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.
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.