If you've ever tried to pull job listings by scraping LinkedIn or Indeed, you know the pain: anti-bot systems, CAPTCHAs, rotating proxies, and scripts that silently break every few weeks. Here's the thing — you usually don't need any of that. Companies don't post jobs on LinkedIn first.

Source: [Dev.to](https://dev.to/ronin13/skip-linkedinindeed-most-companies-job-boards-have-a-public-json-api-48b)

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