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Showcase: ATS Zero-Browser Gateway — Fast protocol-level scraper on Apify #2333
ginugokz
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Hi Crawlee Python community! 👋
I built ATS Zero-Browser Gateway, an Actor in Python deployed on the Apify Store designed specifically for scraping modern enterprise job boards (Workday, Greenhouse, Lever, Ashby, SmartRecruiters) without headless browser overhead.
Key Highlights:
Bypasses Chromium: Instead of browser hydration, connects directly to backend JSON/CXS endpoints.
Speed & Memory: Scrapes 40+ jobs with descriptions, HTML, and compensation in 8.9 seconds at ~43MB of RAM (vs 45–60s on Playwright/Puppeteer).
Dual-Hash Delta Tracking: Automatically calculates deterministic hashes to emit clean
ADDED,REMOVED, orUPDATEDlifecycle diffs.MCP Native: Run as an MCP server for AI coding agents (Claude Code, Cursor, Windsurf).
📦 Apify Actor: https://apify.com/ginugokz/ats-zero-browser-gateway
💻 GitHub Repo: https://github.com/ginugokz/ats-zero-browser-gateway
Would love any feedback from fellow Python scraping creators!
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