Two major milestones: finalizing my database choice and successfully running a local model for data extraction.

Good news: Scraping company career pages is generally lower risk than scraping job aggregators. Here’s why: Legitimate purpose – Helping job seekers find opportunities is generally viewed favorably No ...

Day 4 done. No code today, just research. Honestly felt like I did less work than previous days, but research is work. Started with: “What’s already out there?” ...

Breaking into 4 independent services means: Scale each based on actual need (crawler needs 10 instances, matcher needs 2) Test one piece at a time (ship faster, iterate publicly) Different tech ...

Going to the database repeatedly is slow and operations-heavy. Caching stores recent/frequent data in a faster layer (memory) ...

A single server setup is where everything runs on one machine—your web application, database, cache, and all business logic.

Hello Pythonistas, if you have started from here, you might not yet understand Python programs. For this, you need to understand the Python syntax. It’s like the grammar of Python. After reading this, ...