case study · daily multi-portal pipeline

The job market, across portals.

A pipeline pulls postings from multiple portals over their APIs every day — Gupy, The Muse and six remote job boards — normalizes everything into a single schema, classifies area and seniority, and keeps the history. This dashboard reads the last 90 days and lets you explore by area, seniority, company, portal, work model and market.

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