--- title: "Blog - Page 13 - JobsPipe" description: "Older posts from the JobsPipe blog. Page 13 of 23." canonical: https://jobspipe.dev/blog/page/13 --- [NewSearch millions of jobs from your AI agent with MCP→](/blog/jobspipe-mcp-server) 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. [ ![](/listly/card-field.png) ComparisonTechmap Aug 6, 2026 · 6 min ### 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. ](/blog/techmap-alternative)[ ![](/listly/card-field.png) ComparisonLoopCV Aug 6, 2026 · 6 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. ](/blog/loopcv-jobs-api)[ ![](/listly/card-field.png) ComparisonJobDataLake Aug 6, 2026 · 6 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. ](/blog/jobdatalake-alternative)[ ![](/listly/card-field.png) ComparisonFantastic Aug 6, 2026 · 6 min ### 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. ](/blog/fantastic-jobs-alternative)[ ![](/listly/card-field.png) ReferenceSEEK Aug 6, 2026 · 7 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. ](/blog/seek-api)[ ![](/listly/card-field.png) ReferenceDataset Aug 3, 2026 · 7 min ### Salary datasets: 8 real sources beyond the Kaggle CSVs (2026) Most of what ranks for salary dataset is a 30-row CSV built for teaching linear regression. If you need real numbers, the useful sources are public and current: BLS OEWS, H-1B disclosure files, ONS ASHE, the Stack Overflow survey - and the newest one, live job postings, where pay transparency laws now put a stated range on a third of everything posted. Every source compared on granularity, freshness and cost, plus how to build your own salary dataset from 300,000+ postings with structured pay. ](/blog/salary-dataset)[ ![](/listly/card-field.png) ReferenceTheirStack Aug 2, 2026 · 7 min ### TheirStack pricing: the full rate card, how credits burn, and the cheaper piece TheirStack is one of the few jobs-data vendors with a public rate card: one-time credit packs from $109 and API subscriptions from $49 a month. The list price tells you less than the meter - every job an API response returns consumes a credit, company reveals expire after 90 days, and exports cap at 200 jobs per company. The full price list, the consumption rules that actually set your bill, and when a per-job postings API is the cheaper piece. ](/blog/theirstack-pricing)[ ![](/listly/card-field.png) ReferenceISCO Aug 1, 2026 · 7 min ### ISCO-08: the occupation codes behind global labour market data An ISCO-08 code is a four-digit identifier from the ILO's International Standard Classification of Occupations - the occupation axis behind ILOSTAT, Eurostat and ESCO. How the four-level hierarchy works, the codes for common tech roles, where data scientist and DevOps actually land, how ISCO maps to SOC and O\*NET, and how to filter half a million live job postings by ISCO code. ](/blog/isco-08)[ ![](/listly/card-field.png) ProductLabour Jul 31, 2026 · 4 min ### Introducing the Labour Market Pulse: free monthly hiring and salary data from live postings Free monthly aggregates from the JobsPipe corpus: hiring demand by occupation and industry, advertised-salary percentiles with visible sample sizes, and the AI pay premium. Computed from real postings, never surveys - with suppressed thin cells, a published disclosure rate, and permanently archived snapshots you can cite. ](/blog/labour-market-pulse) [Back to latest posts](/blog) --- Canonical URL: https://jobspipe.dev/blog/page/13 --- 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