---
title: "Blog - Page 20 - JobsPipe"
description: "Older posts from the JobsPipe blog. Page 20 of 22."
canonical: https://jobspipe.dev/blog/page/20
---

From the blog · Page 20

# 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)

GuideSources

Jul 13, 2026 · 3 min

### Labor market data: 9 sources and APIs compared (2026)

BLS, JOLTS, FRED, Indeed Hiring Lab, Lightcast, LinkUp, Revelio, and raw job-postings APIs - what each labor market data source actually measures, how fresh it is, what it costs, and which one fits your use case.

](https://jobspipe.dev/blog/labor-market-data-sources)[

![](https://jobspipe.dev/listly/card-field.png)

ComparisonJobSpy

Jul 13, 2026 · 5 min

### JobSpy GitHub review: the Python job scraper tested, and where it breaks

JobSpy on GitHub scrapes LinkedIn, Indeed, Glassdoor, ZipRecruiter, Google and three regional boards with one Python call - until it gets blocked. What the repo ships today (PyPI has not had a release since July 2025), where it breaks, and the no-scraper path: JobsPipe's free tier for normalized postings.

](https://jobspipe.dev/blog/jobspy-review)[

![](https://jobspipe.dev/listly/card-field.png)

GuideSERP

Jul 13, 2026 · 4 min

### What is a SERP API? How they work and when to use one

A SERP API returns search-engine results as structured JSON - including the Google for Jobs widget. How SERP APIs work under the hood, what they cost, where they break, and when reading data at the source beats scraping the results page.

](https://jobspipe.dev/blog/what-is-a-serp-api)[

![](https://jobspipe.dev/listly/card-field.png)

GuideOffered

Jul 13, 2026 · 11 min

### Indeed API: what Indeed offered, what it retired, and how to read Indeed jobs now

Indeed's public job-search API is gone. A dated timeline of what Indeed offered developers and when each piece went away, what the partner APIs are for, what you can legally get today, the options for reading Indeed-sourced postings with their published prices, and how to build a pipeline on them.

](https://jobspipe.dev/blog/indeed-api-guide)[

![](https://jobspipe.dev/listly/card-field.png)

GuideGoogle

Jun 29, 2026 · 4 min

### How to scrape Google Jobs in Python (and the no-scrape alternative)

A working Python walkthrough for scraping Google Jobs results with requests and Playwright, the anti-bot and legal caveats nobody mentions, and how to skip all of it with one normalized API call.

](https://jobspipe.dev/blog/google-jobs-scraper)[

![](https://jobspipe.dev/listly/card-field.png)

GuideReplaces

Jun 28, 2026 · 4 min

### How to scrape LinkedIn jobs in Python (and the API that replaces it)

A real Python walkthrough of LinkedIn's guest jobs endpoint with requests and BeautifulSoup - parsing cards, pulling job detail, and why it breaks in production. Then the API where LinkedIn is the main source.

](https://jobspipe.dev/blog/linkedin-job-scraper-python)[

![](https://jobspipe.dev/listly/card-field.png)

ComparisonSources

Jun 27, 2026 · 3 min

### Where to get job posting data in 2026: 7 sources compared

Scrapers, ATS APIs, aggregator wrappers, and bulk-data vendors all sell job postings data - at wildly different price, freshness, and coverage. A buyer's-eye comparison of the seven options, and how to pick.

](https://jobspipe.dev/blog/where-to-get-job-posting-data)[

![](https://jobspipe.dev/listly/card-field.png)

ReferenceHierarchy

Jun 26, 2026 · 4 min

### Job title hierarchy: levels and seniority, explained (2026)

The standard corporate ladder from intern to C-level, what each level actually means, how it differs across engineering, sales, finance, and healthcare, how it maps to normalized job-posting seniority, and the seniority mix on every collected job board.

](https://jobspipe.dev/blog/job-title-hierarchy)[

![](https://jobspipe.dev/listly/card-field.png)

GuideBuy

Jun 26, 2026 · 4 min

### Job scraper: the build-vs-buy guide for 2026

A job scraper is easy to demo and expensive to keep alive - anti-bot, proxies, changing HTML, dedup, and a 2am pager. Here's the honest build-vs-buy math, by source, and when an API wins.

](https://jobspipe.dev/blog/job-scraper-build-vs-buy)

[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