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Cover – Data Engineering Masterclass 2026
Who We Are – Trainers
Tell Us About Yourself
Workshop Roadmap 2026
Today's Agenda
Data Warehouse vs Data Lake vs Lakehouse
Top Cloud Platforms for Data Engineering
ETL vs ELT Pipeline Patterns
Medallion Architecture – Bronze, Silver & Gold
Databricks – Unified Data & AI Platform
Databricks Core Architecture
Unity Catalog – Data Governance at Scale
Hands-On Exercise — Databricks Pipeline
Snowflake – Cloud Data Platform
Databricks vs Snowflake – When to Use What
Hands-On Exercise — Snowflake Pipeline
Introduction to dbt (Data Build Tool)
Databricks Personas – Spark vs SQL Users
Pain Points Without dbt
Why dbt? – Five Key Advantages
Where dbt Fits in the ELT Pipeline
dbt Project Workflow
Hands-On — Building dbt Models on Databricks
Hands-On — Building dbt Models on Snowflake
Production Patterns – Scheduling & CI/CD
Databricks Lakeflow & Asset Bundles
Snowflake Tasks & Streams
Hands-On Exercise — Production Patterns
AI Features – Cortex LLM & Databricks Genie
AI Features — Cortex, Genie & Copilot
Hands-On Exercise — AI Features
Comparison & Wrap-Up – Choosing Your Stack (Detailed)
Hands-On Exercise — Batch Comparison
Q&A
Streaming Patterns — Kafka to Medallion
Hands-On Exercise — Streaming Pipeline
Machine Learning — Predictive ML Patterns
Hands-On Exercise — Machine Learning
Archive — Microsoft Fabric
Microsoft Fabric — Platform Overview
Databricks vs Microsoft Fabric — When to Use What
Thank You!