Levels.fyi Salary Scraper - Collect publicly shared compensation benchmarks for market research
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Updated
Aug 17, 2026 - Python
Levels.fyi Salary Scraper - Collect publicly shared compensation benchmarks for market research
Levels.fyi compensation scraper in Python: fetch per-level tech pay for any company and job family, with base salary, stock, bonus and total comp as separate numbers, then analyse them in pandas. Python example for the Devil Scrapes Apify Actor.
Preprint by Justin Bartak, Orbyt Labs (DOI 10.5281/zenodo.19754393): agent-native dataset design for LLM retrieval. Summary and citation; canonical page at orbytlabs.ai.
Levels.fyi compensation scraper for Node.js: request tech pay by company slug and job family and receive base, equity, bonus and total comp per level as JSON for your app or API. JavaScript example for the Devil Scrapes Apify Actor.
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