AutomationAIBackend

Jobs Scraper

Watches Instagram accounts by region, scrapes vacancy posts, and lets Gemini sort real jobs from noise before anything hits the database.

Client
Toploker.com
Year
2026

Internal system, not public

Jobs Scraper — main screen
Gemini AIClassification
LivePer-run logs

The problem

A lot of Indonesian vacancies are just an Instagram post with a WhatsApp number. The same accounts mix jobs with promos and reposts, and scrapers break without telling you why.

What I did

Puppeteer on a schedule, Gemini classification, Zod validation on every record, and a dashboard that streams each run's logs live, so a failed run can actually be explained.

Stack

BunReact 19PostgreSQLPuppeteerGeminiWebSocket
Jobs Scraper — screen 2Jobs Scraper — screen 3

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