Silism Commerce 360 - Local AI Native Lakehouse

AI-native e-commerce data platform you can run locally (Airflow + dbt + MCP)

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...

Screenshot 1

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/

Stack:
Apache KafkaApache AirflowdbtDuckDBGrafana
Team

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Marc Lamberti17d ago

Looking forward to trying this one! Thank you for sharing

Project Info

Published on Dec 27, 2025
View on GitHub