--- title: "Blog - Page 14 - JobsPipe" description: "Older posts from the JobsPipe blog. Page 14 of 23." canonical: https://jobspipe.dev/blog/page/14 --- [NewSearch millions of jobs from your AI agent with MCP→](/blog/jobspipe-mcp-server) From the blog · Page 14 # 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. [ ![](/listly/card-field.png) GuideNaukri Jul 31, 2026 · 7 min ### Naukri API: what exists, what doesn't, and how to get Indian jobs data Naukri is India's dominant hiring platform, and it publishes no public developer API. What "Naukri API integration" actually means in vendor language, the unofficial JSON endpoints and scrapers people fall back on and where they break, and the honest API path to tens of thousands of live, India-located job postings. ](/blog/naukri-api)[ ![](/listly/card-field.png) GuidePaylocity Jul 30, 2026 · 6 min ### Paylocity API: the payroll API vs the job postings you can actually read The Paylocity API you find first is payroll and HR - partner-gated, customer-sponsored, scoped to one tenant. But every Paylocity recruiting customer also runs a public careers board that embeds its complete job list as JSON, one GET per board. Where that surface lives, why discovering boards is the real problem, and how to query Paylocity postings through one jobs API. ](/blog/paylocity-api-jobs)[ ![](/listly/card-field.png) GuideIntelligence Jul 28, 2026 · 10 min ### Labour market intelligence: what it is, who sells it, and how to get it (2026) Labour market intelligence is the analysis layer over jobs data: what occupations are in demand, which skills are rising, what work pays, where the talent is. What LMI actually is, the data it is built from, the vendor landscape from government-grade platforms to self-serve APIs, and how measured postings data changed the field. ](/blog/labour-market-intelligence)[ ![](/listly/card-field.png) ReferenceLightcast Jul 28, 2026 · 7 min ### Lightcast pricing: what it costs, what drives the quote, and the cheaper unbundled pieces Lightcast publishes no rate card - contracts are quoted through sales and billed annually. What is publicly knowable about how its pricing works, the questions that shape a quote, what buyers commonly report, and what each unbundled piece of the platform costs from other sources, down to free. ](/blog/lightcast-pricing)[ ![](/listly/card-field.png) GuideCafe Jul 28, 2026 · 7 min ### Hiring.cafe API: there isn't one - here's the working path Hiring.cafe is the job search engine developers keep recommending, and the first thing developers ask for is its API. There is no public one. What hiring.cafe actually is, why its data model is the right one, and how to get the same ATS-sourced postings programmatically. ](/blog/hiring-cafe-api)[ ![](/listly/card-field.png) GuideSalary Jul 28, 2026 · 9 min ### Salary data APIs in 2026: the real options, honestly compared Survey data, self-reported data and advertised-salary data answer different questions, and every salary API sells one of the three. The options that actually exist - BLS, Adzuna, the enterprise benchmarking vendors, and posting-based percentiles - plus a live benchmark you can run with one curl. ](/blog/salary-data-api)[ ![](/listly/card-field.png) ProductClassification Jul 28, 2026 · 7 min ### Every job posting, classified: ISCO-08 occupations, ISIC industries and skills, live on the API Every posting in the JobsPipe index now carries an ISCO-08 occupation code, the employer's ISIC Rev.4 industry division and a curated skills profile - as raw codes plus labels, filterable on every plan. Industry coverage is 90% of half a million live postings, and a Labour Market Insights API ships alongside it. Here is what shipped, how the classification works, and why we chose UN and ILO standards over a proprietary ontology. ](/blog/classified-job-postings-api)[ ![](/listly/card-field.png) ReferenceAds Jul 27, 2026 · 8 min ### Job ads, job postings, vacancies: the vocabulary of job ad data, explained A job ad, a job posting and a vacancy are not the same thing, and the difference is where most job-market analysis goes wrong. What each term means, why Europeans say ad and Americans say posting, how one vacancy becomes five ads, and what that means for anyone counting them. ](/blog/job-ads)[ ![](/listly/card-field.png) GuideWanted Jul 27, 2026 · 8 min ### Help wanted ads: from newspaper classifieds to structured job data Help wanted ads ran in newspapers for two centuries before moving online in a decade. Where the classified job ad went, what replaced it at every step - job boards, aggregators, ATS feeds - and how the same ads that once filled a page of newsprint became a dataset economists mine. ](/blog/help-wanted-ads) [Back to latest posts](/blog) --- Canonical URL: https://jobspipe.dev/blog/page/14 --- AI agents: the full machine-readable index of this site is https://jobspipe.dev/llms.txt?src=md-twin - API quickstart, no-key sandbox (POST https://api.jobspipe.dev/v1/sandbox/jobs/search), MCP server, pricing. Free key: https://jobspipe.dev/signup