Work
Analytics & BI·2025

Crypto Market Health & Sentiment Command Center

Concurrent ETL pipeline, ACL-grade audit layer, and Streamlit dashboard.

Crypto Market Health & Sentiment Command Center
Role
Builder
Stack
PythonStreamlitSQLiteyfinanceAlt.me API
Impact
Single control room · audit-ready

Problem

Trading and risk teams had no single control room for market health, momentum, and audit alerts.

Architecture

Python · Streamlit · SQLite · yfinance · Alt.me API · concurrent ETL · data quality checks.

Key decisions

  • Concurrent ETL from the start - sequential jobs would have died under load.
  • ACL-grade audit layer because regulated stakeholders would eventually ask.
  • Streamlit for the dashboard because the data scientists owned the iteration loop.

Outcome

Single control room for market health, momentum, and audit alerts.

What I learned

Data quality is a product surface, not a checklist.

What's next

Multi-asset support and an event-stream upgrade.
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