Canonical rows · Bangkok
Most of the data people pay to scrape is already served, in public, as clean JSON — just under four different field names in four different systems. I write the adapters.
Multiply that by fourteen fields and four vendors. Reconciling it is the whole product.
Running
Hand it a list of company domains. It works out which applicant tracking system each company runs, pulls every open role from that system's own public job-board endpoint, and returns the lot in one schema — with a real apply link on every row.
Company careers pages that render their board in JavaScript used to break this kind of tool. When the page gives nothing away, it asks each vendor directly whether a board exists under that company's name. vanta.com resolves that way.
Before a tool gets built, the thing that would kill it gets tested. One design died on a single number: outbound port 25 is closed on the platform, so mailbox-level email verification cannot run there. Better to learn that in an afternoon than in a launch.
A verdict without evidence behind it is a guess wearing a costume. Where a source can't answer, the row says so and explains why, instead of picking the answer that reads better.
Billing is per row delivered after filtering. Duplicates and empty boards are detected and dropped without charge, so the invoice matches the dataset.