Hello @Mahalakshmi1488 ,
Here's a beginner-friendly roadmap to help you get started with learning Databricks from scratch :

1. Start with Databricks Community Edition – It’s free and beginner-friendly.

2. Learn the UI – Explore Notebooks, Clusters, DBFS (file storage), and Jobs.

3. Get hands-on with PySpark – Practice basic transformations and RDD/DataFrame operations.

4. Use Spark SQL – Write SQL queries and explore structured data easily.

5. Explore Delta Lake – Understand versioned tables, time travel, and Lakehouse architecture.

6. Build Simple ETL Pipelines – Ingest, transform, and automate with Jobs.

7. Leverage Databricks Academy – Free learning tracks for Data Analyst & Data Engineer roles.

8. Try Dashboards + MLflow – For analytics and machine learning as you grow.