Job Postings API

This is like a Wayback Machine for job listings. Maybe a data analyst can use this to see the number of times a company posts the same job type in a given time period and gauge overall turnover rate.

is it actually free to consume? I might have an use case for my portal, Obvelum

The normalization layer is where I'd want to understand the depth of work done. Thirty-plus ATSs means thirty-plus ways to express job title, seniority, and employment type — and raw aggregation without opinionated normalization just moves the cleanup problem to whoever's consuming the API. How standardized are fields like seniority level or work location across sources, or is that still left to the builder?

Historical job data is super useful for trend analysis. Do you expose fields like salary ranges and remote policy consistently, or is that only available when the ATS includes it?

the use case i'd want to validate before building on this is freshness. job postings have a short shelf life and a listing that was active three days ago might already be filled or pulled. what does the update frequency look like across the 1.8M listings and is there a way to query only postings updated within a specific window so i'm not surfacing stale data to end users. that latency question is probably the thing that determines whether this works for real-time job search applications or only for market analysis

Unified ATS access is the part people underestimate. Anyone who built a jobs-data side project knows you start scraping LinkedIn/Indeed and rebuild it monthly when something breaks. 30+ ATS in one schema removes the worst part of the stack. Free tier is a strong play for early devs.