Topic desk 01
Job data
Multi-source job collection, hiring signals, salary research, company enrichment, and production job-data pipelines.
Jobs guide 04 · 11 min read
How to Build a Hiring Intelligence Pipeline With Public Job Data
A production blueprint for turning public job listings into hiring signals: collection, raw storage, normalization, deduplication, enrichment, QA, and alerts.
Jobs guide 01 · 9 min read
How to Collect Job Listings From Multiple Sites in One Dataset
A practical guide to multi-source job data: when to use an orchestrator, which fields to normalize, how to deduplicate listings, and how to verify coverage.
Jobs guide 02 · 8 min read
How to Use Glassdoor Job Data for Market and Hiring Research
Turn public Glassdoor job listings into defensible hiring signals with a source-first schema, freshness controls, employer grouping, and sample validation.
Jobs guide 03 · 10 min read
LinkedIn vs. Indeed vs. Glassdoor Job Data: Which Source Fits the Workflow?
Compare LinkedIn, Indeed, and Glassdoor job data by research intent, field depth, employer context, duplicate risk, geography, and maintenance cost.
The product layer
Find the matching live contract.
Filter the AgentX directory, open the current Actor page, and prove a narrow sample before scaling.