head to head · open source
Scrapling vs gain
Scrapling has 92,628 GitHub stars, 9,759 forks, 6 open issues and last shipped yesterday. gain has 2,017 stars, 203 forks, 3 open issues and last shipped 3 months ago. Scrapling leads on adoption by 4,492% (92,628 vs 2,017 stars). Scrapling is written in Python under BSD-3-Clause; gain is written in Python under MIT. Scrapling has attracted 11% as many forks as stars, gain 10%. Scrapling was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 2 topic tags (crawler, python), so they are genuine substitutes rather than adjacent tools.
Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.
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Side by side
| Scrapling | gain | |
|---|---|---|
| GitHub stars | ★ 93K | ★ 2.0K |
| License | BSD-3-Clause | MIT |
| Written in | Python | Python |
| Last push | 2026-11-02 | 2026-08-09 |
| Forks | ⑂ 9.8K | ⑂ 203 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick Scrapling if
- You weight community size — 93K stars and counting
- You want the BSD-3-Clause license terms
- Your stack matches Python
- You value the larger contributor base for long-term maintenance
pick gain if
- You want the gain feature set and don't need the biggest community
- You prefer the MIT license terms
- Your stack matches Python
- You evaluated both and gain fits your workflow better
About Scrapling
Effortless Web Scraping for the Modern Web Selection methods · Fetchers · Spiders · Proxy Rotation · CLI · MCP Scrapling is an adaptive Web Scraping framework that handles everything from a single request to a full scale crawl. Its parser learns from website changes and automatically relocates your elements when pages update. Its fetchers bypass anti bot systems like Cloudflare Turnstile out of the box. And its spider framework lets you scale up to concurrent, multi session crawls with pause/resume, automatic proxy rotation, and a crawl speed that adapts to how fast each…
read the full Scrapling overview →
About gain
gain Async web crawling framework for everyone. Built on asyncio , aiohttp , and lxml / pyquery . Declare items and parsers; gain handles the concurrency, retries, and persistence. Install Linux users can opt into uvloop for an extra speed bump: Requires Python 3.10+. Quickstart Run it: XPath parsers How it works 1. Spider kicks off from start url under a concurrency budget. 2. Parsers either follow (one argument) — discovering more URLs to queue — or extract (two arguments) — instantiating an Item from each matching page. 3. Items use Css / Xpath / Regex selectors to pull fields out of HTML. 4. save() is your…
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Frequently asked questions
Is Scrapling or gain more popular?
Scrapling has 92,628 GitHub stars and gain has 2,017. Scrapling has the larger community by that measure.
Are Scrapling and gain free?
Both are open source. Scrapling is licensed under BSD-3-Clause and gain under MIT. Neither carries a licence fee.
What is the difference between Scrapling and gain?
Scrapling is written in Python and gain in Python. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, Scrapling or gain?
Choose Scrapling if you want the larger community (92,628 stars) or its BSD-3-Clause licence terms. Choose gain if its feature set, stack or MIT licence fits better. Both are self-hostable.