end to end: it finds the portals and agency sites for your market, maps their listing sections and scrapes the fields you name — beds, price, size, contact — into CSV or JSON. [Get my free API key](https://quanticdata.io/signup/) [Meet Quantic AI](https://quanticdata.io/ai-web-scraping-service/) $1 free every month · No card required · Blocked pages are never billed listings pipeline · example run ``` # "2-bed apartments for sale in Valencia under €250k" search("apartamentos 2 habitaciones valencia", es) → portals + 9 agency sites · $0.0005 map(agency sites) · find /venta, /listings → listing sections located · $0.0045 scrape(listing pages, extract: price, m², rooms) → rows: { "price": "€238,000", "m2": 87, "rooms": 2, "agency": "…" } ``` listingpricem² ruzafa · 2 rooms€238,00087 benimaclet · 2 rooms€219,50078 el cabanyal · 2 rooms€244,00092 **Portals + agencies**search finds the long tail, not just the giants **Local exits**residential IPs in the listing's country **Your columns**price · size · rooms · agent — you name them **Pay per success**a defended portal that blocks costs $0 How it works ## From a market question to a listings table ### 1 · Search the market, in its language Queries run in the market's own terms — "apartamentos en venta valencia", "wohnung kaufen leipzig" — across three engines via the [SERP API](https://quanticdata.io/serp-api/), surfacing local portals and the agency sites that never syndicate to them. ### 2 · Map the listing sections Each site's map call reveals where the inventory lives — /venta, /listings, /immobili — the same way our real pipeline run found a roaster's 28-page /producers section in one call. No per-site template to build. ### 3 · Extract listing fields Listing pages go through the [scraping API](https://quanticdata.io/web-scraping-api/) with your schema: price, size, rooms, floor, energy class, agency contact. JS-heavy portals escalate to a rendering browser automatically. ### 4 · Rows you can model Deduplicated rows with source URL and timestamp — €/m² by district is one pivot away. Rerun weekly and diff for price cuts and time-on-market signals. ## A real estate data API under the hood Everything the prompt does is also callable directly: search, map, scrape and batch as REST endpoints or [MCP tools](https://quanticdata.io/web-data-api-for-ai/) — the same [AI web scraping service](https://quanticdata.io/ai-web-scraping-service/) pipeline, exposed for your code. Proptech teams can wire listings collection into their stack without renting a per-portal feed. Rendering is built in for the JavaScript-heavy portals, geo-routing puts the request in the listing's country, and every response carries its cost — so the unit economics of your data product are visible from call one. Same pipeline, your code *REST* *MCP* *render built-in* *geo per request* *cost per response* ## A property listings dataset, market by market Fortress portals — the Zillow-class giants — defend their inventory hard, and nobody can honestly promise them at 100%. What pay-per-success changes is the risk: **a blocked page bills nothing**, so probing the hard targets costs you attempts, not money. The underrated inventory is everywhere else: local portals, agency chains, single-office sites with twenty exclusive listings each. Search-driven discovery reaches that long tail — the part of the market per-site scraper templates never cover. The long tail is the edge agency exclusives and local portals — inventory the big feeds miss ## Prompt pipeline vs a per-site scraper template | | Quantic AI dataset | Typical scraper template | | --- | --- | --- | | Coverage | any site search can find | one site per template | | Setup | a prompt | build & maintain selectors per portal | | Site changes | extraction adapts per page | template breaks silently | | Geo | residential exit in the market | your IP, often blocked | | Failed pages | never billed | your time either way | ### What does a listings scan cost? With Quantic AI (planned): 300 listings × $0.03 ≈ **$9 plus metered pipeline** — listing fields are standard columns, no premiums. DIY on the raw APIs: $0.07–0.31 in unit prices, with the scraper, retries and upkeep on you. [Get my free API key](https://quanticdata.io/signup/) ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### Is it legal to scrape data from Zillow? Zillow's terms of service prohibit automated collection, and it enforces that technically — so we don't treat it as a target. Publicly visible listing facts in general (asking price, size, rooms, location) are usually lawful to collect, but the portal's own terms still bind you and some jurisdictions protect databases as such. The durable approach is to collect from agency sites and portals whose terms allow it, keep provenance per row, and take advice for your market. ### Is it legal to scrape real estate listings? Publicly visible listing facts — asking price, size, rooms, location — are generally lawful to collect in most jurisdictions. Portal terms of service vary and some jurisdictions protect databases as such; agent names are personal data under GDPR-style laws. Collect public pages, keep provenance, and get advice for your market. ### How to scrape real estate agent data? Agency sites are the honest source: a search pass finds agencies in the area, map discovers their /team and /agents pages, and extraction reads the public office contacts published there. Note that named agents are personal data under GDPR-style laws — prefer office-level contacts, honor opt-outs, and keep the source URL and timestamp on every row so you can prove where a field came from. ### What fields can I extract from a listing? Whatever the page shows: price, address or area, size, rooms, floor, energy class, listing date, description, photos count, agency name and public contact details. You name the columns in the prompt and structured extraction returns exactly those, with the source URL per row. ### Can it access MLS data? No. MLS feeds are licensed member systems, not public pages, and this pipeline reads the public web only. What it can do is collect the public marketing side of the same market — portal listings and agency websites — which for most analyses is the observable layer that matters. ### Does it work on the big portals like Zillow? Large portals are the most defended targets on the web and actively fight collection. Requests route through residential exits and escalate to a rendering browser, but success is never guaranteed — and that's priced in: a blocked page costs nothing. Agency sites and mid-size portals are far softer ground. ### How much does a listings dataset cost? With Quantic AI, planned pricing: $0.03 per delivered listing — a 300-listing scan lands around $9 plus metered pipeline usage, and listing columns are standard fields with no premiums. Developers can run the same scan on the raw APIs for $0.08–0.31 in unit prices, scraper and upkeep on their side. ### How fresh are the listings? As fresh as the moment you run it — collection happens at request time and every row is timestamped. Rerun the prompt weekly and you get time-on-market and price-cut signals by diffing runs, without subscribing to anyone's index. ## Your market's inventory, in rows Start with $1 free every month — or join the Quantic AI waitlist for the full prompt-to-dataset service. [Get my free API key](https://quanticdata.io/signup/) Keep exploring: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Scrape Job Postings](https://quanticdata.io/scrape-job-postings/) [Market Research Data](https://quanticdata.io/market-research-data/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) [Residential Proxies](https://quanticdata.io/residential-proxies/) --- Source: https://quanticdata.io/real-estate-data-scraping/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /residential-proxies/ ======================================================================== ## Residential Proxies from $0.60/GB, No Expiry > Rotating and sticky residential proxies from $0.60/GB with bandwidth that never expires. Country targeting, HTTP/SOCKS5, free trial — plus data APIs on top. [Home](https://quanticdata.io/)/*Residential Proxies* # Residential proxies from $0.60/GB Rotating or sticky residential IPs with country targeting on every request, HTTP and SOCKS5, and bandwidth that never expires. Buy gigabytes, use them at your pace — and when you'd rather skip proxy management entirely, the same network powers our pay-per-success data APIs. [Start free trial](https://quanticdata.io/signup/) [View pricing](/residential-proxies/#plans) Free trial · Bandwidth never expires · Country targeting included Residential network real household IPs · rotating & sticky sessions **200+ countries**targeting per request, included **Rotating & sticky**fresh IP per request, or hold up to 120 min **HTTP & SOCKS5**user:pass or IP allowlist auth **99.9% uptime SLA**service credits if we miss it Pricing ## Pay per GB. Keep it forever. No subscription required and no monthly reset: purchased bandwidth never expires. Two quality lines, one dashboard. ### Basic line — from $0.60/GB Budget residential pool for volume work, with a free 5 GB trial to test it on your real targets. On a tight budget? See our [cheap residential proxies](https://quanticdata.io/cheap-residential-proxies/). [Start free trial](https://quanticdata.io/signup/) ### Photon $4 - 1 GB premium bandwidth - $4.00 / GB ### Quark $17.50 - 5 GB premium bandwidth - $3.50 / GB ### Neutrino $30 - 10 GB premium bandwidth - $3.00 / GB Most popular ### Boson $70 - 25 GB premium bandwidth - $2.80 / GB ### Core $250 - 100 GB premium bandwidth - $2.50 / GB Rotating & sticky sessionsHTTP · HTTPS · SOCKS5Country targeting includedUnlimited concurrent sessionsBandwidth never expiresFree trial ## What are residential proxies? **Residential proxies are IP addresses that internet providers assign to real households.** Traffic routed through them looks like a normal person browsing from home — which is why they pass the anti-bot checks that flag datacenter traffic, and why they're the default choice for scraping protected targets. With QuanticData you choose the behaviour per request: **rotating** gives every request a fresh exit; **sticky** holds one identity for up to 120 minutes for logins, carts and session-bound flows. Country targeting is a request parameter, not a paid add-on. Rotating vs sticky rotating → fresh IP each request, for volume sticky → same IP up to 120 min, for sessions ## What teams use them for ### Web scraping Collect public data at scale without tripping anti-bot systems — every request from a different home address. ### SERP tracking Check rankings as a real user in any market — or skip the plumbing and use our [SERP API](https://quanticdata.io/serp-api/) directly. ### Ad verification See campaigns exactly as local users do and catch misplaced or fraudulent placements. ### Price intelligence Monitor competitor prices per country, including region-specific offers. ### AI training data Feed models with diverse, geo-distributed web data — pair with our [AI data tools](https://quanticdata.io/#quantic-ai) for structured output. ### Brand protection Spot counterfeits and unauthorized sellers on marketplaces that localize what you see. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Don't want to manage proxies at all? The same residential network powers our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## One endpoint, any HTTP client ``` curl -x pr.quanticdata.io:7777 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` import requests proxy = "http://USER-country-us:PASS@pr.quanticdata.io:7777" r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()) ``` ``` const r = await fetch("https://ipinfo.io/json", { dispatcher: new ProxyAgent( "http://USER-country-us:PASS@pr.quanticdata.io:7777") }); console.log(await r.json()); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Your AI agent can drive the network No proxy configuration in your agent's code: our MCP server exposes search, scrape and crawl as tools, and every call routes through residential exits automatically. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical residential provider | | QuanticData | Typical provider | | --- | --- | --- | | Entry price | from $0.60/GB (Basic) · $2.50–4/GB (Premium) | $3–8/GB | | Bandwidth expiry | never expires | resets monthly | | Country targeting | included, per request | often a paid add-on | | Sessions | rotating + sticky up to 120 min | rotating only, or short sticky | | Data APIs on the same network | scraping, SERP, crawl — pay-per-success | none, proxies only | | AI agent access | MCP server: every API is a tool | none | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What are residential proxies? Residential proxies are IP addresses that internet service providers assign to real households. Traffic routed through them looks like a normal person browsing from home, which is why they pass anti-bot checks that block datacenter traffic. ### How do residential proxies work? Your request goes to the proxy endpoint instead of straight to the target site. The network picks an exit — a real household IP assigned by an ISP — and forwards the request from there, so the site sees a residential visitor rather than a datacenter address. The response returns down the same path. Country, session length and rotation are set with parameters on the request; nothing in your code changes beyond the proxy URL and credentials. ### What are the different types of residential proxies? Three splits matter. By rotation: rotating, a new IP per request, or sticky, the same IP held for a session. By pool tier: standard pools versus premium pools of cleaner, less-used IPs — here [Basic from $0.60/GB](/residential-proxies/#basic) and Premium from $2.50/GB. By IP origin: true residential (household ISP lines), [mobile](https://quanticdata.io/mobile-proxies/) (4G/5G carrier IPs), and static residential or ISP proxies, which are datacenter-hosted but registered to an ISP. ### What are residential proxies used for? Web scraping, SERP tracking, ad verification, price intelligence, brand protection and collecting training data for AI models — anywhere requests need to look like a real visitor from a specific country. ### Is it legal to use residential proxies? Using residential proxies is legal in most jurisdictions. What matters is what you do through them: collect public data, respect the target site's terms, and don't access private systems. ### What is the difference between rotating and sticky sessions? Rotating sessions give you a fresh residential IP on every request — best for high-volume scraping. Sticky sessions hold the same IP for up to 120 minutes — best for logins, carts and any flow that expects one consistent visitor. ### Residential vs datacenter proxies — which should I use? Residential IPs come from real homes, so they are far harder to detect and block; datacenter IPs are faster and cheaper but easier to flag. Use residential for protected targets, datacenter for bulk work on permissive ones. ### How much do residential proxies cost? QuanticData residential bandwidth starts at $0.60/GB on the Basic line and from $2.50/GB on the Premium line. You pay per GB, and purchased bandwidth never expires. ### Is there a free trial? Yes — there is a free residential trial, no card required. You can also test the Data APIs built on the same network with $1 of free usage every month. ### Can I skip proxy management and just get the data? Yes. The same network powers QuanticData's scraping, SERP and crawling APIs: you send a URL or a query and get clean Markdown or JSON back, billed only on success. ### What is the difference between a residential proxy and a VPN? A VPN routes all of your device's traffic through one shared server identity, built for private browsing. Residential proxies give you per-request control over millions of home IPs — rotation, country targeting, concurrency — built for data collection, not personal privacy. ### Can I use residential proxies over SOCKS5? Yes. The network supports HTTP, HTTPS and SOCKS5, with username:password authentication or an IP allowlist. ### How do I integrate them with my code or tools? One endpoint, any HTTP client: point curl, Python requests, Scrapy, Playwright or Selenium at the proxy host with your credentials. Country and session behaviour are set right in the username string — no proxy lists to import. ### Do unused gigabytes expire? No. Purchased bandwidth stays on your account until you use it — no monthly reset and no pressure to consume it. ### What are the limitations of residential proxies? Residential proxies are slower than datacenter proxies and cost more per gigabyte, because traffic routes through real home connections instead of servers. Performance also varies: since the IPs belong to real users, an individual exit can drop or slow down. You trade raw speed for detection resistance on protected targets. ### How do I choose a residential proxy provider? Look for an ethically sourced pool from consenting households, a strong success rate on your targets, country targeting included rather than charged as an add-on, pay-per-GB billing where bandwidth never expires, and a free trial so you can measure performance before committing budget. ### Are there free residential proxies? Free lists exist, and they are almost always a bad trade. Public proxy lists are mostly dead IPs, already burned on the sites you care about, and shared with everyone who found the same list — and because someone pays for that bandwidth, the honest question is what they get from your traffic. Anything routed through an unknown free proxy can be logged. What is genuinely free here is the trial: every account gets $1 of usage each month, no card, which is enough to test real targets before you spend anything. ### Where do your residential IPs come from? From consenting households: people who opt into a program, know their connection is shared, and are compensated for it. That question matters more than it used to — the FBI published an advisory in 2026 about criminal proxy networks assembled from devices whose owners never agreed to anything, usually through malware. Ask any provider you evaluate where the pool comes from and whether users can leave it; a provider that cannot answer plainly is telling you something. Pools built without consent are also worse products: the IPs vanish when the malware is cleaned. ## Try the network on your real targets Free trial, no card. Bandwidth that never expires when you buy. [Start free trial](https://quanticdata.io/signup/) Also on the network: [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Sneaker Proxies](https://quanticdata.io/sneaker-proxies/) [SOCKS5 Proxies](https://quanticdata.io/socks5-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Web Data for AI](https://quanticdata.io/web-data-api-for-ai/) --- Source: https://quanticdata.io/residential-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /rotating-proxies/ ======================================================================== ## Rotating Proxies from $0.50/GB > Rotating proxies from $0.50/GB — a fresh IP on every request across residential, datacenter and mobile networks, with sticky sessions when you need one. [Home](https://quanticdata.io/)/*Rotating Proxies* # Rotating proxies from $0.50/GB Rotating proxies give every request a fresh IP from a large pool — the simplest way to scrape at scale without one IP taking all the heat. Rotate across residential, datacenter and mobile networks from a single endpoint, switch to a sticky session when a flow needs one IP, and add our pay-per-success data APIs when you want results, not plumbing. [See pricing](/rotating-proxies/#plans) [Talk to us](mailto:hello@quanticdata.io) Fresh IP per request · Sticky sessions to 120 min · Unlimited concurrency Rotating network a new IP each request · residential · datacenter · mobile **Fresh IP per request**rotate automatically from one endpoint **Sticky to 120 min**pin one IP for multi-step flows **80M+ IP pool**residential, datacenter & mobile **Unlimited concurrent**throughput scales with your requests Pricing ## Rotate on any network, from $0.50/GB Rotation, country targeting and sticky sessions are included on every network — you only choose where the IPs come from. Set rotation per request, not per plan. ### Not sure which network to rotate on? Start with datacenter for permissive targets and raw speed, move to residential when a site fights back, and use mobile for the hardest app targets — talk to us and we'll match the network to your targets. [Talk to us](mailto:hello@quanticdata.io) [Rotating datacenter $0.50 /GB Fastest & cheapest Permissive targets 1 Gbps+ per connection](https://quanticdata.io/datacenter-proxies/) [Most popular Rotating residential $0.60 /GB Real home IPs Basic line, no expiry Widest country list](https://quanticdata.io/residential-proxies/#basic) [Residential Premium $2.50 /GB Hardest anti-bot sites Highest trust IPs Sticky to 120 min](https://quanticdata.io/residential-proxies/#plans) Per-request rotationSticky sessionsHTTP · HTTPS · SOCKS5Country targetingUnlimited concurrent sessionsOne endpoint ## What are rotating proxies? **Rotating proxies give every request a different IP address from a large pool, instead of reusing one fixed IP.** That spreads your traffic across many exits, so no single IP absorbs all the load and trips a rate limit — which is exactly what large-scale scraping needs. "Rotating" describes *how often the IP changes*; it is independent of where the IP comes from. With QuanticData you choose both, per request. Rotate across **residential**, **datacenter** or **mobile** networks, and switch to a **sticky session** — one IP held for up to 120 minutes — for the parts of a flow that expect a stable identity, like a login or a checkout. Same credentials, one endpoint. Rotating vs sticky rotating → a fresh IP every request, for scraping volume sticky → one IP up to 120 min, for logins & checkouts ## What teams use them for ### Web scraping at scale Spread millions of requests across a fresh IP each call so no single exit gets rate-limited or blocked. ### SERP & SEO monitoring Rotate exits to track rankings without tripping search throttles — or skip it with our [SERP API](https://quanticdata.io/serp-api/). ### Price & stock monitoring Poll product pages around the clock from constantly changing IPs to keep data flowing. ### Ad verification Check ads and landing pages from many IPs and locations to catch cloaking and geo-targeting. ### Python & Scrapy pipelines Point requests, Scrapy or Playwright at one rotating endpoint — no proxy list to rotate by hand. ### AI training data Collect bulk web data for models at low cost — pair with our [web data API](https://quanticdata.io/web-data-api-for-ai/) for structured output. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Don't want to manage proxies at all? The same rotating infrastructure powers our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — rotation handled for you, billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## One endpoint, a new IP each request ``` # every request exits from a new IP curl -x rotate.quanticdata.io:8000 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` import requests # rotating: new IP per request. Add -session-ID for sticky. proxy = "http://USER-country-us:PASS@rotate.quanticdata.io:8000" for _ in range(3): r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()["ip"]) # a different IP each time ``` ``` const proxy = "http://USER-country-us:PASS@rotate.quanticdata.io:8000"; const r = await fetch("https://ipinfo.io/json", { dispatcher: new ProxyAgent(proxy) // new IP per request }); console.log((await r.json()).ip); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Your AI agent can drive the network No proxy configuration in your agent's code: our MCP server exposes search, scrape and crawl as tools, and rotation happens automatically behind every call. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical rotating proxy provider | | QuanticData | Typical provider | | --- | --- | --- | | Pricing | from $0.50/GB, no subscription lock-in | subscription minimums | | Networks | residential, datacenter & mobile — one endpoint | one network per plan | | Rotation | per-request or sticky, set per request | fixed per plan | | Bandwidth | no expiry; unlimited options on datacenter | bandwidth expires monthly | | Data APIs on the same network | scraping, SERP, crawl — pay-per-success | none, proxies only | | AI agent access | MCP server: every API is a tool | none | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What are rotating proxies? Rotating proxies give every request a different IP address from a large pool, instead of reusing one fixed IP. That spreads your traffic across many exits so no single IP takes all the load — which is exactly what large-scale scraping needs. QuanticData rotates on every request by default, and you can switch to a sticky session when a flow needs one consistent IP. ### What is the difference between rotating and static proxies? A rotating proxy changes IP automatically — typically every request — while a static proxy keeps the same IP for as long as you use it. Rotating suits high-volume scraping where you want to spread requests across many IPs; static suits logins, checkouts and accounts that expect one stable identity. With QuanticData you pick per request, not per plan. ### What is the difference between rotating and sticky sessions? Rotating gives a fresh IP on each request. A sticky session pins one IP for a set time — up to 120 minutes — so a multi-step flow (log in, add to cart, check out) stays on the same exit. Both are set with the same credentials: add a session token for sticky, omit it for rotating. ### Rotating proxies vs residential proxies — what's the difference? They answer different questions. "Residential" describes where the IP comes from (a real home connection); "rotating" describes how often it changes. You can have rotating residential, rotating datacenter or rotating mobile — QuanticData rotates across all three networks, so you choose the IP source and the rotation behaviour independently. ### How do I set up rotating proxies in Python? Point your HTTP client at one endpoint and every request rotates automatically — no proxy list to manage. In requests or Scrapy, set the proxy to the rotating endpoint with your username:password; each call exits from a new IP. Sticky sessions are enabled by adding a session token to the username. ### Do rotating proxies offer unlimited bandwidth? Datacenter rotating plans include high-throughput, effectively unlimited options; residential and mobile are billed per GB so bursty jobs don't pay for idle capacity. Concurrent sessions are unlimited on every network, so throughput scales with the requests you open. ### Which networks can I rotate across? Residential (real home IPs), datacenter (fastest and cheapest) and mobile (4G/5G carrier IPs). Rotation, country targeting and sticky sessions work the same way across all three — you choose the network per request. ### Are there free rotating proxies? Free rotating proxy lists exist and they behave the way free things behave: the IPs are shared with everyone else who found the same list, most are already blocked on the sites actually worth scraping, and your traffic passes through a machine nobody can vouch for — so never send credentials or anything private through one. They are fine for a throwaway test, not for work you depend on. Here rotation starts at $0.50/GB, and every account gets $1 of usage free every month, which is enough to test a real rotating pool before paying anything. ### How much do rotating proxies cost? Rotating datacenter starts at $0.50/GB, rotating residential from $0.60/GB on the Basic line, and rotating residential Premium at $2.50/GB for the hardest anti-bot targets. Rotation, country targeting and sticky sessions are included on every plan — you only choose the network. ### Can I target a specific country while rotating? Yes. Country targeting is a request parameter, so you can rotate IPs and still keep every exit in the country you need. Residential covers the widest country list; datacenter and mobile cover the major markets. ### Should I use a rotating IP for web scraping? For most scraping, yes — a fresh IP per request spreads load and avoids one IP being rate-limited or blocked. Use a sticky session only for the parts of a flow that must stay on one IP, such as a login or a multi-page checkout. ### Are rotating proxies legal? Using rotating proxies is legal in most jurisdictions. What matters is what you do through them: collect public data, respect each site's terms of service, and don't access private systems or personal data. ### Can I skip proxy management and just get the data? Yes. The same rotating network powers QuanticData's scraping, SERP and crawling APIs: send a URL or a query and get clean Markdown or JSON back, with rotation handled for you and billing only on success. ## A fresh IP on every request Rotate across residential, datacenter and mobile from $0.50/GB — one endpoint, sticky when you need it. [See pricing](/rotating-proxies/#plans) Also on the network: [Residential Proxies](https://quanticdata.io/residential-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) --- Source: https://quanticdata.io/rotating-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /scrape-company-data/ ======================================================================== ## Scrape Company Data with AI — No Code, $1 Free > Turn one prompt into a company dataset: Quantic AI searches the web and Google Maps, maps each company site and scrapes names, emails and locations. $1 free. [Home](https://quanticdata.io/)/[AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/)/*Scrape Company Data* # Scrape company data with AI — from query to lead list To scrape company data you no longer need scrapers: describe the companies you want — sector, city, size — and Quantic AI searches three engines and Google Maps, opens each company's site and returns a structured list with names, websites, emails and locations. Pay only for pages that succeed. [Get my free API key](https://quanticdata.io/signup/) [Meet Quantic AI](https://quanticdata.io/ai-web-scraping-service/) $1 free every month · No card required · Blocked pages are never billed real run · company data pipeline ``` # "coffee roasters in Portland — name, email, city" search("specialty coffee roasters portland") → 10 organic results · $0.0005 map("coavacoffee.com") → 77 URLs · found /contact · $0.0005 scrape("coavacoffee.com/contact", extract) → { "company": "Coava Coffee", "email": "info@coavacoffee.com" } · $0.0002 ``` companyemailcity coava coffeeinfo@coavacoffee.comportland …next roaster…extractingportland **Search + Maps**3 engines and the Places vertical, merged **Emails from source**found on /contact pages, not bought **Your columns**name the fields, get CSV or JSON **Pay per success**a blocked page costs $0.0000 How it works ## The queries a researcher would run — automated ### 1 · Ask like a human "Logistics companies in Rotterdam", "SaaS startups in Austin that are hiring", "specialty coffee roasters in Portland". Quantic AI expands the request into real search queries and runs them on Google, Bing, DuckDuckGo and Google Maps. ### 2 · Map every company site Each company found becomes a map call: sitemaps and links reveal /contact, /about, /team and /careers in one request. The run above turned coavacoffee.com into 77 URLs — and knew exactly which one carried the contact details. ### 3 · Extract your fields The relevant pages are scraped through residential exits with structured extraction: company name, email, phone, address — whatever columns you named. Output is validated, deduplicated across engines and sources, and typed. ### 4 · A lead list you own The dataset lands as CSV or JSON — rows you can load into any CRM or sheet, with the source URL for every field. No seats, no export limits, no per-contact credits: it's your file. ## Scrape business data from Google Maps and the open web For local and physical businesses, Google Maps is the richest public index there is — name, address, phone, website, rating, reviews. The pipeline queries the Maps and Places verticals of the [SERP API](https://quanticdata.io/serp-api/) directly, then crosses the results with classic web search so online-only companies aren't missed. Maps gives you the skeleton; each company's own site adds the flesh — emails, team pages, product lines. Merging both automatically is what makes the difference between a pin list and a usable company dataset. Maps + web, one table places vertical for address · phone · rating — company site for emails and everything Maps doesn't carry ## Company emails without the shady lists Contact vaults sell you addresses collected years ago and traded since. This pipeline reads them where companies publish them today: **their own contact pages**. Map finds the page, extraction pulls the address, the row records where it came from. That keeps the data fresh and the provenance clean — role addresses straight from the source, with GDPR-relevant fields under your control from the first row. And walled platforms stay out of it: no LinkedIn logins, no scraped profiles, no gray-market enrichment. Provenance per row every email ships with its source URL — audit any row in one click ## Build a B2B lead list with AI, not a five-tool stack The standard playbook chains a prospecting seat, an enrichment credit pack, an email finder and a spreadsheet of glue. Every hop loses rows and adds a subscription. Here the whole chain — find, visit, extract, dedupe — is **one pipeline with one bill**, the same [AI web scraping service](https://quanticdata.io/ai-web-scraping-service/) that powers every dataset on this platform. And because the input is a prompt, your ICP can be as narrow as your niche demands — "3PL warehouses within 50 km of Verona" is a query, not a custom data project. One pipeline, one bill *search* *maps* *map* *scrape* *extract* *dedupe* ## Prompt-built list vs a typical B2B contact database | | Quantic AI dataset | Typical contact database | | --- | --- | --- | | Collected | when you ask, from live pages | before you asked, decaying since | | Scope | your exact niche, any geography | their filters, their coverage | | Emails | from the company's public pages, with source URL | traded lists, opaque origin | | Pricing | cents per run, pay per success | per-seat contracts, export credits | | Ownership | your CSV/JSON, no limits | licensed access, export caps | ### What does a 200-company list cost? With Quantic AI (planned): 200 records × $0.03, emails and phones added only when found ≈ **$12 with contacts**. Building it yourself on the raw APIs: about $0.19 of unit prices — the developer path, code included. [Get my free API key](https://quanticdata.io/signup/) ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### Is scraping data legal or illegal? Neither by default — it depends on what you collect and where from. Company names, websites, addresses and role emails published on public pages are generally fair to collect in most jurisdictions, while privacy laws like GDPR treat personal data with stricter rules, especially in the EU. Quantic AI stays on public pages and never logs into walled platforms. Prefer role addresses, honor opt-outs, and get legal advice for your market. ### How do companies scrape data? Usually one of three stacks: a browser extension for one-off grabs from a single site, in-house scripts (Python with BeautifulSoup or Scrapy) plus a proxy network to survive blocks, or a managed API that handles rendering and anti-bot for them. Quantic AI is the third kind with the discovery step included — it searches for the companies first, maps each site, then extracts, so nobody maintains per-site scrapers. ### Can ChatGPT do web scraping? Not reliably on its own. A model can read a page you paste in, but it has no proxy network, no anti-bot handling and no way to work through hundreds of URLs — browsing modes fetch a few pages and get blocked by the sites that matter. Give it tools instead: the [QuanticData MCP server](https://quanticdata.io/mcp-server/) exposes search, scrape, map and crawl to ChatGPT, Claude or any agent, so the model drives a real pipeline rather than guessing. ### Why not just use a free Chrome extension? For one page on one site, an extension is fine. It breaks on the three things this job needs: finding the companies in the first place (there is no search step), handling hundreds of different sites with different layouts, and getting past bot walls without a proxy network. Extensions also run on your machine, from your IP, one tab at a time. Quantic AI does discovery, extraction and rotation server-side and hands back the finished file. ### Can it scrape business data from Google Maps? Yes. The pipeline queries the Maps and Places verticals of the SERP API — business name, address, phone, website, rating and reviews — then visits each company's own site for the fields Maps doesn't carry, like emails or team pages. One dataset, both sources merged. ### How does it find company emails? From the company's own public pages: map discovers /contact, /about and /team URLs, and extraction pulls the addresses published there — the run on this page found info@coavacoffee.com exactly that way. No purchased lists, no guessed patterns sold as verified. ### Can it scrape LinkedIn? No. Quantic AI doesn't log into or scrape LinkedIn — walled platforms behind authentication are out of scope by design. It builds company lists from the open web: search engines, Google Maps and the companies' own sites, which is where the durable, legally cleaner data lives anyway. ### What fields can I get for each company? Whatever public pages carry: name, website, description, emails, phone, address, city and country, social links, and page-derived signals like careers pages or product categories. You name the columns in the prompt; extraction returns exactly those fields as CSV or JSON. ### How is this different from buying a B2B lead database? A lead database is a fixed vault collected before you asked, decaying since. Quantic AI collects at request time from live pages, scoped to your definition of the market — so a niche like specialty coffee roasters in Portland is as reachable as any Fortune-500 filter. ### How much does a company dataset cost? Two paths. Quantic AI, planned launch pricing: $0.03 per delivered record plus $0.02 per validated email and $0.05 per phone found — a 200-company list with contacts lands around $12. Or drive the raw APIs yourself at unit prices: the same list costs about $0.19, with the queries, extraction and merging as your code. ### Do I need to know how to code? No. Describe the companies and the columns; the dataset comes back as CSV or JSON. If you do code — or run an AI agent — the same pipeline is available as REST APIs and MCP tools today, with the identical pay-per-success billing. ## Your market, as a spreadsheet Start with $1 free every month — or join the Quantic AI waitlist for the full prompt-to-dataset service. [Get my free API key](https://quanticdata.io/signup/) Keep exploring: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Price Monitoring](https://quanticdata.io/competitor-price-monitoring/) [Market Research Data](https://quanticdata.io/market-research-data/) [SERP API](https://quanticdata.io/serp-api/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) --- Source: https://quanticdata.io/scrape-company-data/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /scrape-job-postings/ ======================================================================== ## Scrape Job Postings — Custom Dataset, $1 Free > Scrape job postings from career pages and job boards into one dataset: roles, companies, locations, dates. No per-site scrapers to maintain. $1 free monthly. [Home](https://quanticdata.io/)/[AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/)/*Scrape Job Postings* # Scrape job postings into a dataset you define Job postings data powers labor analytics, sales triggers and market maps — but vendors sell it as billion-row licenses. Quantic AI scrapes the slice you define instead: roles, companies, locations and posted dates from career pages and public boards, discovered through the Google Jobs vertical first. [Get my free API key](https://quanticdata.io/signup/) [Meet Quantic AI](https://quanticdata.io/ai-web-scraping-service/) $1 free every month · No card required · Blocked pages are never billed hiring pipeline · example run ``` # "data engineer postings in Berlin, last 30 days" search("data engineer berlin", jobs vertical) → postings + hiring companies · $0.0005 map(company sites) · find /careers, /jobs → career sections located · $0.0005 each scrape(postings, extract: title, salary, date) → rows: { "title": "Data Engineer", "company": "…", "posted": "2026-07-14" } ``` rolecompanyposted data engineerfintech · berlinjul 14 data engineer, srlogistics · berlinjul 11 analytics engineersaas · remote-dejul 09 **Jobs vertical**Google Jobs results as structured JSON **Career pages**the primary source, mapped automatically **Your slice**role × geo × date window, your columns **No license**cents per run, pay per success How it works ## From a hiring question to a postings table ### 1 · Ask the market "Data engineer postings in Berlin", "who's hiring sales in Milan fintech", "remote React roles posted this month". The [SERP API](https://quanticdata.io/serp-api/)'s Google Jobs vertical returns postings and the companies behind them as structured JSON. ### 2 · Go to the source For each hiring company, a map call finds /careers and /jobs sections — the postings' primary home, where detail is richest and freshest. No board markup in the way. ### 3 · Extract the posting Each posting page is scraped with your schema via the [scraping API](https://quanticdata.io/web-scraping-api/): title, location, posted date, salary where stated, requirements. Rows are deduplicated across boards and career pages. ### 4 · Track the signal Rerun weekly as a batch job and diff: new roles are sales triggers, closed ones are churn signals, counts by company map your competitors' growth — your slice, on your schedule. ## A job posting data API for pipelines Everything above is callable from code: the jobs vertical, map and scrape as REST endpoints or [MCP tools](https://quanticdata.io/web-data-api-for-ai/) — the same [AI web scraping service](https://quanticdata.io/ai-web-scraping-service/) pipeline that runs from a prompt. Labor-analytics and sales-intelligence teams can feed their models without negotiating a catalog license. Batch jobs keep a fixed company list refreshed — up to 1,000 URLs per job, webhooks on completion, unused items refunded — and every response carries its own cost, so the data product's margin is visible per row. Pipeline-grade *jobs vertical* *batch + webhooks* *REST* *MCP* *cost per response* ## Scrape job postings from the open web only Postings are public by intent — companies publish them to be found. This pipeline honors the boundary anyway: **career pages, public ATS pages and open boards yes; logged-in platforms no**. No LinkedIn credentials, no walled-garden workarounds. That boundary is also why the data is cleaner: a posting on the employer's own site has no aggregator lag, no repost duplication, and states exactly what the company wrote — with the source URL in the row to prove it. Primary source the employer's own page — no aggregator lag, no repost noise ## Your slice vs a typical postings data vendor | | Quantic AI dataset | Typical postings vendor | | --- | --- | --- | | Scope | role × geo × window you define | their full catalog, filtered | | Buying | self-serve, cents per run | licensing negotiation | | Schema | your columns | their taxonomy | | Freshness | collected at request time | their crawl cycle | | Source | career pages, URL per row | aggregated, provenance varies | ### What does a weekly hiring scan cost? With Quantic AI (planned): 120 postings × $0.03 ≈ **$3.60 per weekly scan** plus metered pipeline; refreshes of known career pages drop to $0.01 per record. On the raw APIs the same run meters at about $0.05 — code on you. [Get my free API key](https://quanticdata.io/signup/) ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### Where can I get job postings data? Three routes: government statistics (BLS, Eurostat — aggregated, months behind), enterprise vendors licensing billion-row catalogs, or collecting the slice you need from public sources yourself. This page is the third route, automated: the Google Jobs vertical finds postings, career pages fill in the detail. ### Is there a free job postings dataset? Public statistics are free but aggregated — you can't see individual roles or companies. Here, $1 of usage renews free every month: on the raw APIs that's thousands of scraped pages, and at Quantic AI's planned record pricing it's a few dozen postings — enough to sample either path before paying. ### Can I just use an open-source job scraper from GitHub? You can, and for one or two boards it works. The cost shows up later: open-source job scrapers break whenever a board changes its markup, they ship without proxies so the big boards block you by volume, and nobody is on call when a nightly run returns empty. This runs the same idea as a service — search finds the postings, extraction reads them, the proxy network absorbs the blocking, and failed calls are never billed. ### How do I scrape job postings with Python? Call the API from Python instead of building the stack: one request to the search endpoint with the jobs vertical returns the postings, one [scrape](https://quanticdata.io/web-scraping-api/) call per career page returns clean Markdown or the exact fields you name. That replaces requests plus BeautifulSoup plus a proxy pool plus retry logic. The same endpoints are also [MCP tools](https://quanticdata.io/mcp-server/), so a Python agent can drive them itself. ### What's the difference between BLS statistics and raw postings data? BLS-style statistics count openings by sector after the fact — clean, official, aggregated. Raw postings are the openings themselves: title, company, location, requirements, posted date. You need the raw rows for sales triggers, salary benchmarks, competitor hiring maps or skills analysis. ### Can it scrape LinkedIn or Indeed? No — walled boards behind logins are out of scope by design. The pipeline reads the Google Jobs vertical and the open web: company career pages, public ATS pages and boards that don't gate content. For hiring-signal analysis, career pages are the primary source anyway. ### What fields does a postings dataset include? Title, company, location, posted date, source URL and — where the posting states them — salary range, seniority, remote policy and required skills. You name the columns in the prompt; extraction returns exactly those fields as CSV or JSON. ### How much does job postings data cost here? With Quantic AI, planned pricing: $0.03 per delivered posting — a weekly 120-posting scan lands around $3.60 plus metered pipeline, refreshes at $0.01 per record. No license, no annual contract. Developers can meter the same scan on the raw APIs for about $0.05 in unit prices. ## The hiring market, in your columns Start with $1 free every month — or join the Quantic AI waitlist for the full prompt-to-dataset service. [Get my free API key](https://quanticdata.io/signup/) Keep exploring: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Company Data](https://quanticdata.io/scrape-company-data/) [Real Estate Data](https://quanticdata.io/real-estate-data-scraping/) [SERP API](https://quanticdata.io/serp-api/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) --- Source: https://quanticdata.io/scrape-job-postings/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /seo-audit/ ======================================================================== ## SEO Audit API — No-JS vs Rendered, $0.0012/URL > One call fetches any URL twice — pure HTTP bot and fully rendered — and returns both views diffed: what crawlers really see. $0.0012 per audit, $1 free monthly. [Home](https://quanticdata.io/)/*SEO Audit* # SEO audit API: no-JS vs rendered, diffed An SEO audit API shows how a page looks to crawlers — programmatically. One call fetches any URL twice, as a pure HTTP bot and fully rendered, then returns both views with the diff: JS-only content, changed titles, canonicals that vanish without JavaScript. $0.0012 per URL, $1 free every month. [Get my free API key](https://quanticdata.io/signup/) [See pricing](/seo-audit/#plans) $1 free every month · No card required · Works on any public URL two fetches · one diff no-JS bot view · rendered view · what changed POST /v1/seo-audit ``` $ curl https://api.quanticdata.io/v1/seo-audit \ -d '{ "url": "https://example.com/pricing" }' { "noJs": { "title": "Example", "h1": null, "words": 42, "canonical": null }, "rendered": { "title": "Pricing — Example", "h1": "Pricing", "words": 1180 }, "diff": { "jsOnlyContent": true, "titleChanged": true, "canonicalMissingNoJs": true }, "meta": { "robots": "index,follow", "jsonLd": ["Organization"] } } # this page is invisible to non-rendering bots ``` **2 fetches**pure HTTP bot + full render **1 diff**JS-only content, meta drift, lost canonicals **Any URL**yours or competitors' — no verification **$0.0012**per audit — $1.20 per 1K URLs Pricing ## Per URL. No seat license. Real unit prices billed only on success. One audit covers both fetches and the diff; compose with map and batch for site-wide sweeps. **$0.0012**per audited URL*both views + diff · $1.20 per 1K* **$0.0005**per map call*every URL of the site first* **$0.0002**per batch URL*summary sweeps: title, meta, status* **$1 free**every month, forever*≈ 830 audits · no card* ### Pay as you go $0/mo - $1 free credit / month - 60 requests / min - List unit prices ### Starter $19/mo - $10 free credit / month - 300 requests / min - 10% off unit prices Most popular ### Growth $79/mo - $50 free credit / month - 600 requests / min - 20% off unit prices ### Scale $299/mo - $250 free credit / month - 1,200 requests / min - 30% off unit prices Title · description · canonical · h1 · word countRobots & Open Graph as bots see themJSON-LD types detectedCheaper no-render optionCountry-pinned exitsFailed audits never billed ## What is an SEO audit API? **An SEO audit API checks how a page presents itself to search engines and returns the findings as structured JSON** — no desktop crawler, no browser extension, no screenshots. This one is built around the question that decides indexing for modern sites: *does the page exist before JavaScript runs?* Google crawls raw HTML first and renders JavaScript in a **second wave that can lag behind** — and many bots, AI crawlers included, never render at all. Each audit fetches your URL twice through the same pipeline as our [scraping API](https://quanticdata.io/web-scraping-api/): once as a pure HTTP bot, once in a real browser. What differs between those two views is exactly what a non-rendering crawler will never see. One response, both realities noJs { title · description · canonical · h1 · words } rendered { … } · diff { jsOnly · changed · missing } · meta { robots · OG · JSON-LD } ## What each audit returns ### The no-JS view Title, description, canonical, h1 and word count from the raw server response — **what a pure HTTP bot sees**. This is the view most crawlers, link-preview scrapers and AI agents operate on. ### The rendered view The same fields after a real browser executes the page — what users and rendering crawlers eventually get. On healthy server-rendered pages the two views match. ### The diff Content that only exists after JavaScript, titles and descriptions that change between views, canonicals missing without JS — **each gap a field your code can branch on**. ### Bot-facing meta Robots directives, Open Graph tags and the JSON-LD types present in the no-JS pass — the metadata that actually reaches non-rendering consumers of your page. ### CSR detection A thin no-JS view against a rich rendered one is the signature of client-side rendering. One call answers "is this site invisible to bots?" for any URL — including competitors'. ### A cheaper half Set no_render to skip the browser pass and get the bot view only — the right economy when you sweep hundreds of URLs and only diff the suspicious ones. ## Audit a whole site for a few cents Compose the primitives: [map](https://quanticdata.io/crawl-map/) lists every URL of the site for $0.0005, a batch job in summary mode sweeps title, description, canonical and status across the list at $0.0002 per URL, and full audits go only to the pages that look wrong. A 500-page site costs about **$0.10 to sweep** and $0.0012 per page you inspect deeply. Because it is one REST call, the audit drops into CI: **fail the deploy** when the no-JS view loses its canonical, its h1 or its content. Rendering regressions get caught before Google's second wave ever sees them. map → batch → audit *map: $0.0005/site* *sweep: $0.0002/URL* *audit: $0.0012/URL* *CI-ready* Integration ## One POST, both views ``` curl https://api.quanticdata.io/v1/seo-audit \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "url": "https://example.com/pricing" }' # bot view only — cheaper, no rendered pass curl https://api.quanticdata.io/v1/seo-audit \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "url": "https://example.com/pricing", "no_render": true }' ``` ``` import requests r = requests.post("https://api.quanticdata.io/v1/seo-audit", headers={"Authorization": f"Bearer {KEY}"}, json={"url": "https://example.com/pricing"}) audit = r.json()["data"] if audit["diff"]["jsOnlyContent"]: print("page depends on JS — non-rendering bots see:", audit["noJs"]["words"], "words") ``` ``` const r = await fetch("https://api.quanticdata.io/v1/seo-audit", { method: "POST", headers: { Authorization: `Bearer ${process.env.QD_API_KEY}` }, body: JSON.stringify({ url: "https://example.com/pricing" }) }); const { data } = await r.json(); if (data.diff.canonicalMissingNoJs) throw new Error("canonical only exists after JS — fix SSR"); ``` ## Audits your agent can run The [QuanticData MCP server](https://quanticdata.io/mcp-server/) exposes `seo_audit` as a native tool, so Claude, Cursor or any MCP-capable agent can audit a page and reason over the JSON — "check why this page dropped, then fix the template" becomes one conversation. The same tool sits next to `map`, `crawl` and `search`, so the whole diagnostic loop runs in one place. REST works everywhere else with a single JSON envelope. Works where your agent lives *Claude* *Cursor* *n8n* *LangChain* *CrewAI* *OpenAI Agents SDK* *CI pipelines* ## QuanticData vs a typical desktop SEO crawler | | QuanticData | Typical desktop crawler | | --- | --- | --- | | Form factor | one REST call, JSON out | desktop app + export files | | Pricing | $0.0012 per URL, pay-as-you-go | annual seat license | | JS rendering check | both views + diff, built in | manual before/after comparison | | Runs in CI / cron | yes — it's an API | needs a machine and a human | | Any URL | yes, no site verification | yes, but licensed per seat | | AI agent access | native MCP seo_audit tool | none | ## FAQ The short answers on rendering, diffs and billing. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is an SEO audit API? An SEO audit API checks how a page presents itself to search engines and returns the findings as structured JSON instead of a desktop report. This one fetches the URL twice — once as a pure HTTP bot with no JavaScript, once fully rendered in a browser — and returns both views plus the diff, so the gap between them is a field your code can read, not a screenshot you eyeball. ### Does Google see JavaScript-rendered content? Eventually, usually. Google crawls the raw HTML first and renders JavaScript in a second wave that can lag behind. Content that exists only after JS runs is invisible in that first pass, and other bots — many AI crawlers included — never render at all. That is why comparing the no-JS view against the rendered view is the core of a JavaScript SEO audit. ### What is the difference between raw HTML and rendered HTML? Raw HTML is what the server sends before any JavaScript executes — what a plain HTTP fetch sees. Rendered HTML is the DOM after scripts have run, which is what users see. On server-rendered pages the two match; on client-side apps the raw view can be nearly empty. The audit quantifies that gap per URL: titles, descriptions, canonicals, h1s and word counts for both views, plus what only exists after rendering. ### How do I check what Googlebot sees on my page? Search Console's URL Inspection shows Google's own render, but only for sites you have verified and one URL at a time. The audit API approximates both crawler passes on any URL: the no-JS fetch is what a non-rendering bot sees, the rendered fetch is what a rendering crawler sees eventually, and the diff highlights everything that depends on JavaScript. ### Can I audit pages I don't own, like competitors? Yes. The audit works on any public URL — there is no site verification step, because it fetches the page like a bot rather than reading a search engine's private index. Auditing how a competitor's pages render for crawlers is a normal part of technical SEO research. ### What exactly is in the diff? The diff flags content that only exists after JavaScript runs, titles and descriptions that change between the two views, and canonicals missing from the no-JS pass. Alongside it you get both full views — title, description, canonical, h1, word count each — and the bot-facing metadata: robots directives, Open Graph tags and the JSON-LD types found on the page. ### How much does the SEO audit API cost? $0.0012 per audited URL — $1.20 per thousand — covering both fetches and the diff. There is no subscription, no seat license and no monthly minimum. A cheaper no-render option returns the no-JS view only. Every account gets $1 of free usage per month, about 830 full audits, with no card required. ### Can I audit a whole site, not just one URL? Yes — compose it: map lists every URL of the site for $0.0005, then a batch job in summary mode sweeps titles, descriptions, canonicals and status codes at $0.0002 per URL, and you run full audits on the pages that look suspicious. That is a site-wide rendering audit for a few cents, driven from code or CI. ### Does it validate structured data and Open Graph tags? The audit reports the JSON-LD types present and the Open Graph tags as bots receive them, from the no-JS pass — which is the view most crawlers and link-preview scrapers actually use. If your FAQPage schema or og:image only appears after JavaScript runs, that is precisely the kind of gap the report surfaces. ### How do I detect if a site is client-side rendered? Compare the word counts and h1 between the two views in one audit call. A server-rendered page shows near-identical numbers; a client-side app shows a thin or empty no-JS view against a full rendered one, and the diff lists the JS-only content. It is the fastest programmatic CSR check we know of — one call, one boolean-ish answer. ### Can I run audits from CI or from an AI agent? Both. It is one REST call, so a CI step can fail a deploy when the no-JS view loses its canonical or its content. And the QuanticData MCP server exposes seo_audit as a native tool, so Claude, Cursor or any MCP-capable agent can audit pages and reason over the JSON directly. ### Is there a free tier? Yes. Every account gets $1 of free usage each month with no card required — around 830 audits at list price. The allowance renews monthly and is shared across all QuanticData Data APIs, so the same credit also covers map calls and batch sweeps in a site-wide audit. ### Does the API return an SEO score? No, and that is deliberate. Most audit APIs compress a page into a single number from a fixed checklist — easy to chart, hard to act on, and the weighting is someone else's opinion. This API returns evidence instead: the two fetches, the fields that differ between them, and the bot-facing metadata as it actually is. If you want a score, compute one from the fields with your own weights — your priorities are not ours. What you get here is the raw finding, not a verdict. ### Does it cover AI crawlers and LLM readability? Partly, and the honest boundary matters. The no-JS pass is exactly what most AI crawlers get, because the majority do not execute JavaScript — so the diff already tells you how much of your content is invisible to them. The response also reports the bot-facing metadata: robots directives, canonical, Open Graph and the JSON-LD types present. What it does not do is grade your writing for an LLM or score you against an AEO checklist; those are opinions, and this endpoint returns facts. ## See what crawlers see — in one call $1 free every month, no card. Audit any URL, yours or theirs, before Google's second wave decides for you. [Get my free API key](https://quanticdata.io/signup/) Also on the platform: [Crawl & Map API](https://quanticdata.io/crawl-map/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Browser AI Agents](https://quanticdata.io/browser-ai/) [Web Data API for AI](https://quanticdata.io/web-data-api-for-ai/) [MCP Server](https://quanticdata.io/mcp-server/) [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) --- Source: https://quanticdata.io/seo-audit/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /serp-api/ ======================================================================== ## SERP API — $0.0005/Search, No Subscription > Google, Bing and DuckDuckGo results as SerpApi-compatible JSON from $0.0005 per search. 17 verticals, pay per success, $1 free monthly, no card needed. [Home](https://quanticdata.io/)/*SERP API* # SERP API from $0.0005 per search A SERP API turns search-engine results pages into structured JSON your code can use. QuanticData covers Google, Bing and DuckDuckGo across 17 verticals, answers with SerpApi-compatible fields, and bills only searches that succeed — with no subscription and $1 of free usage every month. [Get my free API key](https://quanticdata.io/signup/) [See pricing](/serp-api/#plans) $1 free every month · No card required · Pay per success 3 engines · one schema google · bing · duckduckgo → structured results POST /v1/serp ``` $ curl https://api.quanticdata.io/v1/serp \ -d '{ "query": "coffee grinder", "engine": "google" }' { "search_metadata": { "status": "Success" }, "organic": [ { "rank": 1, "title": "The 8 Best Coffee Grinders…", "link": "https://…", "description": "…" } ], "people_also_ask": [ { "question": "Which grinder do baristas use?" } ], "ai_overview": "Burr grinders give a more even…" } # SerpApi-compatible fields · failed searches are free ``` **3 engines**Google · Bing · DuckDuckGo **17 verticals**search, maps, shopping, news, jobs, flights… **SerpApi-compatible**drop-in JSON field names **Pay per success**blocks, captchas & retries are free Pricing ## Per search. No subscription. Real unit prices billed only on success. Bing and DuckDuckGo run on the request tier; Google and the rich verticals use the rendering browser. **$0.0005**per search — request tier*Bing · DuckDuckGo · $0.50 per 1K* **$0.002**per rendered search*Google & rich verticals · $2 per 1K* **$1 free**every month, forever*no card required* **$0**monthly minimum*pure pay-as-you-go* ### Pay as you go $0/mo - $1 free credit / month - 60 requests / min - List unit prices ### Starter $19/mo - $10 free credit / month - 300 requests / min - 10% off unit prices Most popular ### Growth $79/mo - $50 free credit / month - 600 requests / min - 20% off unit prices ### Scale $299/mo - $250 free credit / month - 1,200 requests / min - 30% off unit prices Organic · ads · PAA · AI OverviewDesktop & mobileCountry · language · city targetingUp to 100 results per callPer-attempt retry logFailed searches never billed ## What is a SERP API? **A SERP API is a service that runs a search on an engine like Google and returns the results page as structured data instead of HTML.** It absorbs the hard parts — rotating proxies, anti-bot challenges, parser maintenance — and hands your code stable JSON fields for organic results, ads, People Also Ask, knowledge panels and AI Overviews. QuanticData routes every search through its own residential network, retries blocked attempts on fresh exits automatically, and returns a per-attempt log with each response. You send a query; what comes back is **ranked, parsed and ready for pipelines** — rank trackers, market research, LLM grounding. One response, every block organic[] · ads[] · people_also_ask[] · related_searches[] knowledge_graph · featured_snippet · ai_overview + sources ## 17 verticals, one request shape ### Core search Web **search**, **images**, **news** and **videos** — the classic SERP, with pagination up to 100 results and safe-search control. ### Local & places **places**, **maps**, **place_details** and **reviews**: local packs, full place records with hours and phone, and paginated Google reviews by data id. ### Commerce **shopping** listings and single-**product** seller offers by product id — prices, merchants and availability for e-commerce intelligence. ### Travel **hotels** with dates and occupancy, **flights** by IATA route and date, and local **events** — Google's travel verticals as JSON. ### Research **scholar** for citations and papers, **jobs** for listings, and **autocomplete** — the cheapest call of all — for keyword expansion at scale. ### Visual **lens** reverse-image search: visual matches for any public image URL, with an exact-matches mode that lists pages using that precise file. ## Migrating from SerpApi The response schema follows SerpApi's field names on the paths most clients read: `organic`, `people_also_ask`, `related_questions`, `knowledge_graph`, `related_searches`, `pagination`. Request parameters will feel familiar too — `device`, `location`, `num`, plus `uule` pass-through for exact geo tokens. For most integrations that means **changing the endpoint and the key, then verifying the fields you consume** — no rewrite of your parsing layer, and no subscription to start: the free monthly allowance is enough to run the comparison on your real queries. Drop-in fields *organic* *people_also_ask* *related_questions* *knowledge_graph* *related_searches* *pagination* *answer_box* Integration ## One POST, parsed results ``` curl https://api.quanticdata.io/v1/serp \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "query": "best crm for startups", "engine": "google", "country": "us", "num": 20 }' ``` ``` import requests r = requests.post("https://api.quanticdata.io/v1/serp", headers={"Authorization": f"Bearer {KEY}"}, json={"query": "best crm for startups", "engine": "google", "country": "us", "num": 20}) for hit in r.json()["data"]["organic"]: print(hit["rank"], hit["title"], hit["link"]) ``` ``` const r = await fetch("https://api.quanticdata.io/v1/serp", { method: "POST", headers: { Authorization: `Bearer ${process.env.QD_API_KEY}` }, body: JSON.stringify({ query: "best crm for startups", engine: "google", country: "us", num: 20 }) }); const { data } = await r.json(); console.log(data.organic[0]); ``` ## Plug it into your AI stack Search is the first tool every agent needs. The [QuanticData MCP server](https://quanticdata.io/mcp-server/) exposes this API as a native `search` tool — every engine and vertical included — so MCP-capable agents run their own queries without glue code. Everything else speaks plain REST with one JSON envelope, which is all an HTTP node or a custom tool wrapper needs. Building a full agent pipeline? See the [web data API for AI](https://quanticdata.io/web-data-api-for-ai/). Works where your agent lives *Claude* *Cursor* *n8n* *LangChain* *CrewAI* *OpenAI Agents SDK* *LlamaIndex* *Zapier* ## QuanticData vs a typical SERP API | | QuanticData | Typical SERP API | | --- | --- | --- | | Entry price | $0 — pure pay-as-you-go | monthly subscription | | Unused volume | nothing to expire — pay per search | plan searches reset monthly | | Failed searches | never billed, retry log included | often count against quota | | Free tier | $1 every month, renews forever | one-time trial credits | | Output schema | SerpApi-compatible JSON | proprietary, varies | | AI agent access | native MCP search tool | rarely available | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is a SERP API? A SERP API is a service that runs a query on a search engine and returns the results page as structured data instead of raw HTML. It handles proxies, anti-bot systems and parsing for you, so organic results, ads, People Also Ask and AI Overviews arrive as stable JSON fields. ### How much does the SERP API cost? Searches on the request tier — Bing and DuckDuckGo — cost $0.0005 each, which is $0.50 per thousand. Searches that need the rendering browser, including Google and its rich verticals, cost $0.002. There is no subscription or monthly minimum, and volume tiers discount list prices by up to 30%. ### Is there a free tier? Yes. Every account gets $1 of free usage each month — up to 2,000 request-tier searches — with no card required. The allowance renews monthly and is shared across all QuanticData Data APIs, so you can test the SERP API alongside scraping and crawling. ### Can I migrate from SerpApi? The response uses SerpApi-compatible field names — organic, people_also_ask, related_questions, knowledge_graph, pagination — plus familiar parameters like device, location and num. For most integrations, migrating means changing the endpoint and the API key, then verifying the specific fields you consume. ### Which search engines are supported? Google, Bing and DuckDuckGo. Google covers all 17 verticals — including Maps, Shopping, Hotels, Flights, Scholar, Jobs, Lens and Reviews — while Bing and DuckDuckGo cover classic web search on the cheaper request tier. ### Is scraping search results legal? Search results pages are publicly accessible data, and collecting public data is generally lawful in most jurisdictions — but engines' terms of service restrict automated access and case law differs by country. Use the data responsibly, and get proper legal advice for your specific use case; this answer is not it. ### What are the rate limits? Pay-as-you-go keys can send 60 requests per minute. Subscription tiers raise the ceiling: 300 per minute on Starter, 600 on Growth and 1,200 on Scale. Limits apply per account across all Data APIs, and batch jobs get their own concurrency budget. ### Do you charge for failed or blocked searches? No. Pay-per-success is the billing rule: a search is charged only when it returns a usable result. Blocked pages, captchas, timeouts and our internal retries cost nothing — and the response includes a per-attempt retry log so you can see exactly what happened. ### Can I target a specific country, language or city? Yes. Set country and lang for the market and interface language, or pass a human-readable location like "Milan, Italy" — it is encoded server-side into Google's uule token, no manual encoding needed. Desktop and mobile devices are both supported per request. ### Does it return AI Overviews and People Also Ask? Yes. Google's AI Overview text is returned in ai_overview with its cited sources in ai_overview_references, and People Also Ask arrives both as a simple question list and as related_questions with inline answers, links and sources — the same blocks SEO keyword research starts from. ### Can AI agents use the SERP API directly? Yes. The QuanticData MCP server exposes search as a native tool covering every engine and vertical, so Claude, Cursor or any MCP-capable agent can run searches autonomously. Results come back LLM-shaped: stable field names and clean text the model can reason over. ### How do I paginate or get more results? Request up to 100 results per call with num, then move through pages with page or a raw start offset. The response's pagination block reports the current page and the next one; the reviews vertical paginates with a next_page_token continuation instead. ## Run your first search in minutes $1 free every month, no card. SerpApi-compatible JSON from the first call. [Get my free API key](https://quanticdata.io/signup/) Also on the platform: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Competitor Price Monitoring](https://quanticdata.io/competitor-price-monitoring/) [Scrape Job Postings](https://quanticdata.io/scrape-job-postings/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) [Web Data API for AI](https://quanticdata.io/web-data-api-for-ai/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Sneaker Proxies](https://quanticdata.io/sneaker-proxies/) [SOCKS5 Proxies](https://quanticdata.io/socks5-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) --- Source: https://quanticdata.io/serp-api/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /signup/ ======================================================================== ## Sign Up — $1 Free Every Month, No Card > Create your QuanticData account: $1 of free API usage every month, no card required. One key for the SERP, scraping and crawling APIs plus residential proxies. [Quantic Data](https://quanticdata.io/) # Create your QuanticData account $1 of free API usage every month, no card required. Already have an account? [Log in](https://quanticdata.io/login/). We're opening accounts in waves while the platform is in preview. Write to [hello@quanticdata.io](mailto:hello@quanticdata.io?subject=Account%20request) and we'll set yours up — free tier included. $1 free every month No card required Pay per success By creating an account you agree to our [Terms](https://quanticdata.io/terms/) and [Privacy Policy](https://quanticdata.io/privacy/), and to use the platform for lawful data collection on public sources. ## One account unlocks the whole platform Signing up creates a single QuanticData account for both sides of the platform. On the data side you get the [SERP API](https://quanticdata.io/serp-api/), the [Web Scraping API](https://quanticdata.io/web-scraping-api/), site-wide [crawl & map](https://quanticdata.io/crawl-map/) jobs and the [SEO audit](https://quanticdata.io/seo-audit/) endpoint — one key, one JSON envelope, billed per successful call. On the network side the same account buys and manages residential, datacenter, ISP, mobile and IPv6 proxy plans, with credentials generated from the dashboard. Your AI agent gets the same access through the [MCP server](https://quanticdata.io/mcp-server/). ## Before you sign up ### Do I need a credit card to sign up? No. Every account starts with $1 of free API usage that renews every month, with no card on file. You add a payment method only when you decide to top up beyond the free allowance — there is no trial countdown and nothing expires. ### What do I get with a free account? One API key that works across the whole platform: the SERP API from $0.0005 per search, the Web Scraping API from $0.0002 per page, site-wide crawl and map jobs, the SEO audit endpoint, and access to residential, datacenter, ISP, mobile and IPv6 proxy plans. The $1 monthly allowance covers roughly 2,000 request-tier searches or 5,000 scraped pages. ### How does pay-per-success billing work? You are charged only for calls that return a usable result. Blocked pages, captchas, timeouts and internal retries cost nothing, and async crawl or batch jobs automatically refund the pages they could not fetch. Every response includes its exact cost, so the invoice is never a surprise. ### Can my AI agent use the account? Yes. The same API key plugs into the QuanticData MCP server, which exposes search, scrape, map, crawl, batch and seo_audit as native tools for Claude, Cursor and any MCP-capable agent. One npx command and your agent collects its own data. One account · every network · every API The web, structured for your pipeline in one key. **$0.0005** / search **$0.0002** / page **$0.60/GB** residential **8 tools** via MCP your first call ``` $ export QD_API_KEY=qd_live_your_key_here $ curl https://api.quanticdata.io/v1/serp \ -d '{ "query": "coffee grinders", "engine": "google" }' { "organic": [ … ], "usage": { "cost_usd": 0.0005 } } # your first $1 every month is on us ``` --- Source: https://quanticdata.io/signup/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /sneaker-proxies/ ======================================================================== ## Sneaker Proxies from $0.60/GB > Sneaker proxies from $0.60/GB: rotating residential IPs for Nike SNKRS and static ISP IPs for fast Shopify and Footsites checkouts, with any bot. [Home](https://quanticdata.io/)/*Sneaker Proxies* # Sneaker proxies from $0.60/GB Sneaker proxies give every task its own IP so a limited drop doesn't cancel your orders for coming from one address. Use rotating residential IPs for Nike SNKRS, and fast static ISP IPs to hold a checkout on Shopify and Footsites — with country targeting for region-locked releases and unlimited concurrent tasks. [See pricing](/sneaker-proxies/#plans) [Talk to us](mailto:hello@quanticdata.io) Residential & static ISP IPs · Works with any bot · Unlimited concurrency Sneaker network one IP per task · residential + static ISP · any bot **Residential + ISP**rotate to enter, static IP to check out **Country targeting**match region-locked drops per request **Unlimited concurrent**run as many tasks as your bot opens **Any bot, any browser**HTTP · HTTPS · SOCKS5, user:pass or allowlist Pricing ## Pick the network for the drop, from $0.60/GB Sneaker copping isn't one proxy type — it's the right IP for the site. Rotate residential to enter, run static ISP IPs through the checkout. Country targeting and sticky sessions are included on every plan. ### Not sure what a site needs? SNKRS and heavy anti-bot sites want rotating residential; Shopify and Footsites reward fast static ISP IPs. Tell us the sites and task count and we'll size the mix. [Talk to us](mailto:hello@quanticdata.io) [Rotating residential $0.60 /GB Best for Nike SNKRS Real home IPs, no expiry Widest country list](https://quanticdata.io/residential-proxies/#basic) [Best for checkout Static ISP $3.80 /IP Fast, stable checkouts Shopify & Footsites Dedicated, no rotation](https://quanticdata.io/isp-proxies/) [Residential Premium $2.50 /GB Hardest anti-bot sites Highest-trust IPs Sticky to 120 min](https://quanticdata.io/residential-proxies/#plans) Rotating & staticHTTP · HTTPS · SOCKS5Country targetingSticky sessionsUnlimited concurrent tasksWorks with any bot ## What are sneaker proxies? **Sneaker proxies are IP addresses you route a checkout bot or browser through so many purchase attempts at a limited release don't all appear to come from one IP.** Retailers enforce one pair per customer and ban an IP that submits repeat orders, so each task needs its own clean exit — that's what a sneaker proxy provides. There is no single "sneaker proxy" type. **Rotating residential** IPs come from real homes and spread entries across many exits — the usual pick for Nike SNKRS. **Static ISP** IPs are datacenter-hosted but ISP-registered, so they're fast and hold one identity through a checkout — ideal for Shopify and Footsites. QuanticData gives you both from one account. Enter with residential, check out on ISP residential → rotate many IPs past the queue static ISP → one fast, stable IP through payment ## What copping setups use them for ### Nike SNKRS drops Rotate residential IPs so each entry looks like a separate buyer, with country targeting to match the release region. ### Shopify releases Hold a fast static ISP IP through the whole checkout so the session doesn't reset mid-purchase. ### Footsites & retail Low-block ISP IPs keep long checkout sessions stable on Footlocker, Champs and Eastbay. ### Running many tasks One IP per task with unlimited concurrency, so hundreds of checkouts run without a single IP being flagged. ### Region-locked releases Target the exact country of a geo-locked drop so your IPs sit where the release goes live. ### Restock & drop monitoring Watch stock and drop times without copping — pull it with our [scraping API](https://quanticdata.io/web-scraping-api/) on the same network. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Only need the release data, not the cop? The same network powers our data APIs: send a product URL or a search and get stock, price and drop data back as clean JSON — billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## Paste one endpoint into any bot ``` # rotating residential — a new IP per request curl -x resi.quanticdata.io:8080 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` # static ISP — one fixed IP for the whole checkout proxy = "http://USER-country-us:PASS@isp.quanticdata.io:8000" import requests r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()) # same IP every time ``` ``` const r = await fetch("https://ipinfo.io/json", { dispatcher: new ProxyAgent( "http://USER-country-us:PASS@resi.quanticdata.io:8080") }); console.log((await r.json()).ip); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Track drops with an AI agent Point an agent at our MCP server and it can search, scrape and monitor release pages as tools — no proxy config in its code. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical sneaker proxy provider | | QuanticData | Typical provider | | --- | --- | --- | | Networks | residential, static ISP & datacenter — one account | one type, or upsold separately | | Pricing | residential from $0.60/GB, ISP from $3.80/IP | subscription minimums | | Bandwidth | no expiry on residential | data expires monthly | | Sessions | rotating or sticky, set per request | fixed per plan | | Bot compatibility | any AIO/site bot via HTTP/SOCKS5 | same, but no data layer | | Data APIs on the same network | stock & drop monitoring, pay-per-success | none, proxies only | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What are sneaker proxies? Sneaker proxies are IP addresses you route a checkout bot or browser through so that many purchase attempts at a limited sneaker release don't all come from one IP. They let you bypass a retailer's one-pair-per-customer IP limits, reach region-locked drops, and run many tasks at once. QuanticData covers both the residential IPs and static ISP IPs sneaker copping needs. ### ISP or residential proxies for sneakers — which is better? Both have a role. Residential IPs come from real home connections and rotate well, which suits Nike SNKRS and sites with heavy anti-bot. Static ISP IPs are datacenter-hosted but ISP-registered, so they're fast and stable through a checkout — ideal for Shopify and Footsites where session stability and speed matter. Many copping setups use residential to enter and ISP to check out. ### Which proxies should I use for Nike SNKRS? Rotating residential proxies are the usual choice for Nike SNKRS: real home IPs spread across many exits so each entry looks like a separate buyer. Use country targeting to match the region of the release, and open enough IPs to cover the number of tasks you run. ### How many sneaker proxies do I need? As a rule of thumb, one IP per task (per account/entry) so no IP submits more than one checkout. For residential you buy bandwidth, so you scale tasks freely; for static ISP you buy IPs, so match the IP count to your task count. Start small, test on a drop, and scale what works. ### Do these proxies work with sneaker bots like Cybersole and Kodai? Yes. The proxies work with any AIO or site-specific bot that accepts standard HTTP/HTTPS/SOCKS5 proxies with username:password — Cybersole, Kodai, and the rest — as well as a plain browser. You paste the endpoint and credentials into the bot's proxy list. ### Rotating or sticky sessions for checkout? Rotate to spread entries across many IPs, then use a sticky session — one IP held for the length of a checkout — so a multi-step purchase (cart, address, payment) stays on the same exit and doesn't reset. Static ISP IPs give you that stable identity by default. ### Can I use datacenter proxies for sneakers? Datacenter proxies are the fastest and cheapest, and they can work on less protected checkouts, but the big sneaker sites flag datacenter ranges quickly. Use them for speed on permissive targets, and switch to ISP or residential on Nike SNKRS, Shopify and Footsites. ### Can I target a specific country for region-locked releases? Yes. Country targeting is a request parameter, so you can put every IP in the country of a region-locked drop. Residential covers the widest country list; static ISP IPs are available in 25 countries. ### How much do sneaker proxies cost? Rotating residential starts at $0.60/GB on the Basic line and $2.50/GB on Premium for the hardest sites; static ISP IPs are $3.80/IP per month (down to $3.00/IP at volume). You only pay for the network you use, with no bandwidth expiry on residential. ### Which protocols and authentication are supported? HTTP, HTTPS and SOCKS5, with username:password authentication or an IP allowlist — the formats every sneaker bot and antidetect browser expects. ### Are sneaker proxies legal? Using proxies is legal in most places. Automated buying, however, can breach a retailer's terms of service (many drops are one pair per customer), so that part is on you — check each site's terms before you cop. We don't provide bots, only the IPs. ### Can I skip the setup and pull the data I need instead? If your goal is release data — stock, prices, drop times — rather than copping, the same network powers QuanticData's scraping and SERP APIs: send a URL or query and get clean JSON back, billed only on success. ## One IP per task, on the right network Rotating residential from $0.60/GB, static ISP from $3.80/IP — enter with one, check out with the other. [See pricing](/sneaker-proxies/#plans) Also on the network: [ISP Proxies](https://quanticdata.io/isp-proxies/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) --- Source: https://quanticdata.io/sneaker-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /socks5-proxies/ ======================================================================== ## SOCKS5 Proxies from $0.50/GB > SOCKS5 proxies from $0.50/GB on every network — residential, datacenter, ISP and mobile. Route any TCP or UDP traffic, not just web: scraping, apps, Telegram. [Home](https://quanticdata.io/)/*SOCKS5 Proxies* # SOCKS5 proxies from $0.50/GB SOCKS5 is a protocol that tunnels any TCP or UDP traffic — not just web — so it carries scrapers, apps, messaging and game clients an HTTP proxy can't. Every QuanticData network speaks SOCKS5: point a SOCKS5 client at residential, datacenter, ISP or mobile IPs, with the same credentials and country targeting. [See pricing](/socks5-proxies/#plans) [Talk to us](mailto:hello@quanticdata.io) SOCKS5 on every network · TCP & UDP · Country targeting included SOCKS5 tunnel any TCP/UDP traffic · one tunnel · any network **SOCKS5 on every network**residential, datacenter, ISP & mobile **TCP & UDP**carries traffic HTTP proxies can't **Rotating & sticky**fresh IP per connection, or one held IP **Country targeting**choose the exit country per session Pricing ## SOCKS5 on any network, from $0.50/GB You pay for the IP network, not the protocol — SOCKS5 ships free on every plan alongside HTTP and HTTPS. Pick the network for the IP type you need and connect over SOCKS5. ### Need SOCKS5 on mobile or a dedicated IP? Mobile 4G/5G IPs and dedicated static ISP IPs both support SOCKS5 too — tell us the app and the target and we'll point you at the right network. [Talk to us](mailto:hello@quanticdata.io) [Datacenter $0.50 /GB Fastest & cheapest SOCKS5 · HTTP · HTTPS Rotating or static](https://quanticdata.io/datacenter-proxies/) [Most popular Residential $0.60 /GB Real home IPs SOCKS5 · HTTP · HTTPS Widest country list](https://quanticdata.io/residential-proxies/#basic) [Static ISP $3.80 /IP Dedicated static IPs SOCKS5 · HTTP · HTTPS Stable, long sessions](https://quanticdata.io/isp-proxies/) SOCKS5 · HTTP · HTTPSTCP & UDPUser:pass or IP allowlistRotating & stickyCountry targetingOne endpoint ## What is a SOCKS5 proxy? **A SOCKS5 proxy forwards network traffic at a lower level than an HTTP proxy, relaying raw TCP and UDP without reading or rewriting the payload.** Because it doesn't try to understand the traffic, it carries anything — browsers, scrapers, messaging apps, email clients, game traffic — not just web requests. It's the protocol you reach for when an HTTP proxy can't carry what you're sending. SOCKS5 isn't a separate IP pool — it's a way to connect. With QuanticData every network speaks it, so you choose **residential**, **datacenter**, **ISP** or **mobile** for the IP type, then connect over SOCKS5, HTTP or HTTPS with the same username:password, country targeting and rotation. SOCKS5 vs HTTP proxy HTTP → web traffic only, reads the payload SOCKS5 → any TCP/UDP app, raw passthrough ## What SOCKS5 is used for ### Web scraping & automation Route scrapers and bots over a clean tunnel with per-request rotation or a sticky IP. ### Messaging apps & Telegram Telegram and other apps support SOCKS5 natively — paste host, port and credentials and you're routed. ### Desktop apps & email Any app with a SOCKS5 setting — email clients, download managers, dev tools — tunnels through your chosen IP. ### UDP & real-time traffic Voice, game clients and streaming protocols that need UDP work over SOCKS5, unlike an HTTP proxy. ### Sneaker & account tools Bots that expect a SOCKS5 endpoint connect the same way — pair with our [sneaker proxies](https://quanticdata.io/sneaker-proxies/) setup. ### Anonymous browsing Send a browser or antidetect profile through a residential SOCKS5 IP in the country you choose. ## Which network fits your use case? [Residential Hardest anti-bot sites, geo-accurate real-home IPs from $0.60/GB →](https://quanticdata.io/residential-proxies/) [Datacenter Fastest and cheapest, for permissive targets from $0.50/GB →](https://quanticdata.io/datacenter-proxies/) [ISP · static Static IPs with residential trust and datacenter speed from $3.80/IP →](https://quanticdata.io/isp-proxies/) [Mobile 4G/5G carrier IPs for the toughest app targets from $2.50/GB →](https://quanticdata.io/mobile-proxies/) [Rotating A fresh IP on every request, for scraping at scale from $0.50/GB →](https://quanticdata.io/rotating-proxies/) ### Don't want to manage proxies at all? If you just need web data, the same networks power our data APIs: send a URL or a query, get clean Markdown or SerpApi-compatible JSON back — billed only when the result is usable, from $0.0002 per page. [Explore the Data APIs](https://quanticdata.io/#l-scraping) Integration ## Point any SOCKS5 client at one endpoint ``` # SOCKS5 over the residential network curl --socks5 resi.quanticdata.io:1080 \ -U "USER-country-us:PASS" \ https://ipinfo.io/json ``` ``` import requests # requests needs the socks extra: pip install requests[socks] proxy = "socks5://USER-country-us:PASS@resi.quanticdata.io:1080" r = requests.get("https://ipinfo.io/json", proxies={"http": proxy, "https": proxy}) print(r.json()) ``` ``` import { SocksProxyAgent } from "socks-proxy-agent"; const agent = new SocksProxyAgent( "socks5://USER-country-us:PASS@resi.quanticdata.io:1080"); const r = await fetch("https://ipinfo.io/json", { agent }); console.log((await r.json()).ip); ``` ## Get started in 3 steps 1 ### Create your free account Sign up and claim the trial — no card required to start testing. 2 ### Grab your credentials Copy your proxy username and password, or an API key, from the dashboard. 3 ### Point your client at the endpoint Add the host, port and credentials to your scraper, bot or browser — you're live. ### Your AI agent can drive the network No proxy configuration in your agent's code: our MCP server exposes search, scrape and crawl as tools, and every call routes through the right exits automatically. Works with Claude, Cursor, or any MCP-capable agent. [See how agents use it](https://quanticdata.io/web-data-api-for-ai/) ## QuanticData vs a typical SOCKS5 provider | | QuanticData | Typical provider | | --- | --- | --- | | Networks with SOCKS5 | residential, datacenter, ISP & mobile | one or two networks | | Protocols | SOCKS5, HTTP & HTTPS on every plan | SOCKS5 as a separate product | | Pricing | from $0.50/GB, no expiry on residential | subscription minimums | | Sessions | rotating or sticky, set per request | fixed per plan | | Data APIs on the same network | scraping, SERP, crawl — pay-per-success | none, proxies only | | AI agent access | MCP server: every API is a tool | none | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is a SOCKS5 proxy? SOCKS5 is a proxy protocol that forwards network traffic at a lower level than an HTTP proxy. Instead of only understanding web requests, it passes through any TCP or UDP connection untouched, so it works for browsers, scrapers, apps, email clients, game clients and more. With QuanticData every proxy network speaks SOCKS5, so you keep the same IPs and just point a SOCKS5-capable client at them. ### What is the difference between SOCKS5 and HTTP proxies? An HTTP proxy only handles web (HTTP/HTTPS) traffic and can read or modify it. A SOCKS5 proxy is protocol-agnostic: it relays raw TCP and UDP without interpreting the payload, so it supports any application, not just a browser. HTTP proxies suit pure web scraping; SOCKS5 is the choice when you need non-web protocols, UDP, or a single tunnel for a whole app. ### What can I use a SOCKS5 proxy for? Anything that speaks TCP or UDP: web scraping and automation, sneaker and account tools, messaging apps like Telegram, email clients, game traffic, streaming, and any desktop app that accepts a SOCKS5 endpoint. Because it doesn't touch the payload, it's a clean tunnel for traffic an HTTP proxy can't carry. ### Do you offer free SOCKS5 proxies or a free list? No — and the free SOCKS5 lists you find online are best avoided: they're mostly dead, slow, shared with abusers, and can log your traffic. QuanticData SOCKS5 proxies are private, authenticated and run on real residential, ISP, datacenter and mobile IPs, from $0.50/GB, with a trial so you can test before you commit. ### Can I use SOCKS5 proxies for Telegram? Yes. Telegram supports SOCKS5 natively — paste the host, port and your username:password into Telegram's proxy settings and your traffic routes through the IP you chose, with country targeting if you need a specific region. ### Which networks support SOCKS5? All of them — residential, datacenter, ISP and mobile. SOCKS5 is a protocol on top of the same IP pools, so you choose the network for its IP type and connect over SOCKS5, HTTP or HTTPS with the same credentials. ### Does SOCKS5 support UDP? Yes. Unlike an HTTP proxy, SOCKS5 can relay UDP as well as TCP, which is why it works for real-time traffic like voice, game clients and some streaming protocols that an HTTP proxy simply can't carry. ### Is a SOCKS5 proxy faster than an HTTP proxy? Often, yes. Because SOCKS5 forwards raw packets without parsing or rewriting the HTTP layer, it adds less overhead per request. The bigger win is compatibility: it carries traffic an HTTP proxy would reject outright. ### How do I set up and authenticate a SOCKS5 proxy? Point any SOCKS5-capable client — a browser, scraper, curl, or an app's proxy settings — at the endpoint host and port, and authenticate with username:password or an IP allowlist. The username carries targeting directives such as country, and a session token for a sticky IP. ### How much do SOCKS5 proxies cost? You pay for the network, not the protocol: datacenter from $0.50/GB, residential from $0.60/GB, and static ISP IPs from $3.80/IP. SOCKS5 is included on every plan alongside HTTP and HTTPS, at no extra cost. ### Can SOCKS5 proxies rotate, or stay static? Both. Use per-request rotation for a fresh IP each connection, or a sticky session — up to 120 minutes — to hold one IP for an app that needs a stable identity. Rotation behaviour is set with the credentials, the same way across every network. ### Are SOCKS5 proxies legal? Using a SOCKS5 proxy is legal in most jurisdictions. As always, it's what you do through it that matters: collect public data, respect each service's terms, and don't access private systems or personal data. ### Can I skip proxy setup and just get the data? Yes. If your goal is web data rather than a tunnel, the same network powers QuanticData's scraping, SERP and crawling APIs: send a URL or a query and get clean Markdown or JSON back, billed only when the result is usable. ### SOCKS5 proxy vs VPN — what is the difference? A VPN captures everything your device sends and encrypts the tunnel; a SOCKS5 proxy routes only the traffic you point at it and does not encrypt anything by itself. That sounds like the VPN always wins, until you need ten different exit IPs at once for ten different tasks — a VPN gives your whole machine one, while SOCKS5 lets each tool, browser profile or scraper thread carry its own. Use a VPN for privacy on your own connection; use SOCKS5 when the job is per-application control and many IPs. Since SOCKS5 adds no encryption, keep your traffic on HTTPS. ### How do I use a SOCKS5 proxy on Android or iPhone? There is no system-wide SOCKS5 setting on either platform — the Wi-Fi proxy fields accept HTTP only, which is why this trips people up. On both, SOCKS5 is configured inside the app that supports it: Telegram has it under Settings → Data and Storage → Proxy, and most torrent and automation clients expose their own proxy section. For device-wide routing you need a client app that builds a local tunnel from the SOCKS5 endpoint. On desktop, a browser extension per profile is the usual route. ## One protocol, every network SOCKS5 on residential, datacenter, ISP and mobile — from $0.50/GB, TCP and UDP, rotating or sticky. [See pricing](/socks5-proxies/#plans) Also on the network: [Residential Proxies](https://quanticdata.io/residential-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Web Scraper API](https://quanticdata.io/web-scraping-api/) --- Source: https://quanticdata.io/socks5-proxies/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /terms/ ======================================================================== ## Terms of Service > The terms that govern your use of QuanticData proxy networks and web data APIs — acceptable use, billing and pay-per-success, your responsibilities, and liability. [Home](https://quanticdata.io/)/*Terms* # Terms of Service Last updated: 21 July 2026 · [Operating entity, registered address & governing law — to confirm before launch] These Terms govern your access to and use of the QuanticData website, dashboard, proxy networks and APIs (the "Service"). By creating an account or using the Service you agree to these Terms. If you use the Service for an organisation, you confirm you are authorised to bind it. ## 1. The Service QuanticData provides proxy networks and pay-per-success web data APIs (search, scraping, crawling, mapping, SEO audit and related tools). We may change, add or remove features; we will give reasonable notice of material changes that adversely affect a paid feature you rely on. ## 2. Accounts You must provide accurate information and keep your credentials and API keys secure. You are responsible for all activity under your account and keys. Notify us promptly of any unauthorised use. One person or organisation per account unless agreed otherwise. ## 3. Acceptable use You agree to use the Service only for lawful collection of publicly accessible data, and **not** to: - access data behind a login, paywall or authentication you are not authorised to use, or bypass access controls or CAPTCHAs on accounts; - collect or process personal data without a lawful basis, or in breach of privacy laws; - infringe intellectual property, breach a site's binding contractual terms where those apply to you, or facilitate fraud, spam, malware or attacks; - resell or redistribute raw access in a way that circumvents our billing, or exceed documented rate limits deliberately; - use the Service to harm, harass or surveil individuals. You are solely responsible for the targets you choose, the data you collect and how you use it. We may suspend accounts that breach this section. ## 4. Billing and pay-per-success - Usage is billed per successful result at the unit prices shown on the site and in your dashboard. **Failed calls — blocked pages, captchas, timeouts and internal retries — are not billed**, and asynchronous crawl and batch jobs automatically refund pages that could not be fetched. These automatic credits are the core of how billing works — you are only ever charged for usable results. - Every account includes a monthly free allowance; beyond it you pay from your prepaid balance or subscription. Subscriptions renew until you cancel. - Prices exclude taxes unless stated; applicable taxes (e.g. VAT) are added at checkout. ## 5. Refunds Except where the law requires otherwise, and apart from the automatic pay-per-success credits described above, fees are non-refundable. In particular: - **Prepaid balance** is spent against usage and is non-refundable; unused balance does not expire but is not returned as cash. - **Subscription fees** are charged for the billing period and are not refunded when you cancel; cancellation stops the next renewal. - **Per-IP proxy rentals** (for example ISP proxies) are non-refundable once the IPs are provisioned or the rental period has begun. Where we are at fault — a genuine service failure on our side — we may, at our discretion, credit your account. Any promotional trial or money-back offer, if we run one, applies only on the specific terms stated in that offer. Consumers keep any statutory withdrawal or refund rights that apply in their country. ## 6. Your data and ours You retain all rights to the data you collect through the Service; you grant us only the limited rights needed to operate it. We handle personal data as described in our [Privacy Policy](https://quanticdata.io/privacy/). We own the Service itself, our software, brand and documentation. ## 7. Availability We aim for high availability but do not guarantee the Service will be uninterrupted or error-free unless a separate SLA applies to your plan. We may perform maintenance and will try to minimise disruption. ## 8. Suspension and termination You may close your account at any time. We may suspend or terminate access for breach of these Terms, non-payment, or where required by law or to protect the Service or third parties. On termination your right to use the Service ends; sections that by nature survive (e.g. billing owed, liability, governing law) continue. ## 9. Warranties and disclaimer The Service is provided "as is" and "as available". To the extent permitted by law we disclaim implied warranties of merchantability, fitness for a particular purpose and non-infringement. We do not warrant that any specific target will be accessible or that results will be complete. ## 10. Limitation of liability To the extent permitted by law, neither party is liable for indirect, incidental or consequential damages, or lost profits or data. Our total liability for any claim is limited to the amount you paid us for the Service in the three months before the event giving rise to the claim. Nothing limits liability that cannot be limited by law. ## 11. Indemnity You will indemnify us against claims arising from your use of the Service in breach of these Terms or of applicable law, including claims relating to the data you collect or how you use it. ## 12. Changes to these Terms We may update these Terms and will revise the date above; material changes will be notified in the dashboard or by email. Continued use after changes take effect means you accept them. ## 13. Governing law [Governing law and venue — to confirm with the operating entity's jurisdiction before launch.] Disputes will be resolved in the courts of that jurisdiction, subject to any mandatory consumer protections in your country. ## 14. Contact Questions about these Terms: [hello@quanticdata.io](mailto:hello@quanticdata.io). --- Source: https://quanticdata.io/terms/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /web-data-api-for-ai/ ======================================================================== ## Web Data API for AI Agents — MCP Native > MCP-native web data API for AI: search, scrape, crawl and map as agent tools, one JSON envelope, schema-valid extraction, pay per success. $1 free monthly. [Home](https://quanticdata.io/)/*Web Data API for AI* # Web data API for AI — your agent drives it Web data for AI is web content collected and shaped so models can use it directly: clean Markdown, stable JSON, verifiable sources. QuanticData exposes search, scraping and crawling as native MCP tools over four proxy networks, bills only successful calls, and starts at $0.0002 per page. [Get my free API key](https://quanticdata.io/signup/) [See the MCP tools](/web-data-api-for-ai/#mcp) $1 free every month · No card required · Pay per success mcp · agent session ``` # the agent decides every call itself tool call · search { "query": "rtx 5090 restock eu", "engine": "google" } → organic[10] · people_also_ask[4] · ai_overview tool call · scrape { "url": "https://nova-tech.de/rtx-5090" } → "# RTX 5090 — €1,899 · in stock" → usage: { "cost_usd": 0.0002 } ``` 7 tools, one key *search* *scrape* *crawl* *map* *batch* *seo_audit* *crawl_status* **MCP built in**search · scrape · crawl · map · batch · seo_audit **One JSON envelope**same shape across every product **4 proxy networks under it**residential · mobile · datacenter · IPv6 **Pay per success**agents retry free — failures cost nothing Pricing ## Priced for exploratory agents Agents probe, retry and dead-end by design — so failed calls are never billed, and every response tells the agent what it just spent. **$0.0002**per page scraped*$0.001 with JS rendering* **$0.0005**per SERP search*$0.002 with JS rendering* **$0.0003**per crawled page*async, auto-refund on unused* **$0.0002**per batch URL*up to 1,000 URLs per job* ### Pay as you go $0/mo - $1 free credit / month - 60 requests / min - List unit prices ### Starter $19/mo - $10 free credit / month - 300 requests / min - 10% off unit prices Most popular ### Growth $79/mo - $50 free credit / month - 600 requests / min - 20% off unit prices ### Scale $299/mo - $250 free credit / month - 1,200 requests / min - 30% off unit prices Usage cost in every responseFailed calls never billedAsync jobs auto-refund failuresOne key for APIs and proxiesLLM-ready Markdown ## What is web data for AI? **Web data for AI is web content collected, cleaned and structured so language models can consume it directly** — as grounding for answers, context for RAG, or corpora for training. The difference from classic scraping is the consumer: a model needs token-efficient text, stable schemas and provenance, not raw HTML. QuanticData was built for that consumer. Every page comes back as clean Markdown with metadata for citations; every search as stable, SerpApi-compatible JSON; every product through **one envelope an agent learns once** — and the whole surface is callable by the agent itself, not just by your backend. Provenance included title · author · publish date · canonical URL on every page — citations come free with the content ## Your agent holds the tools The [QuanticData MCP server](https://quanticdata.io/mcp-server/) turns the whole platform into a toolbox the model calls on its own: `search` across three engines and 17 verticals, `scrape` with structured or AI extraction, `crawl` and `map` for whole sites, `batch` for lists, `seo_audit` for rendering diffs. Typed schemas, so the model knows what each tool takes and returns. Connect it once from your dashboard to Claude, Cursor or any MCP-capable client — **no glue code, no SDK, no per-framework adapters**. Async jobs poll incrementally with cursors, so long crawls don't blow the context window. Prefer REST? The same tools are plain HTTP endpoints with the same envelope. acme-store.com/gpus 1. goto acme-store.com/gpus 2. click “In stock only” 3. extract 24 products 4. { "products": [ … ] } · schema valid ## From live web to model-ready data ### Agent grounding Give assistants live answers with sources: a search tool for discovery, a scrape tool for depth, cost visibility on every call. ### RAG ingestion Markdown chunks with GFM tables, canonical URLs and publish dates — your embedder and your citations fed by the same response. ### Corpus building Map a site's URLs, crawl it breadth-first, batch-refresh what changed. Unused crawl pages are refunded automatically. ### Structured extraction Describe fields in a schema — or in plain language — and get schema-valid JSON out, ready for downstream functions. ### SERP intelligence Rankings, People Also Ask and AI Overviews as stable JSON — the raw material for SEO agents and market monitors. ### Hard targets Four proxy networks and browser escalation under the same API — when a source fights back, the agent doesn't need to know. ### Four networks under the hood — yours too, if you want them Every call routes through QuanticData's own residential, mobile, datacenter and IPv6 networks. Need raw transport instead of finished data? The same networks are sold as [plain proxies](https://quanticdata.io/residential-proxies/) under the same account. [See the proxy networks](https://quanticdata.io/#l-connection) Integration ## REST when you drive, MCP when the agent does ``` curl https://api.quanticdata.io/v1/scrape \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "url": "https://acme.dev/blog/chunking", "format": "markdown", "contentMode": "article" }' ``` ``` import requests r = requests.post("https://api.quanticdata.io/v1/scrape", headers={"Authorization": f"Bearer {KEY}"}, json={"url": "https://acme.dev/blog/chunking", "format": "markdown", "contentMode": "article"}) doc = r.json()["data"] # feed your RAG pipeline chunks = split(doc["content"]) # citations: doc["metadata"] ``` ``` const r = await fetch("https://api.quanticdata.io/v1/scrape", { method: "POST", headers: { Authorization: `Bearer ${process.env.QD_API_KEY}` }, body: JSON.stringify({ url: "https://acme.dev/blog/chunking", format: "markdown", contentMode: "article" }) }); const { data } = await r.json(); // data.content → your embedder ``` ## Works where your agent lives MCP-capable environments connect natively; everything else wraps one HTTP endpoint as a custom tool in a few lines. The response envelope never changes between them — prototype in Claude, ship in LangChain, monitor from n8n, same fields throughout. Just need one piece? The [SERP API](https://quanticdata.io/serp-api/) and the [web scraping API](https://quanticdata.io/web-scraping-api/) stand alone too. Chips, not lock-in *Claude* *Cursor* *n8n* *LangChain* *CrewAI* *OpenAI Agents SDK* *LlamaIndex* *Zapier* ## QuanticData vs a typical AI data tool | | QuanticData | Typical AI data tool | | --- | --- | --- | | Entry price | $0 — pure pay-as-you-go | monthly plan with credit bundles | | Failed calls | never billed, refunded in async jobs | consume credits | | Cost visibility | usage block in every response | dashboard only | | Output | one envelope across search, scrape, crawl | per-product schemas | | Network | 4 in-house proxy networks, also sold raw | opaque, API-only | | Free tier | $1 every month, renews forever | one-time trial credits | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### Why do AI agents need a dedicated web data API? Because agents consume the web differently than humans or scrapers do. They need tools they can call on their own, content that doesn't waste tokens on nav and markup, stable field names they can rely on across calls, and billing that doesn't punish exploratory requests. A generic scraper solves none of that by default. ### What is MCP (Model Context Protocol)? MCP is an open standard that lets AI assistants connect to external tools and data sources. A server declares tools with typed schemas; the model decides when to call them. Claude, Cursor and a growing set of frameworks speak it natively — connect a server once and the agent gains those capabilities. ### Which MCP tools does QuanticData expose? Seven: search (every engine and vertical), scrape (single pages with optional structured or AI extraction), crawl and crawl_status (whole-site jobs), map (URL discovery), batch and batch_status (up to 1,000 URLs per job), plus seo_audit for comparing a page's no-JS and rendered views. ### How does pay-per-success billing work? A call is charged only when it returns a usable result — blocked pages, captchas, timeouts and internal retries cost nothing. That matters for agents in particular: they explore, retry and dead-end by design, and each response carries a usage block so the agent can see what a call actually cost. ### Can I use it for RAG pipelines? Yes — that is the primary shape of the output. Pages arrive as clean Markdown with GFM tables, absolutized links and metadata (title, author, publish date, canonical) for citations. Map discovers a site's URLs, crawl fetches them, and batch keeps a corpus refreshed on your schedule. ### Can I use it to collect LLM training data? Yes. The same APIs scale from single pages to site-wide crawls, routed through four proxy networks for geographically diverse collection. You are responsible for the usual diligence on sources — licensing, robots directives, personal data — the API gives you the collection layer, not the legal cover. ### What format do responses come in? One JSON envelope across every product, so an agent learns the shape once. Page content is Markdown, HTML or text; SERP results use SerpApi-compatible fields; structured extraction returns exactly the fields your schema names; and each billed response includes a usage block with its cost. ### Which agent frameworks does it work with? MCP-capable environments — Claude, Cursor and others — connect natively. Everything else integrates over plain REST with one endpoint per tool: LangChain, CrewAI, LlamaIndex and the OpenAI Agents SDK wrap it as a custom tool in a few lines, and n8n or Zapier call it from an HTTP node. ### How much does it cost? List prices: $0.0002 per scraped page ($0.001 with JS rendering), $0.0005 per search ($0.002 rendered), $0.0003 per crawled page, $0.0002 per batch URL. No subscription or monthly minimum; optional tiers from $19 to $299 per month add free credit, higher rate limits and up to 30% off. ### Is there a free tier? Yes. Every account gets $1 of free usage each month with no card required — thousands of scrapes or searches, renewed monthly, shared across all Data APIs. It is enough to wire the MCP server into your agent and run real workloads before deciding to pay anything. ### How is this different from using proxies directly? Proxies give you transport: an IP in the right country and nothing else — fetching, rendering, parsing and retries stay your problem. The Data APIs sit on top of the same four networks and hand back finished data. Use whichever layer fits; both live under one account and one key. ### Is collecting web data for AI legal? Collecting publicly accessible web data is generally lawful in most jurisdictions, but copyright, site terms and privacy law still apply — and AI training adds active regulatory debate on top. Collect public content, respect the target's terms, mind personal data, and get legal advice for your specific use case. ## Give your agent the web $1 free every month, no card. Connect the MCP server and let it work. [Get my free API key](https://quanticdata.io/signup/) Also on the platform: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Market Research Data](https://quanticdata.io/market-research-data/) [Web Scraping API](https://quanticdata.io/web-scraping-api/) [SERP API](https://quanticdata.io/serp-api/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Sneaker Proxies](https://quanticdata.io/sneaker-proxies/) [SOCKS5 Proxies](https://quanticdata.io/socks5-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) --- Source: https://quanticdata.io/web-data-api-for-ai/ · Site index for AI: https://quanticdata.io/llms.txt ======================================================================== # /web-scraping-api/ ======================================================================== ## Web Scraping API — Markdown from $0.0002/Page > Scrape any page into clean Markdown, HTML or structured JSON from $0.0002 each. Smart content mode, JS rendering, pay per success — $1 free every month. [Home](https://quanticdata.io/)/*Web Scraping API* # Web scraping API from $0.0002 per page A web scraping API fetches any URL through proxies, gets past anti-bot checks and returns the page as data you can use. QuanticData answers with clean Markdown, HTML or structured JSON, escalates to a real browser only when a target demands it, and bills only the pages that succeed. [Get my free API key](https://quanticdata.io/signup/) [See pricing](/web-scraping-api/#plans) $1 free every month · No card required · Pay per success Messy page in · clean data out nav, cookie walls & chrome stripped automatically POST /v1/scrape ``` $ curl https://api.quanticdata.io/v1/scrape \ -d '{ "url": "https://acme.dev/pricing" }' { "status": 200, "title": "Acme pricing", "format": "markdown", "engine": "tls", "content": "# Acme pricing\n | plan | price | seats |\n | Pro | $29 | 10 | …" } # GFM tables kept · links absolutized · pay per success ``` **Smart content mode**nav, cookie walls & chrome stripped **Markdown · HTML · text**GFM tables kept, URLs absolutized **Auto engine**TLS fingerprints first, browser on challenge **Pay per success**blocks, timeouts & retries are free Pricing ## Per page. No subscription. Real unit prices billed only on success — a blocked or failed page costs nothing, and the failed share of async jobs is refunded. **$0.0002**per page scraped*$0.001 with JS rendering* **$0.0002**per batch URL*up to 1,000 URLs per job* **$0.0003**per crawled page*async, auto-refund on unused* **$1 free**every month, forever*no card required* ### Pay as you go $0/mo - $1 free credit / month - 60 requests / min - List unit prices ### Starter $19/mo - $10 free credit / month - 300 requests / min - 10% off unit prices Most popular ### Growth $79/mo - $50 free credit / month - 600 requests / min - 20% off unit prices ### Scale $299/mo - $250 free credit / month - 1,200 requests / min - 30% off unit prices Smart · article · full content modesCSS & AI extractionScreenshotsCustom actions & scrollingMobile emulationFailed pages never billed ## What is a web scraping API? **A web scraping API is a service that fetches any URL for you — proxies, anti-bot evasion and JavaScript rendering included — and returns the page as usable data.** You trade a scraper codebase for a single POST request: send a URL, get back content your pipeline or model consumes directly. QuanticData routes requests through its own residential network with real-browser TLS fingerprints, retries blocked attempts on fresh exits, and only spins up a headless browser when a target actually requires it — so the common case stays at **$0.0002 per page** instead of browser-render prices. Auto-escalation TLS fingerprint tier → stealth browser, only on anti-bot challenges — the response tells you which engine served it ## Content shaped for the reader — human or model Three content modes control the scope: **smart** (default) keeps the whole page minus nav, footers and cookie chrome; **article** extracts just the main content; **full** converts everything. Output lands as Markdown, HTML or plain text, with tables preserved as GFM and every link absolutized. Each response also carries page metadata — title, description, author, publish date, canonical — so RAG pipelines get their citations for free. Need fields instead of prose? Pass a CSS `extract` schema, or describe the fields in plain language for AI extraction. ``` # Acme headless CMS review | plan | price | seats | | Pro | $29 | 10 | ``` markdown out, GFM tables kept ### From one page to a whole site Batch scrapes up to 1,000 URLs per async job with webhooks and incremental polling at $0.0002 per URL. Crawl covers entire sites breadth-first to depth 10 at $0.0003 per page — with unused pages automatically refunded when the job settles. [See job pricing](/web-scraping-api/#plans) Integration ## One POST, clean Markdown ``` curl https://api.quanticdata.io/v1/scrape \ -H "Authorization: Bearer $QD_API_KEY" \ -d '{ "url": "https://acme.dev/pricing", "format": "markdown", "contentMode": "smart" }' ``` ``` import requests r = requests.post("https://api.quanticdata.io/v1/scrape", headers={"Authorization": f"Bearer {KEY}"}, json={"url": "https://acme.dev/pricing", "format": "markdown", "contentMode": "smart"}) page = r.json()["data"] print(page["title"], page["content"][:200]) ``` ``` const r = await fetch("https://api.quanticdata.io/v1/scrape", { method: "POST", headers: { Authorization: `Bearer ${process.env.QD_API_KEY}` }, body: JSON.stringify({ url: "https://acme.dev/pricing", format: "markdown", contentMode: "smart" }) }); const { data } = await r.json(); console.log(data.title, data.content.slice(0, 200)); ``` ## Plug it into your AI stack The output is already LLM-shaped — clean Markdown, stable fields, one envelope — and the [QuanticData MCP server](https://quanticdata.io/mcp-server/) exposes this API as a native `scrape` tool, alongside search, crawl and batch. Agents call it directly; everything else integrates with a single HTTP request. Building agent pipelines end to end? Start from the [web data API for AI](https://quanticdata.io/web-data-api-for-ai/). Works where your agent lives *Claude* *Cursor* *n8n* *LangChain* *CrewAI* *OpenAI Agents SDK* *LlamaIndex* *Zapier* ## QuanticData vs a typical scraping API | | QuanticData | Typical scraping API | | --- | --- | --- | | Entry price | $0 — pure pay-as-you-go | monthly subscription | | Unused volume | nothing to expire — pay per page | plan credits reset monthly | | Failed requests | never billed, async jobs refunded | often consume credits | | Default output | clean Markdown, GFM tables, metadata | raw HTML, parsing is on you | | JS rendering | automatic escalation, only when needed | a flag you pay for on every call | | AI agent access | native MCP scrape tool | rarely available | ## FAQ The short answers on pricing, formats and setup. [Something else? Ask us →](mailto:hello@quanticdata.io) ### What is a web scraping API? A web scraping API is a service that fetches any URL for you — routing through proxies, passing anti-bot checks, rendering JavaScript when needed — and returns the page as usable data. Instead of maintaining scrapers, you send one POST request and get clean Markdown, HTML or structured JSON back. ### How much does the web scraping API cost? Pages on the request tier cost $0.0002 each — $0.20 per thousand. Pages that need the headless browser cost $0.001. Batch URLs are $0.0002, crawled pages $0.0003. There is no subscription or monthly minimum, and volume tiers discount list prices by up to 30%. ### Does it handle JavaScript rendering? Yes, automatically. The default auto engine tries a real-browser TLS fingerprint first — fast and cheap — and escalates to a stealth headless browser only when the response looks like an anti-bot challenge. You can also force rendering per request for pages that only exist after JavaScript runs. ### Is web scraping legal? Scraping publicly accessible data is generally lawful in most jurisdictions, but site terms, copyright and privacy rules still apply, and case law differs by country. Collect public pages, respect the target's terms, avoid personal data you have no basis to process — and get legal advice for your specific case. ### What output formats are supported? Markdown (default), HTML or plain text, plus page metadata — title, description, author, publish date, canonical URL. Content scope is controlled by contentMode: smart keeps everything except nav, footer and cookie chrome; article extracts the main content only; full converts the whole page. ### How do I scrape a page in Python? Send one POST with the requests library: call https://api.quanticdata.io/v1/scrape with your key in the Authorization header and a JSON body containing the url. The response's content field holds the page as Markdown — no Scrapy project, drivers or proxy middleware to configure. ### How do I scrape in Node.js? Use the built-in fetch: POST to https://api.quanticdata.io/v1/scrape with your API key as a Bearer token and a JSON body with the url. Await the JSON response and read data.content for the Markdown. It works the same from any runtime that can send an HTTP request. ### Should I build an in-house scraper instead? In-house scraping means running proxy pools, browser farms, TLS fingerprints, retry logic and parsers that break when sites change. That is worth it for a handful of stable targets you scrape heavily. For everything else, an API that charges $0.0002 per successful page is usually cheaper than the engineering time. ### Can I extract structured data instead of full pages? Yes, two ways. Pass an extract schema of CSS selectors and the response includes a data object with exactly those fields. Or describe what you want in plain language and let AI extraction pull it out — useful when the page layout varies too much for stable selectors. ### How do I scrape many URLs at once? Use the Batch API for lists — up to 1,000 URLs per async job with shared options, webhooks and incremental polling. Use Crawl to cover a whole site from one seed URL, breadth-first to depth 10, each page returned as Markdown. Unused crawl pages are automatically refunded. ### What is smart content mode? Smart mode is the default content scope: it keeps the complete page but strips navigation, footers, cookie walls and other chrome, preserving tables as GFM Markdown and making every link and image URL absolute. The result reads like the page's substance — dense enough for humans, clean enough for LLMs. ### Do you charge for blocked or failed pages? No. Billing is pay-per-success: a page is charged only when it comes back usable. Blocks, captchas, timeouts and our internal retries are free, and async jobs settle honestly — the failed share of a batch or crawl is refunded when the job completes. ## Scrape your first page in minutes $1 free every month, no card. Clean Markdown from the first call. [Get my free API key](https://quanticdata.io/signup/) Also on the platform: [AI Web Scraping Service](https://quanticdata.io/ai-web-scraping-service/) [Scrape Company Data](https://quanticdata.io/scrape-company-data/) [Real Estate Data](https://quanticdata.io/real-estate-data-scraping/) [SERP API](https://quanticdata.io/serp-api/) [Web Data API for AI](https://quanticdata.io/web-data-api-for-ai/) [Residential Proxies](https://quanticdata.io/residential-proxies/) [Mobile Proxies](https://quanticdata.io/mobile-proxies/) [Datacenter Proxies](https://quanticdata.io/datacenter-proxies/) [ISP Proxies](https://quanticdata.io/isp-proxies/) [Rotating Proxies](https://quanticdata.io/rotating-proxies/) [Sneaker Proxies](https://quanticdata.io/sneaker-proxies/) [SOCKS5 Proxies](https://quanticdata.io/socks5-proxies/) [IPv6 Proxies](https://quanticdata.io/ipv6-proxies/) --- Source: https://quanticdata.io/web-scraping-api/ · Site index for AI: https://quanticdata.io/llms.txt