ScraperWatch

python.org scrapers compared

Which python.org scraper should you use? We rank 31 ready-made tools by how many people actually used them and how often their runs succeeded in the last 30 days, from official Apify Store statistics updated daily.

Quick answer

Short answer (Apify Store data, 2026-10-26): the most used python.org scraper is Example Code Runner (Python) — 84 users in the last 30 days, 91.8% of runs succeeded.

At a glance: 31 tools; 24 of 31 displayed tools have recorded 30-day run completion (20+ public runs); the current usage pick accounts for 65% of all reported users. Dataset file date: 2026-10-26; individual observation dates vary or are unknown.

Comparison evidence

Sorting covers only the displayed subset (at most 60 tools), not the entire store or every matching actor. Success means run completion, not output accuracy. Review sorting uses review count, not rating. Unknown evidence stays last; ties retain original order.

ToolUsers 30dObserved run completion 30dRuns 30dUSD / 1,000 primary eventsUSD / run startReview count (rating shown)Last run
Example Code Runner (Python)by Apify
apify/example-code-runner-python
Fetched · Observed: 2026-10-26
84
30-day users: 82 on 2026-10-23 → 84 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
91.8%2,724Explicit FREE modelExplicit FREE pricing model; billing unit unavailable.
Event details

Event description unavailable.

Explicit FREE model3 reviews · rating 4.52026-10-25
Playwright Scraper — Python, Any Website
eszetael_lab/reliable-playwright-scraper
Fetched · Observed: 2026-10-26
6
30-day users: 6 on 2026-10-23 → 6 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
93.6%109$5.00Selected event: Delivered item (result-item)
1 additional listed charge events

Charged only for items actually written to your dataset. Pages that were blocked, timed out or held nothing readable are not charged.

  • Run started (actor-start)
$0.0200 reviews · rating 0.02026-10-25
AI Agent Web Fetcher
abotapi/ai-fetch-python
Fetched · Observed: 2026-10-26
3
30-day users: 3 on 2026-10-23 → 3 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
97.7%88$2.00$0.0800 reviews · rating 0.02026-10-25
Python Exampleby Apify
apify/python-example
Fetched · Observed: 2026-10-26
3
30-day users: 3 on 2026-10-23 → 3 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
97.9%146Explicit FREE modelExplicit FREE pricing model; billing unit unavailable.
Event details

Event description unavailable.

Explicit FREE model1 reviews · rating 5.02026-10-25
Python Code Runner - pip, pandas & Dataset In/Out
automa-flow/python-code-runner
Fetched · Observed: 2026-10-26
3
30-day users: 2 on 2026-10-23 → 2 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
93.5%77$4.00Selected event: Code run (code-run)
3 additional listed charge events

One run in which your code started and finished: success, no rows, a code error, a timeout, a memory or output limit. Includes the first 30 GB-seconds of install and execution time. Not charged for invalid or unreadable input, failed installs, or a run the charge limit stopped before the code started. This price does not add a separate platform usage charge.

  • Extra GB-minute (extra-gb-minute)
  • Packages installed (packages-installed)
  • 100 result rows (result-rows-100)
<$0.0010 reviews · rating 0.02026-10-25
Code Runner Sandbox — Run Python & JavaScript Code in the Cloud
nexgensignal/code-runner-sandbox
Fetched · Observed: 2026-10-26
3
30-day users: 1 on 2026-10-23 → 3 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%27$50.00Selected event: Code run (code_run)
Event details

One completed code run.

Unavailable0 reviews · rating 0.02026-10-24
Getting started with Python Crawlee and BeautifulSoup
rapturous_dancehall/goodreads-book-scraper
Fetched · Observed: 2026-10-26
2
30-day users: 2 on 2026-10-23 → 2 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%28$0.010Selected event: result (apify-default-dataset-item)
1 additional listed charge events

Single result in the default dataset.

  • Goodreads Book Scraper (book-result)
<$0.0010 reviews · rating 0.02026-10-24
PyPI Release Monitor - New Python Package Versions
automly/pypi-release-monitor-api
Fetched · Observed: 2026-10-26
2
30-day users: 2 on 2026-10-23 → 2 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%22$0.25Selected event: Package summary produced (package-summary-produced)
1 additional listed charge events

Charged when a latest-release summary record is produced.

  • Version record produced (version-record-produced)
Unavailable0 reviews · rating 0.02026-10-25
PyPI Python Package Scraper
lulzasaur/pypi-scraper
Fetched · Observed: 2026-10-26
2
30-day users: 2 on 2026-10-23 → 2 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%28$10.00<$0.0010 reviews · rating 0.02026-10-25
GitHub Trending Python & TypeScript Daily Radar
jpmarketdata/github-trending-python-typescript-daily-radar
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
—12$0.80Selected event: Trending repository delivered (trending-repository-created)
Event details

One complete, validated daily GitHub Trending repository dataset row. No start event; no charge on failed or undelivered rows.

Unavailable0 reviews · rating 0.02026-10-25
Remote Jobs Scraper: We Work Remotely, RemoteOK, Python.org
humble-echidna/remote-jobs
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%26$2.00<$0.0010 reviews · rating 0.02026-10-24
Python Org Jobs Scraper
zerobreak/python-org-jobs-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
—7$5.99Unavailable0 reviews · rating 0.02026-10-25
No Fluff Jobs Python Scraper
silvery_geniality/nofluffjobs-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
—7$1.00$0.0010 reviews · rating 0.02026-10-24
PyPI Download Stats: Python Package Trends
m_ctim/pypi-download-stats-tracker
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%26$7.00Selected event: Download stats check (download-stats-check)
Event details

Charged once per request, regardless of how many packages are checked.

Unavailable0 reviews · rating 0.02026-10-24
PyPI Python Package Scraper
cloud9_ai/pypi-package-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%27$2.00<$0.0010 reviews · rating 0.02026-10-24
PyPI Scraper: Python Package Details and Stats
v0iddo/pypi-package-tracker
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%26$0.20Selected event: PyPI package snapshot (package_snapshot)
Event details

One PyPI package metadata row.

Unavailable0 reviews · rating 0.02026-10-25
Python & JS Code Runner – Sandbox for AI Agents & Workflows
gazidev/code-runner-sandbox
Fetched · Observed: 2026-10-26
1
—1$0.80Selected event: Code execution (execution)
2 additional listed charge events

One finished code job (Python or JS), first 5 s of run time included.

  • Extra run time (execution-time-10s)
  • Packages installed (packages-installed)
<$0.0010 reviews · rating 0.02026-10-24
PyPI Package Scraper — Python Package Metadata
eins332570/pypi-package-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%27$5.00<$0.0010 reviews · rating 0.02026-10-24
Changelog Diff — verified Python breaking changes
shoebill-dev27/changelog-diff
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%26$5.00$0.0020 reviews · rating 0.02026-10-24
PyPI (Python) Packages Scraper
gio21/pypi-packages-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%28$3.00Selected event: Package Scraped (package-scraped)
Event details

Charged per PyPI package metadata returned

Unavailable0 reviews · rating 0.02026-10-25
PyPI Python Packages Scraper - Versions, Authors & Licenses
scrapers_lat/pypi-packages-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%26$8.00Selected event: Result (result)
Event details

A data record returned by the scraper.

Unavailable0 reviews · rating 0.02026-10-24
PyPI Package Scraper - Python Metadata & Releases
thirdwatch/pypi-package-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
—12$4.00<$0.0010 reviews · rating 0.02026-10-24
PyPI Scraper - Python Package Metadata, Deps and Releases
s-r/pypi-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%25$1.00Selected event: Package returned (package)
1 additional listed charge events

One PyPI project with licence, dependencies, release history and yanked releases.

  • Run start fee (run_start)
$0.0010 reviews · rating 0.02026-10-24
AI/ML PyPI Package Tracker — Transformers, LangChain, Torch
bovi/ai-ml-python-package-tracker
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
—1$4.00<$0.0010 reviews · rating 0.02026-10-05
🐍 PyPI Python Packages Releases & Dependency Stats Radar
unrivaled_fortress/pypi-python-package-stats-radar
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%26$1.50<$0.0010 reviews · rating 0.02026-10-24
Python.org Job Board Scraper
tapedawn/python-org-jobs-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%27$2.00Selected event: Job listing (job-listing)
1 additional listed charge events

One job from the listing pages only (details turned off).

  • Job detail (job-detail)
Unavailable0 reviews · rating 0.02026-10-25
Python Jobs Scraper (python.org)
compass_lab/python-job-board-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%22$2.00Selected event: Job (job)
Event details

One job listing (without the full description) that passed your filters

Unavailable0 reviews · rating 0.02026-10-24
PyPI Scraper - Python Package Metadata & Versions
scrapesage/pypi-scraper
Fetched · Observed: 2026-10-26
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%27$2.00Selected event: Package scraped (package)
Event details

One PyPI package: name, version, summary, author, license, keywords, dependencies, project URLs and release count.

Unavailable0 reviews · rating 0.02026-10-24
Test Actor
hgservices/test-actor-python
Carried forward · Observed: 2026-10-20
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%26Explicit FREE modelExplicit FREE pricing model; billing unit unavailable.
Event details

Event description unavailable.

Explicit FREE model0 reviews · rating 0.02026-10-18
PyPI Python Packages & Release Intelligence Scraper
litezero/pypi-packages-scraper
Carried forward · Observed: 2026-10-21
1
30-day users: 1 on 2026-10-23 → 1 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
—3$1.00Selected event: Item Scraped (item-scraped)
Event details

Charged for every item successfully extracted.

<$0.0010 reviews · rating 0.02026-10-20
Python Scraper
sovanza.inc/python-scraper
Fetched · Observed: 2026-10-26
0
30-day users: 0 on 2026-10-23 → 0 on 2026-10-25 (3 daily snapshots). Interval crosses a Store-wide count revision on 2026-10-23.
Interval crosses a Store-wide count revision on 2026-10-23.
100.0%27$2.00Selected event: Scraped page (apify-default-dataset-item)
3 additional listed charge events

Each successfully processed web page written to the dataset.

  • Custom selector extraction (custom-selector-extraction)
  • Links/images extraction (links-images-extraction)
  • Combined export file (combined-export-file)
$0.0010 reviews · rating 0.02026-10-25

Download the python.org comparison CSV (31 displayed tools). The source URL (url) is preserved for provenance; vendor_url is the approved buying destination, blank when unavailable. Affiliate vendor links may earn ScraperWatch a commission, disclosed per row in affiliate_disclosure. Includes snapshot_date (the dataset file date, not tool observation), observed_on (blank when unknown), observation_status (fetched, carried_forward or unknown), carried_forward, usage, recorded runs and reviews (blank when unavailable; 0 means recorded zero), success rate (0–1), pricing model (pricing_model), exact selected billing-event key (event), listed USD per 1,000 selected events (per_k), and USD per recorded run start (start). These are listed rates, not a workload quote: event units differ and additional event or platform charges may apply. Unknown model/event, charges and success rates are blank; numeric zero is recorded zero, and FREE identifies an explicit free pricing model.

Built a python.org scraper? Get a free weekly report: your rank against these tools, competitor price moves and growing niches.

How to read this data

Success rate is the share of public runs that finished successfully in the last 30 days. Summed reported actor users: 129. Users may overlap across tools; this is not a count of unique people or buyers, or search volume.

Carried forward means retained from an earlier fetch; pricing and usage may have changed, or the listing may be absent from today's fetch. Unknown observation dates remain unknown. Dataset file dates and tool build dates are not tool observation dates.

Most used: Example Code Runner (Python) (84 users in 30 days).

Most reliable with 300+ runs: Example Code Runner (Python) (91.8% of 2,724 runs succeeded).

Current recommendations use only tools fetched in this dataset with a known observation date. Carried-forward and unknown-date records remain in comparisons but cannot be current picks.

Pricing coverage among 31 displayed tools: 28 with a recorded primary-event rate; 0 with an unavailable primary-event rate; 3 with an explicit FREE model. Primary-event rates use the recorded billing units below; different events are not equivalent results.

Success rate is shown only for tools with 20+ runs in 30 days; below 90% is highlighted. Prices use recorded list-tier event amounts (explicit FREE tier when tiered); other plan rates are not inferred. Rates are per 1,000 primary events in the recorded unit named beside each rate; an unavailable billing unit is labeled explicitly. Different billing events do not imply equivalent results. Run-start and additional charges, plus your workload, determine total cost. Unavailable means the snapshot did not provide the value; an explicit FREE model is separate from a zero listed event rate. You are responsible for complying with python.org's terms and applicable law. How we measure.

Would rather not run a scraper yourself? See our measured comparison of scraping APIs (success rate and cost per page on real targets).

Other ways to get this data

These are workflow options, not target-specific benchmark results. Check target support, response fields and setup requirements before choosing a tool.

Octoparse — desktop and cloud point-and-click scraper with ready-made templates for popular sites; no code, runs on a schedule.

Oxylabs — web scraping API with proxies and JavaScript rendering built in, for developers who want raw pages or parsed results in their own code.

ScraperAPI — web scraping API that handles proxy rotation and JavaScript rendering behind one request; included in our daily scraping-API benchmark. See our controlled API benchmark and its limits. These controlled fixtures are not a test of this target website.

Affiliate disclosure: we may earn a commission if you buy through these links, at no extra cost to you. It never affects rankings.

Related targets

Shared counts use distinct Actor IDs shown in both comparison tables. Shared listings do not establish equivalent capabilities, interchangeable outputs or permission to scrape. Category peers share a directory category.