---
title: "Blog - Page 10 - JobsPipe"
description: "Older posts from the JobsPipe blog. Page 10 of 23."
canonical: https://jobspipe.dev/blog/page/10
---

[NewSearch millions of jobs from your AI agent with MCP→](/blog/jobspipe-mcp-server)

From the blog · Page 10

# 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.

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GuideTravail

Sep 1, 2026 · 8 min

### France Travail API: the free French jobs API, and its 1,150-result window

France Travail, the public employment service formerly called Pole emploi, publishes its live vacancy database as an open REST API - OAuth2 client credentials, no partner review, no contract. It is one of the best public job APIs in Europe and it has three hard edges: a 1,150-result ceiling per query, a French-only ROME taxonomy with no ISCO crosswalk, and a reuse licence that requires you to display the entire offer including its logo. Here is the working auth flow, the search parameters, the paging workaround, and the part of the French market the API cannot see.

](/blog/france-travail-api)[

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ComparisonTalentneuron

Aug 31, 2026 · 8 min

### TalentNeuron review: what it sells, what the API meters, and who it is built for

TalentNeuron is enterprise labour market intelligence: location strategy, competitor pay, skills drift and workforce forecasts, sold to HR committees at 60% of the Fortune 100 and now owned by Leeds Equity Partners after Gartner sold it in 2023. It does ship a Talent Intelligence API across eight families, and the public terms are more specific than the brochure: 120 Call Units per minute, a 1,000,000 unit quota, suspension when it runs out, access gated by your platform tier, and a scope clause pointing at internal business use. What a Call Unit costs is not published at all. Here is what the platform includes, how to read its coverage numbers, and how to reproduce the location question yourself with sample sizes attached.

](/blog/talentneuron-review)[

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GuideResume

Aug 30, 2026 · 8 min

### Resume parser API: the real options, and the half nobody sells you

Turning a PDF CV into structured JSON is a solved problem with four kinds of vendor behind it - consolidated incumbents like Textkernel, mid-market APIs like Affinda and HrFlow, commodity marketplace endpoints at $29.99 a month, and a roll-your-own LLM. Here is what each actually extracts, what the accuracy claims are worth, and the part every parser vendor leaves out: a parsed resume is useless without a normalized job corpus to match it against.

](/blog/resume-parser-api)[

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ProductSlack

Aug 29, 2026 · 4 min

### JobsPipe for Slack: search live job postings without leaving the channel

Hiring research usually happens in a browser tab nobody else can see. JobsPipe for Slack moves it into the room: ask for the roles you care about in plain English, get normalized postings from 30+ ATS feeds and job boards back in the channel, and keep narrowing the search in the thread where your team is already talking. Everyone connects their own account, so searches draw on their own credits and no API key is ever shared across the workspace.

](/blog/jobspipe-for-slack)[

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ReferenceDatabase

Aug 29, 2026 · 9 min

### H1B salary database: h1bdata.info, the DOL data behind it, and what it leaves out

Every H1B salary lookup site - h1bdata.info, h1bgrader and the rest - is a front-end over one public dataset: the Labor Condition Application disclosure files the Department of Labor publishes every quarter, free, as Excel workbooks. h1bdata.info still stops at September 2025, nine months behind the files. Each row names the employer, the job title, the SOC occupation code, the worksite and two wages - the one the employer promised to pay and the prevailing wage floor it had to clear. Here is where the files live, what each field means, and the five reasons a certified LCA is not the same thing as a salary.

](/blog/h1b-salary-database)[

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GuideStepstone

Aug 28, 2026 · 7 min

### StepStone API: what exists, what doesn't, and how to get German jobs data

Search for the StepStone API and half the results are not even the same company - a New York investment firm shares the name. The job platform's real API surface lives at api.stepstone.com, and it is entirely write-side: XML job feeds in, applications out, nothing to read. There is no search endpoint, no self-serve key, and no roadmap item promising one. Here is what the Jobfeed and Apply APIs actually do, what integration vendors mean when they advertise StepStone support, and the working path to live German job-posting data.

](/blog/stepstone-api)[

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ReferenceNaics

Aug 27, 2026 · 8 min

### NAICS codes: how the six-digit industry system works, and what 2027 changes

Register for a federal contract, an SBA loan or a business bank account and the form asks for your NAICS code - the six-digit industry classification the United States, Canada and Mexico share. The 2027 revision is being settled right now: streaming platforms and social networks finally get codes of their own, three computer-manufacturing industries collapse into one, and airport operations quietly absorbs spaceports. Here is how a code is built, the full 20-sector list, what OMB's July 2026 proposal actually changes, and how to turn an industry code into live job-posting data.

](/blog/naics-codes)[

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ComparisonJobspikr

Aug 26, 2026 · 7 min

### JobsPikr review: what it sells, how credits work, and what the pricing page leaves out

JobsPikr is PromptCloud's job-data product: data feeds, a Job Search API and analytics dashboards built on a claimed 70,000+ crawled sources with history back to 2019. The pricing page is four plans deep, yet the dollar figures are not in the page text - what it does publish is the meter: one credit is one job downloaded, in buckets of 1,000 to 25,000 a month, with deduplication, API access and the ML-enriched fields gated by tier. Here is what the platform actually includes, which plan unlocks what, and how to sanity-check the per-job economics before you book the sales call.

](/blog/jobspikr-review)[

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GuideRecruitee

Aug 25, 2026 · 7 min

### Recruitee API: the careers-site endpoint that needs no key at all

Every Recruitee-hosted careers site exposes its published jobs as public JSON: GET company.recruitee.com/api/offers/, no token, no signup, full description HTML included in the list response. We tested it this week against a live tenant - 56 fields per offer, a department filter that actually works, and a salary object that ships empty. Here is the field-by-field walkthrough, how the public Careers Site API differs from the token-gated ATS API that was rebuilt with rate limits in late 2025, and where the one-tenant-at-a-time model stops working.

](/blog/recruitee-api-jobs)

[Back to latest posts](/blog)

---
Canonical URL: https://jobspipe.dev/blog/page/10

---
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