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Collectors · Company data

Capterra Scraper API in Python

Software products from a Capterra category — vendor, rating, review breakdown, pricing and paid-placement flag. One POST from Python with category, rows back as JSON with 34 fields, $0.01 per delivered product. No proxies or parsers to maintain.

A Python requests snippet that posts {
A Python requests call to the capterra_products collector returns one dict per product, at $0.01 each.

First call

Install, call, read the rows.

pip install requests
The only dependency.
import os, requests

r = requests.post(
    "https://api.quanticdata.io/v1/scraper/collectors/capterra_products/run",
    headers={"Authorization": f"Bearer {os.environ['QD_API_KEY']}"},
    json={
        "category": "crm",
        "max_results": 50,
    },
    timeout=120,
)
r.raise_for_status()
run = r.json()["payload"]
print(run["count"], "rows,", run["cost"]["usd"], "USD")
for row in run["results"]:
    print(row.get("product_id"), row.get("product_uuid"), row.get("name"), row.get("vendor"))
Python: one Capterra software directory run (CRM software on Capterra), printing product_id, product_uuid, name, vendor

The key comes from an environment variable, never from the code. The run answers in the same request when it finishes in time; payload.results holds the rows and payload.cost what they cost.

Request parameters

What the collector takes.

Input of the Capterra software directory collector
ParameterTypeRequiredMeaning
categorystringyesThe software category to list, as a plain keyword — "crm", "project management", "help desk", "accounting". Matched against Capterra's own category index, where an exact name wins over the categories that merely contain it ("crm" resolves to CRM, not Construction CRM). A Capterra slug or category URL is accepted too and skips the lookup fetch.
countrystringnoISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
max_resultsintegerno (default 25)How many products to deliver at most (1–500). You pay only for delivered products.

Response fields

34 fields per product.

Fields of each row (product)
FieldTypeWhat it holds
rankintegerPosition in Capterra's own order for this response, counting across pages. Note this order is bid-driven, not merit-driven — see `sponsored`.
product_idintegerCapterra's numeric product id (its `seoId`, the number in the product URL). Stable, and the key used to de-duplicate.
product_uuidstring, nullableCapterra's internal product UUID.
namestringProduct name.
vendorstring, nullableCompany behind the product, e.g. "Oracle" for NetSuite. Published in Capterra's data layer only — it does not appear anywhere in the rendered listing card.
ratingnumber, nullableOverall star rating out of 5, rounded to 2 decimals. Capterra publishes it at raw float precision (4.233430091920658) and prints it as 4.2.
reviewsinteger, nullableTotal number of reviews. 1 is a real value and is kept — several listed products have a single 5.0 review.
rating_breakdownobject, nullableStar histogram as {"1":n,…,"5":n}, keyed by star value. Capterra emits these buckets unordered and omits a star nobody awarded.
ease_of_usenumber, nullableCapterra's "Ease of Use" sub-score out of 5, rounded to 2 decimals.
customer_servicenumber, nullableCapterra's "Customer Service" sub-score out of 5, rounded to 2 decimals.
functionalitynumber, nullableCapterra's "Features" / functionality sub-score out of 5, rounded to 2 decimals.
value_for_moneynumber, nullableCapterra's "Value for Money" sub-score out of 5, rounded to 2 decimals.
likelihood_to_recommendnumber, nullableLikelihood to recommend as the 0–1 fraction Capterra publishes (0.63 = the 63% its UI shows).
descriptionstring, nullableThe short product description Capterra shows on the listing card.
categorystring, nullableThe category being listed, e.g. "CRM Software", read from the page breadcrumb.
category_idstring, nullableCapterra's internal UUID for the category.
starting_pricenumber, nullableStarting price of the default plan, in `price_currency`. Null where Capterra publishes no pricing plan — which is the case for every sponsored row, so expect nulls across the first page.
price_currencystring, nullableCurrency of `starting_price`. Capterra doubles its symbol in the payload ("$$"); an exactly repeated symbol is collapsed back to one.
pricing_plansinteger, nullableHow many pricing plans Capterra lists for the product. Null when it publishes none.
has_free_trialboolean, nullableWhether Capterra flags a free trial.
has_free_versionboolean, nullableWhether Capterra flags a free version.
sponsoredbooleanTrue when the row is a paid placement. Capterra orders its directories by bid, so this is how to tell an advertisement from an organic listing.
bid_spotinteger, nullableThe advertising slot the vendor paid for (1 = top). Null on organic rows.
logostring, nullableProduct logo image URL.
slugstring, nullableCapterra's URL slug for the product.
urlstring, nullableCapterra product page URL.
reviews_urlstring, nullableCapterra reviews page URL, only when the product actually publishes one.
long_descriptionstring, nullableThe product's full description, when the listing carries one.
featuresstring[], nullableFeature names Capterra lists for the product.
reviews_small_businessinteger, nullableReviews written by small businesses.
reviews_mid_sizeinteger, nullableReviews written by mid-size businesses.
reviews_enterpriseinteger, nullableReviews written by enterprises.
reviews_last_6_monthsinteger, nullableReviews published in the last 6 months.
reviews_last_12_monthsinteger, nullableReviews published in the last 12 months.

Add ?format=csv to the runs endpoint to get the same rows as CSV.

Long runs

Run in the background, then poll.

A run that needs more time can go to the background: send "async": true, get 202 with the run id, and poll the runs endpoint until the status is done. Reading a run is free.

import os, time, requests

H = {"Authorization": f"Bearer {os.environ['QD_API_KEY']}"}
r = requests.post("https://api.quanticdata.io/v1/scraper/collectors/capterra_products/run", headers=H,
                  json={**{"category":"crm","max_results":50}, "async": True}, timeout=30)
run_id = r.json()["payload"]["run_id"]
while True:
    run = requests.get(f"https://api.quanticdata.io/v1/scraper/collectors/runs/{run_id}", headers=H, timeout=30).json()["payload"]
    if run["status"] in ("done", "failed"):
        break
    time.sleep(5)
print(run["status"], run["count"])
Python: background run and polling

Errors

What can come back, and what is billed.

Collector run errors
StatusMeaningBilled
400The input does not match the collector (payload.errors)No
401Missing or wrong API keyNo
402Balance and free credit do not cover the run: top upNo
422The input can never resolve; retrying the same input cannot helpNo
424The run failed at the source (blocked, timed out, layout changed); safe to retryNo
429Rate limit or a per-account brake; wait for Retry-AfterNo

Only delivered rows are billed: a run that delivers nothing costs nothing.

Price

$0.01 per delivered product.

What Capterra software directory rows cost at list price
RowsCost
1$0.01
1,000$10.00
10,000$100.00

Up to 500 products per run; split larger jobs into several runs. The $2 free credit every month covers about 200 products. No subscription; paid tiers lower the unit price. All collector prices: collector pricing.

Before you run it

Questions developers ask

Is there a free Capterra software directory API?

Every account gets $2 of free usage each month, about 200 products of this collector at $0.01 each, with no card.

Do I have to handle proxies, retries or blocks?

No. The collector runs on our network and handles them; a run blocked at the source returns 424 and is not billed.

How many rows can one run return?

Up to 500 products per run (the max_results input, where the collector has one).

Can an AI agent run it?

Yes: the MCP server exposes it as the run_collector tool, with the same input and price. See the MCP server.

Run it on the free credit.

Create an API key, export it as QD_API_KEY and run the example. $0.01 per delivered product, no subscription.