Databricks Academy

Beginner → Intermediate Courses Databricks

1. Data Engineering with Databricks

   • Lakehouse fundamentals

   • Delta Lake

   • Auto Loader

   • PySpark & SQL

   • Workflows / Jobs

   • Hands-on labs

2. Apache Spark™ Programming with Databricks

   • PySpark fundamentals

   • Transformations, actions

   • Joins, windows, optimizations

   • Notebook and cluster best practices

3. Delta Lake Essentials

   • ACID

   • Time travel

   • OPTIMIZE/ZORDER

   • Schema evolution

Advanced Courses

1. Advanced Data Engineering with Databricks

   • Performance tuning

   • Photon

   • Delta Live Tables

   • Streaming

   • Workflows orchestration

2. Machine Learning with Databricks (optional but recommended)

   • Feature engineering

   • AutoML

   • MLflow

   • Model deployment