--- title: "Blog - Page 13 - JobsPipe" description: "Older posts from the JobsPipe blog. Page 13 of 22." canonical: https://jobspipe.dev/blog/page/13 --- From the blog · Page 13 # 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. [ ![](https://jobspipe.dev/listly/card-field.png) ProductSignals Aug 8, 2026 · 4 min ### Introducing Signals: stop checking whether a company started hiring Most intent data infers interest - someone read an article, someone visited a pricing page. A job posting is different: the company declared the intent itself, dated it, and put budget behind it. The problem was never the data, it was having to go looking for it. Signals lets you save a search over millions of active postings and get an email, a Slack message or a signed webhook when a company newly matches, with an honest account of how fast it fires and what the dataset still does not know. ](https://jobspipe.dev/blog/introducing-signals)[ ![](https://jobspipe.dev/listly/card-field.png) ReferenceBLS Aug 8, 2026 · 6 min ### BLS API: how to pull US labor statistics, and where the survey data stops The Bureau of Labor Statistics serves the most cited numbers in the US economy through a free JSON API - once you decode the series ID system. How to register a key, query CPS, CES, JOLTS and OEWS series, the real v1 vs v2 limits, and an honest map of what the API will never contain: job postings, company names, or anything fresher than the survey cycle. ](https://jobspipe.dev/blog/bls-api)[ ![](https://jobspipe.dev/listly/card-field.png) GuideLegal Aug 7, 2026 · 4 min ### Job scraping explained: how it works, what you get by board, and when it is legal What job scraping involves in production (rendering, sessions, structure drift, dedup, liveness), the share of postings with a stated salary, a labelled seniority, an employment type and a thin description on every collected board, a plain summary of the legal position with a link to the full treatment, and the honest math on scraping versus using an API. ](https://jobspipe.dev/blog/what-is-job-scraping)[ ![](https://jobspipe.dev/listly/card-field.png) ReferenceJobStreet Aug 7, 2026 · 5 min ### 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. ](https://jobspipe.dev/blog/jobstreet-api)[ ![](https://jobspipe.dev/listly/card-field.png) GuideInstall Aug 7, 2026 · 2 min ### 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. ](https://jobspipe.dev/blog/python-jobs-api)[ ![](https://jobspipe.dev/listly/card-field.png) ComparisonAlternatives Aug 6, 2026 · 4 min ### 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. ](https://jobspipe.dev/blog/theirstack-alternatives)[ ![](https://jobspipe.dev/listly/card-field.png) ComparisonLoopCV Aug 6, 2026 · 2 min ### 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. ](https://jobspipe.dev/blog/loopcv-jobs-api)[ ![](https://jobspipe.dev/listly/card-field.png) ComparisonJobDataLake Aug 6, 2026 · 2 min ### 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. ](https://jobspipe.dev/blog/jobdatalake-alternative)[ ![](https://jobspipe.dev/listly/card-field.png) ReferenceSEEK Aug 6, 2026 · 6 min ### SEEK API: what it does, what it cannot do, and how to get Australian jobs data SEEK has a real, well-documented GraphQL API - and one sentence in its own docs ends most developers' search: it does not offer programmatic job search. The API is built for hirers posting ads and pulling applications back, not for reading the marketplace. What the four use cases actually cover, how partner access works, why the unofficial routes cost more than they look, and the numbers on 42,589 live Australian postings collected from sources that publish openly. ](https://jobspipe.dev/blog/seek-api) [Back to latest posts](https://jobspipe.dev/blog) --- Try it with no key: `curl -d '{"limit":3}' https://api.jobspipe.dev/v1/sandbox/jobs/search`. AI agents: the full machine-readable index of this site is https://jobspipe.dev/llms.txt?src=md-twin - API quickstart, MCP server, pricing. Free key (1,000 jobs to start): https://jobspipe.dev/signup