Case Study
xagg
Streamlit news aggregator combining headlines and market data.
datafullstack
Context
Analysts tracking market context need faster signal aggregation across news and financial inputs.
Approach
Built a Streamlit app combining headline streams and market data feeds into one exploration interface.
Architecture
Data connectors -> normalization layer -> scoring/filter logic -> Streamlit presentation.
Results
Created a rapid context dashboard for monitoring topical and market movement.
Lessons
Signal usefulness depends on ranking and filtering, not just source volume.
Artifacts
If I had 2 more weeks...
Add alerting thresholds and persistent watchlists.