Silism Commerce 360 - Local AI Native Lakehouse
AI-native e-commerce data platform you can run locally (Airflow + dbt + MCP)
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Apache Kafka·
Apache Airflow·
dbt·
DuckDB·
Grafana
Silism Commerce 360 is a full-featured, AI-native data platform that simulates how a real e-commerce company ingests, transforms, observes, and analyzes data.It brings together:Modern data engineering...
About this project
Silism Commerce 360 is a full-featured, AI-native data platform that simulates how a real e-commerce company ingests, transforms, observes, and analyzes data.
It brings together:
Modern data engineering: dltHube, dbt, Airflow(Astro), DuckDB, Kafka
AI-native interfaces: MCP server + local LLM (Ollama)
Real-time analytics UI: Streamlit dashboard
Production-grade observability: Prometheus, Grafana, Loki, Jaeger
Containerized orchestration: Docker + Docker Compose
Designed as a reference architecture to learn or showcase:
Lakehouse design patterns (local-first)
Batch + streaming pipelines
End-to-end observability
AI-assisted analytics workflows
A “run it on your laptop” platform demo (zero cloud cost)
Run it locally in minutes and use it as a portfolio project, a team demo, or a learning playground.
Articles about the project:
- https://silism.com/building-a-production-grade-e-commerce-analytics-platform-a-journey-into-modern-data-engineering-part-1/
- https://silism.com/building-a-production-grade-e-commerce-analytics-platform-a-journey-into-modern-data-engineering-part-2/