SystemCraft v1.0
The complete blueprint for building enterprise-grade data platforms. Includes source code, infrastructure scripts, and the Interview Defense Guide.
Enterprise Standard
Includes full source code, documentation, and lifetime updates.
- Complete Platform with dbt + dagster + Postgres + Streamlit Stack (Packaged Data Platform)
- Terraform Multi-Cloud Deployment Configurations (HCL, or JSON)
- 30-Page Interview Defense Guide (PDF)
- Local Docker Setup Guide (PDF)
- Cloud-Agnostic Deployment Guide (PDF)
- Lifetime Updates
What's Inside
SystemCraft v1.0, is not just a code repository, it is a workshop environment. You can use it to build a complete Data Platform on your local machine, deploy it to the cloud, and understand every component's role in the architecture. It bridges the gap between 'writing scripts' and 'building systems.'
Complete ELT Data Platform
An end-to-end Modern Data Stack blueprint that replaces isolated scripts with a cohesive, production-grade architecture. This kit orchestrates the complete data lifecycle - Python ingestors fetch raw financial data --> dbt transforms it into reliable analytical models within Postgres --> and Dagster manages the asset lineage and dependencies. Finally, a custom Streamlit dashboard serves real-time insights, demonstrating how to build a resilient Lakehouse from the ground up.
Infrastructure-As-Code (IaC)
Modular, production-grade Terraform Configurations that treat infrastructure as software. Whether you are deploying to AWS, Azure, or GCP, these configurations enforce security best practices, including IAM least privilege, state locking, and network isolation; ensuring your platform is reproducible, audit-ready, and scalable from Day 1.
Interview Defense Guide
The 'Senior Data Engineer' cheat sheet. We don't just teach you how to build it; we teach you how to defend it. This guide equips you with the narrative to justify your architectural decisions, covering critical trade-off analyses (ETL vs. ELT, Consistency vs. Availability) and preparing you to articulate failure scenarios in high-stakes system design interviews.
Local Development Experience
Instant, containerized reproducibility. A hardened `docker-compose` ecosystem that spins up the complete data platform—Postgres, Dagster, dbt, and Streamlit—in isolated networks with a single command. Experience zero-friction onboarding that mirrors a real production environment, eliminating 'it works on my machine' issues.