Data Warehousing with Databricks
This course is designed for data professionals who want to explore the data warehousing capabilities of Databricks. Assuming no prior knowledge of Databricks, it provides an introduction to leveraging Databricks as a modern cloud-based data warehousing solution. Learners will explore how use the Databricks Data Intelligence Platform to ingest, transform, govern, and analyze data efficiently using the industry-standard TCP-DI dataset as a reference. Learners will also explore Genie, an innovative Databricks feature that simplifies data exploration through natural language queries. By the end of this course, participants will be equipped with the foundational skills to implement and optimize a data warehouse using Databricks.
- Basic understanding of SQL and data querying concepts
- General knowledge of data warehousing concepts, including tables, schemas, and ETL/ELT processes is recommended
- Some experience with BI and/or data visualization tools is helpful but not required
Outline
Data Warehousing with Databricks
Databricks Overview
- Data Warehousing with Databricks
- Unity Catalog Overview
- Databricks SQL Warehouses
- Demo: Databricks SQL Warehouses
Ingesting and Transforming Data
- Data Ingestion Techniques
- Data Transformation
- Demo: Ingesting Data
- Demo: Exploring Data
Orchestration
- Introduction to Workflows
- Demo: Exploring Workflow Capabilities
Monitoring
- Tagging
- System Tables
- Cost Optimization
Visualization
- Introduction to AI/BI
- Demo: Creating and Managing a Dashboard
- Lab: Creating a Dashboard Lab
Genie
- Introduction to Genie
- Demo: Creating Genie Spaces
- Lab: Genie Spaces Lab
Power BI Integration
- Power BI Integration
- Star Schema Overview
Self-Paced
Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos
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