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Databricks Data Engineer Certification
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Module 12
Professional Certification Scenarios
1
Choosing the Right Data Ingestion Method
Analyze a scenario to select the appropriate data ingestion method (e.g., Auto Loader, COPY INTO, streaming).
2
Choosing the Right Orchestration Tool
Analyze a scenario to select the appropriate orchestration tool (e.g., Delta Live Tables, Databricks Workflows).
3
Designing Medallion Architecture Data Flows
Analyze a scenario to design a Medallion Architecture data flow across bronze, silver, and gold layers.
4
Optimizing Delta Lake for Data Scenarios
Select appropriate Delta Lake optimization strategies for given data scenarios.
Unity Catalog Permissions for Multi-Team Workspaces
Evaluate Unity Catalog permissions and governance configurations for multi-team workspace scenarios.
6
Debugging Streaming Pipelines
Diagnose common streaming pipeline failures from error descriptions and logs.
CDC Implementation Patterns
Identify correct CDC implementation patterns from code samples.
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