Pipeline From DA To DE (Course)
Stop cranking out dashboards and start building the pipelines that feed them.
This 8-module track is your blueprint for transitioning from Analyst to Engineer using the 2026 data stack.
Module 1: The Architect's Mindset
Stop thinking like a report-builder and start thinking like a system designer. We’ll bridge the gap between business requests and production reality, teaching you the mental frameworks needed to own the data lifecycle.
Stop thinking like a report-builder and start thinking like a system designer. We’ll bridge the gap between business requests and production reality, teaching you the mental frameworks needed to own the data lifecycle.
Module 2: Advanced SQL-From Querying To Building
Master the "Data Engineer's SQL." Move beyond simple SELECT statements into DDL, DML, and building resilient, cost-effective schemas that don't break under high-volume pressure.
Master the "Data Engineer's SQL." Move beyond simple SELECT statements into DDL, DML, and building resilient, cost-effective schemas that don't break under high-volume pressure.
Module 3: The Automation Engine
Put down the Jupyter Notebook. Learn to use Python as a production-grade automation tool for interacting with APIs, handling complex JSON structures, and building scalable ETL logic.
Put down the Jupyter Notebook. Learn to use Python as a production-grade automation tool for interacting with APIs, handling complex JSON structures, and building scalable ETL logic.
Module 4: The Cloud Stack
Infrastructure is the engineer’s playground. We’ll dive into the Google Cloud ecosystem to master IAM, Service Accounts, and Virtual Machines—the essential "passport" to professional cloud engineering.
Infrastructure is the engineer’s playground. We’ll dive into the Google Cloud ecosystem to master IAM, Service Accounts, and Virtual Machines—the essential "passport" to professional cloud engineering.
Module 5: Introduction to Orchestration
Move from "manual execution" to "hands-off automation." Learn how to use Airflow and Cloud Composer to schedule, monitor, and manage complex DAGs that run while you sleep.
Move from "manual execution" to "hands-off automation." Learn how to use Airflow and Cloud Composer to schedule, monitor, and manage complex DAGs that run while you sleep.
Module 6: Defensive Engineering & QA
Engineers don’t just fix errors; they prevent them. This module covers testing frameworks, metadata validation, and the art of "backfilling" data without breaking your existing production tables.
Engineers don’t just fix errors; they prevent them. This module covers testing frameworks, metadata validation, and the art of "backfilling" data without breaking your existing production tables.
Module 7: Cost & Performance Optimization
Accuracy is only half the battle; scale and cost are the other. Learn how to optimize BigQuery performance, estimate storage costs, and keep your cloud bills low while your data volume grows.
Accuracy is only half the battle; scale and cost are the other. Learn how to optimize BigQuery performance, estimate storage costs, and keep your cloud bills low while your data volume grows.
Module 8: Showcasing Your Work
Tie it all together by building a production-ready asset. We'll focus on creating an end-to-end pipeline that proves your engineering competence to hiring managers and technical leads.
Tie it all together by building a production-ready asset. We'll focus on creating an end-to-end pipeline that proves your engineering competence to hiring managers and technical leads.