Built AnywhereHired as a remote job board focused on discovery for junior-friendly and visa sponsorship roles.

What started as a Flask + Scrapy job board has turned into a small data engineering / analytics pipeline behind the scenes:

scheduled scraping + post-processing daily dataset snapshots data quality reports trend metrics over time DuckDB warehouse outputs internal dashboard with Plotly visualizations Stack is mostly:

Python Flask Scrapy SQLite DuckDB Plotly

I’m especially interested in feedback on:

job board usefulness / UX the filtering around junior and visa discovery whether the analytics / data pipeline side is interesting enough to expose more publicly.

Would love feedback from people who’ve built scraping, analytics, or job-search products.