--- title: "Blog - Page 2 - JobsPipe" description: "Older posts from the JobsPipe blog. Page 2 of 22." canonical: https://jobspipe.dev/blog/page/2 --- 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. [ ![](https://jobspipe.dev/listly/card-field.png) GuideCleaner Sep 9, 2026 · 5 min ### Indeed ghost jobs: why Indeed scores cleaner than most boards and where its stale postings hide Indeed's free postings roll off on a timer, which keeps long-open listings rare and makes Indeed one of the cleanest boards on the ghost score. The stale postings that remain are reposts and mass-poster inventory. The Indeed cut of the data, compared with all boards, plus the filters that remove it. ](https://jobspipe.dev/blog/indeed-ghost-jobs)[ ![](https://jobspipe.dev/listly/card-field.png) ReferenceShare Sep 9, 2026 · 5 min ### Ghost jobs by job board: share of ghost-like postings on LinkedIn, Indeed, Workday, Greenhouse and six more One table, ten boards: the share of active postings scoring 25 or higher on the ghost score, the share open more than 45 days, the share reposted, and the share with no salary. Board by board commentary on why the numbers land where they do, and the query to reproduce the cut. ](https://jobspipe.dev/blog/ghost-jobs-by-job-board)[ ![](https://jobspipe.dev/listly/card-field.png) GuideStack Sep 9, 2026 · 7 min ### What is a tech stack? Meaning, examples, and how to find any company's stack A tech stack is the set of technologies a company builds and runs on: languages, frameworks, databases, cloud, and the business software around them. What the term means in engineering and in business, real stacks read from live job postings, and two ways to look up any company's stack: a free website scan and a jobs API query. ](https://jobspipe.dev/blog/what-is-a-tech-stack)[ ![](https://jobspipe.dev/listly/card-field.png) GuideBuying Sep 9, 2026 · 6 min ### Buying signals: what they are, examples from job postings, and how to collect them A buying signal is evidence that a company is moving toward a purchase. The strongest ones are budgeted decisions made in public, and a job posting is exactly that. This guide defines buying signals in sales, lists nine examples that are each a posting pattern with its measured share of hiring companies, and shows the two API calls that collect them. ](https://jobspipe.dev/blog/buying-signals)[ ![](https://jobspipe.dev/listly/card-field.png) GuideTriggers Sep 9, 2026 · 5 min ### Sales trigger events, ranked by how early job postings surface them A trigger event is a change at an account that opens a buying window. Some show up in job postings before anyone announces them, some weeks after, and some never. This post ranks ten common sales triggers by how early the postings stream surfaces each one, with the share of hiring companies showing each pattern, and the query that watches for it. ](https://jobspipe.dev/blog/sales-trigger-events)[ ![](https://jobspipe.dev/listly/card-field.png) GuideMapping Sep 9, 2026 · 5 min ### Talent mapping: what it is, and how to map a competitor's org from its job postings Talent mapping builds a picture of where the people you need sit before there is a role to fill. The external half can be done from public data: a competitor's open and closed postings, read by function, seniority, location and technology, is an org chart in draft. This guide defines the term, walks through the query sequence and the fields each call returns, and separates talent mapping from talent intelligence. ](https://jobspipe.dev/blog/talent-mapping)[ ![](https://jobspipe.dev/listly/card-field.png) GuideAnalytics Sep 9, 2026 · 5 min ### Workforce analytics: definition, use cases, software, and what job postings add Workforce analytics applies data to decisions about a workforce: how many people, in which roles, at what cost, with which skills. Most of it runs on internal HRIS data, which says nothing about the market outside. This guide defines the term, lists the use cases and the software categories honestly, and shows the external cut that postings add, with the skills named most often in HR and IT postings. ](https://jobspipe.dev/blog/workforce-analytics)[ ![](https://jobspipe.dev/listly/card-field.png) GuideCompetitor Sep 9, 2026 · 6 min ### Competitor hiring analysis: a query sequence, with the base rates to read it against A competitor's job postings are the most detailed public account of its plans. This how-to runs the sequence in order: pull every open and recently closed role, read the mix by function and seniority, compare it against the share of hiring companies showing each pattern, read the technologies named, and watch the closes and the new openings. Six requests, real filter names, and the base rates that keep the reading honest. ](https://jobspipe.dev/blog/competitor-hiring-analysis)[ ![](https://jobspipe.dev/listly/card-field.png) GuideFreeze Sep 9, 2026 · 5 min ### What is a hiring freeze? Definition, signs in posting data, and how to check a company A hiring freeze stops new requisitions and usually backfills, without touching current staff. This post defines it, separates it from layoffs and slowdowns, answers whether there is one right now with live posting shares (employer concentration, single-opening employers, days to close by board), explains how companies keep hiring through one, and gives three API queries to detect a freeze at any employer. ](https://jobspipe.dev/blog/what-is-a-hiring-freeze) [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