--- title: "Blog - Page 16 - JobsPipe" description: "Older posts from the JobsPipe blog. Page 16 of 22." canonical: https://jobspipe.dev/blog/page/16 --- From the blog · Page 16 # 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) GuideClosed Jul 25, 2026 · 8 min ### What "job closed or expired" means on Indeed (and what to do about it) On Indeed, "job closed or expired" means the listing is no longer taking applications - either the employer closed it, or the posting ran out its visibility window. It is one combined status, so it does not tell you which happened, and it does not mean the role was filled. Here is how to tell the difference, how long Indeed postings really stay up, and whether to reapply when one is reposted. ](https://jobspipe.dev/blog/job-closed-or-expired-indeed)[ ![](https://jobspipe.dev/listly/card-field.png) ComparisonTrap Jul 25, 2026 · 10 min ### Free job APIs in 2026: what's actually free, what's free-tier, and what's a trap Free means four different things in the jobs API market, and the difference is what burns people. A verified comparison of 11 options, with the real limits, the key requirements, and the redistribution terms nobody reads. ](https://jobspipe.dev/blog/free-job-api)[ ![](https://jobspipe.dev/listly/card-field.png) ComparisonBright Jul 25, 2026 · 10 min ### Bright Data competitors: 8 alternatives compared for web data and job postings Bright Data is the biggest general-purpose web data platform, and for some jobs it is the wrong shape. Eight alternatives compared on category, pricing model and fit, including when a narrow vertical API beats a scraping platform. ](https://jobspipe.dev/blog/bright-data-competitors)[ ![](https://jobspipe.dev/listly/card-field.png) GuideArchitecture Jul 25, 2026 · 9 min ### An API for job search: the architecture behind a search box that returns real jobs What has to happen between a user typing into a box and getting good jobs back: query understanding, filters, ranking, cursor pagination, caching, and the empty state everyone gets wrong. ](https://jobspipe.dev/blog/api-for-job-search)[ ![](https://jobspipe.dev/listly/card-field.png) GuideEvaluate Jul 25, 2026 · 10 min ### Job data API: how to evaluate one before you build on it Every job data API claims millions of postings, real-time updates, and clean structured fields. None of that is falsifiable from a landing page. Here are the seven dimensions job posting data actually varies on - coverage, latency, dedup, normalization, ID stability, status tracking, and provenance - and a test you can run for each one inside a two-week trial. ](https://jobspipe.dev/blog/job-data-api)[ ![](https://jobspipe.dev/listly/card-field.png) ComparisonSourcing Jul 25, 2026 · 13 min ### AI sourcing tools for recruiting: what they do, where the candidate data comes from, and what breaks Sourcing is the only part of recruiting whose ceiling is set by a database rather than a model. A breakdown of the five categories of AI sourcing tool, the five places their candidate data actually comes from, what each source rests on legally after the LinkedIn scraping rulings, and the evaluation checklist that separates a real coverage claim from a number on a homepage. ](https://jobspipe.dev/blog/ai-sourcing-tools-recruiting)[ ![](https://jobspipe.dev/listly/card-field.png) ReferenceMonster Jul 25, 2026 · 9 min ### Monster job posting API: the SOAP gateway, the search API, and who can actually use them Two different products share the name. One posts jobs into Monster over a SOAP gateway on port 8443; the other reads postings out through a partner-issued token API. Every Monster developer surface, which way it moves data, how access works, and what the 2025 bankruptcy and sale to Bold changed. ](https://jobspipe.dev/blog/monster-job-posting-api)[ ![](https://jobspipe.dev/listly/card-field.png) ReferencePost Jul 25, 2026 · 11 min ### Posting jobs to LinkedIn via API: what access actually requires in 2026 LinkedIn has a real job posting API. It is gated behind a Talent Solutions partnership, and the docs currently say new partnerships are closed. Here is the endpoint, the auth model, the quotas, and what to do if you actually wanted to read job data instead. ](https://jobspipe.dev/blog/linkedin-api-post-job)[ ![](https://jobspipe.dev/listly/card-field.png) ReferencePublisher Jul 24, 2026 · 4 min ### What happened to the Indeed Publisher API For about fifteen years the Indeed Publisher API was every developer's first stop for jobs data - free, public, XML. Indeed closed sign-ups in 2020, marked it deprecated in 2023 and switched it off in 2024. What it was, why the strategic logic reversed, what exists instead, and what former users read Indeed postings with now. ](https://jobspipe.dev/blog/indeed-publisher-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