Maintaining web scrapers for job boards, HR analytics tools, or AI models is a nightmare career site layouts break constantly, formats are inconsistent, and bad data slips through.
We built CleanJobData to solve this: one simple REST API that delivers 1,000,000+ structured, deduplicated job postings from real employer ATS systems in a single JSON schema.
I noticed a lot of people searching for reliable job board templates so they can launch quickly without dealing with custom web scrapers or empty databases.
To solve this, I put together a free collection of open-source templates over at CleanJobData. You can spin up a fully populated board in minutes.
We built three flavors depending on your workflow:
