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AI-Integrated Lifestyle Data Pipeline

A modern, privacy-aware data pipeline that ingests nutrition and fitness data, applies AI recommendations, and powers real-time dashboards, Built to showcase scalable, production-grade data architecture.


  • Ingests fitness and nutritional data from multiple personal tracking sources.
  • Integrates comprehensive tests for data quality, schema enforcement, and expected ranges.
  • Uses AI-generated synthetic data to safely validate pipeline logic without exposing real data. 
  • Automatically classifies and redacts personally identifiable information (PII).
  • Applies dbt contracts with column-level metadata and validation.
  • Includes consent and safety logic for ethical data modeling.
  • Supports real-time dashboards with trend analysis and alerting.
  • Built using modern tools: dbt, BigQuery, Airflow, Cloud Functions, Streamlit.


This platform is part of an ongoing project to demonstrate high-quality, AI-integrated data architecture. A full case study and clean demo repo are coming soon.

Want early access or a walk-through? Let’s talk. 



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