I Automated My Entire Job Search With Python — Here Is Exactly How

Last year I spent 3 months job hunting. Applied to 200+ positions manually. Got 4 interviews. Terrible ratio. So I built a Python automation that changed everything. Within 2 weeks of using it, I had 12 interviews lined up. Here is the exact system. The Problem With Manual Job Hunting Every day looked the same: Open 5 job boards Scroll through hundreds of listings Copy-paste my resume details Write a custom cover letter Click submit Repeat 20 times Get zero responses I was spending 4-5 hours daily on applications. Most went into a black hole. The Automation Architecture Here is what I built: ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ Job Scraper │───▶│ Matcher │───▶│ Tracker │ │ (3 sources) │ │ (AI scoring) │ │ (Notion API) │ └──────────────┘ └──────────────┘ └──────────────┘ Stage 1: Scrape jobs from multiple sources Stage 2: Score each job against my skills Stage 3: Track everything in a dashboard Stage 1: The Job Scraper import requests from bs4 import BeautifulSoup import