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Data-Continuum

Welcome to the Data-Continuum documentation.

Data-Continuum is a production-grade data pipeline sandbox designed to simulate a high-velocity Smart Logistics environment. It demonstrates the seamless flow of data from diverse sources (SQL and NoSQL) through an orchestration layer into a unified API and Machine Learning service, all while maintained under a rigorous observability stack.

Key Features

  • Polyglot Persistence: Combines relational metadata (PostgreSQL) with high-frequency telemetry (MongoDB).
  • Event-Driven Orchestration: Powered by Apache Airflow.
  • Unified Extraction: A FastAPI layer to combine SQL and NoSQL data into a single unified state.
  • ML Integration: Integrated MLflow tracking with background training capabilities.
  • Observability: Prometheus metrics and Grafana dashboards out-of-the-box.

Get started by exploring the Architecture.