From the blog · Page 2
How we build, what we learn, what we ship.
Posts about indexing public job postings at scale, salary parsing, and the systems that keep one universal JSON schema feeling small even as the source list keeps growing.
JobStreet API: where it went, and how to get South-East Asian jobs data
The JobStreet API no longer exists as its own thing. Since SEEK finished its AUD$180 million platform unification in February 2024, JobStreet and Jobsdb run on SEEK's technology, legacy APOS and Adloader integrations are retired, and the only official integration surface is the SEEK API - which does not offer programmatic job search. What the migration changed, what the SEEK API actually covers for hirers in six South-East Asian markets, and the numbers on 39,349 live postings collected from sources that publish openly.
Google for Jobs API: indexing in, and how to get data out
Google for Jobs is a search feature, not an API - and the phrase means two opposite things. Here is how to get your postings indexed with JobPosting structured data, and what to use when you want job data out.
Job scraping explained: how it works and when it is legal
What job scraping actually involves in production - rendering, sessions, dedup - what US courts have said about scraping public postings, and the honest math on scraping versus using an API.
Jobs API in Python: pip install to live postings in 5 minutes
The official jobspipe package on PyPI, a working search in eight lines, and the filters that matter - salary, remote, recency, country - plus free previews for sizing queries before you spend credits.
TheirStack alternatives: 5 job data APIs compared (2026)
We signed up for TheirStack and measured how it actually meters, previews, and rate-limits. Here is how it compares to JobsPipe, Techmap, Coresignal, and Fantastic.jobs - with live numbers, not brochure claims.
Techmap (jobdatafeeds) vs JobsPipe: bulk feeds or a live API?
Techmap sells job postings at $1 per 1,000 with a 405M-posting archive. JobsPipe is $1.16 per 1,000 with dedup, webhooks, and an MCP server. Which one fits depends on whether you are building a warehouse or a product.
LoopCV's developer API vs JobsPipe: same pitch, different product
LoopCV describes its jobs API almost exactly the way we describe ours: 30+ sources, deduplicated, one schema. The difference is what sits behind the endpoint - an auto-apply platform versus a data pipeline.
JobDataLake vs JobsPipe: two MCP-era jobs APIs compared
JobDataLake serves 1M+ AI-enriched listings from 20,000 companies with MCP access. JobsPipe holds 1.55M deduplicated active postings from 30+ sources. Here is where each one actually fits.
Fantastic.jobs vs JobsPipe: ATS job feeds compared
Fantastic.jobs ranks for nearly every ATS jobs API query and sells per-source feeds from $1 per 1,000. JobsPipe unifies the same ATSs behind one deduplicated schema. The comparison comes down to feeds versus an API.