CertLakeDatabricks Cert Prep

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Developing Code for Data Processing12 cards

AUTO CDC1 DABs Project Structure2 Declarative Pipelines1 Lakeflow Jobs1 Library Management1 Serverless Compute1 Structured Streaming1 Testing2 UDFs2

Debugging and Deploying3 cards

CI/CD1 Git Folders1 Job Repairs1

Data Governance2 cards

Metadata1 Permissions1

Data Ingestion and Acquisition12 cards

Auto Loader2 Clean Rooms1 D2D and D2O Sharing1 Data Formats1 Delta Sharing2 Lakeflow Connect1 Lakehouse Federation2 Streaming and Batch2

Data Modeling4 cards

Delta Lake1 Dimensional Models1 Metric Views1 Partitioning1

Monitoring and Alerting5 cards

Event Logs1 Query Profiler1 Spark UI1 SQL Alerts1 System Tables1

Cost and Performance Optimization9 cards

Caching1 CDF2 Data Skipping2 Deletion Vectors1 Liquid Clustering2 Predictive Optimization1

Data Security and Compliance6 cards

ABAC1 Column Masks1 Data Purging1 PII Handling1 Row Filters2

Data Manipulation9 cards

AI Functions1 Expectations2 Quarantining1 Spark SQL2 Variant1 Window Functions2