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2024 · Case Study
Archived
Job Agent (v1 & v2)
Python job scrapers that evolved into the Finnish Job Scraper
PythonRSSopenpyxlGmail APIBeautifulSoupfeedparser
Private Repository
Project Overview
Job Agent v1 and v2 were my first attempts at automating Finnish job discovery. They used RSS feeds, scheduled scripts, and Excel-based ranking to reduce manual searching.
Version two added stronger deduplication, more sources, and better filtering logic, which directly informed the architecture of the full-stack Finnish Job Scraper.
These versions are archived, but they show the real product journey from quick script to production platform.
Key Highlights
- RSS feed aggregation
- Excel deduplication
- Gmail digest emails
- Keyword filtering
- Multi-source (Duunitori, Indeed, Adzuna, Jobly, The Hub)