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ThailandDev: Zero-Rule AI Scraping
See how Gemini 2.5 Flash powers a zero-rule job board scraper analyzing career pages for structured data, covering the full stack from crawling to deployment.
ThailandDev is a job board for tech roles in Thailand, powered by an AI pipeline that requires zero manual scraping rules. I’ll walk through how we use Gemini 2.5 Flash to analyze any career page structure, extract job URLs, and pull structured data including skills, seniority level, remote policy, and language requirements. The talk covers the full stack: Crawl4AI for browser automation, Pydantic for schema validation, Supabase for storage, GCP Cloud Run for scheduling, and Next.js for the frontend. Adding a new company to scrape? Just drop in a URL.