Documentation Python quickstart Blog Free tools Enterprise solutions hello@quanticdata.ioLog in

Collectors · Social & communities

YouTube comments scraper in Python

Public comments of YouTube videos, Top or newest first, with likes, replies and creator hearts. One POST from Python with videos, rows back as JSON with 18 fields, $0.00035 per delivered comment. No proxies or parsers to maintain.

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/youtube_comments/run",
    headers={"Authorization": f"Bearer {os.environ['QD_API_KEY']}"},
    json={
        "videos": ["dQw4w9WgXcQ"],
        "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("video_id"), row.get("video_url"), row.get("video_comment_count"), row.get("position"))
Python: one YouTube comments run (Top comments), printing video_id, video_url, video_comment_count, position

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 YouTube comments collector
ParameterTypeRequiredMeaning
videosstring[]yesVideo ids, or watch, shorts and youtu.be URLs, one per line, up to 20.
sortstring: top, newestno (default top)top (YouTube's default) or newest.
countrystringnoISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
langstringnoInterface language (hl), e.g. en, it, de.
max_resultsintegerno (default 100)How many comments to deliver at most (1–1000). You pay only for delivered comments.

Response fields

18 fields per comment.

Fields of each row (comment)
FieldTypeWhat it holds
video_idstring11-char video id.
video_urlstringWatch URL.
video_comment_countinteger, nullableThe video’s total comment count.
positioninteger1-based position in the video's list, in the requested order.
comment_idstringComment id.
urlstringDirect link to the comment.
textstringComment text.
authorstring, nullableAuthor handle (@…).
author_channel_idstring, nullableAuthor channel id (UC…).
author_urlstring, nullableAuthor channel URL.
author_is_verifiedbooleanVerified author.
author_is_creatorbooleanThe author is the video's channel.
published_labelstring, nullableHow long ago it was posted, as YouTube prints it (6 years ago).
editedbooleanThe comment was edited.
likesintegerLikes as YouTube shows them (106K → 106000).
reply_countintegerReplies to the comment.
hearted_by_creatorbooleanThe channel owner hearted the comment.
rankinteger1-based delivery order across the run.

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/youtube_comments/run", headers=H,
                  json={**{"videos":["dQw4w9WgXcQ"],"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

$0.00035 per delivered comment.

What YouTube comments rows cost at list price
RowsCost
1$0.00035
1,000$0.35
10,000$3.50

Up to 1000 comments per run; split larger jobs into several runs. The $2 free credit every month covers about 5,714 comments. No subscription; paid tiers lower the unit price. All collector prices: collector pricing.

Before you run it

Questions developers ask

Is there a free YouTube comments API?

Every account gets $2 of free usage each month, about 5,714 comments of this collector at $0.00035 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 1000 comments 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. $0.00035 per delivered comment, no subscription.