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Chapter 1: Introduction to Databricks Lakehouse Platform

Chapter 2: Data Lake vs. Data Warehouse: From Bronze to Gold

Chapter 3: Foundations of Databricks Architecture: Control Plane and Data Plane

Chapter 4: All-Purpose Clusters vs. Jobs Clusters: Key Differences

Chapter 5: Runtime Versioning and Cluster Management

Chapter 6: Working with Notebooks in Multiple Languages

Chapter 7: Notebook Sharing, Git Operations, and Repos

Chapter 8: ELT with Apache Spark: Single Files and Directories

Chapter 9: Creating Views, Temporary Views, and CTEs

Chapter 10: External Sources vs. Delta Lake Tables

Chapter 11: Data Deduplication and Duplicate Row Removal

Chapter 12: Validating Data Quality and Primary Key Constraints

Chapter 13: Schema Transformations: Casting, Calendar Data, and String Patterns

Chapter 14: Working with Nested Data, JSON Parsing, and Array Functions

Chapter 15: SQL Operations and Joins: Explode, Flatten, and Pivot

Chapter 16: User-Defined Functions (UDFs) and Security Models

Chapter 17: CASE and WHEN for Control Flow

Chapter 18: Delta Lake and ACID Transactions

Chapter 19: Managed vs. External Tables: Structure and Best Practices

Chapter 20: Table History, Versions, and Rolling Back Changes

Chapter 21: Vacuum, Optimize, and Z-Ordering for Efficient Storage

Chapter 22: Merging, Copying, and Generating Columns in Delta Tables

Chapter 23: Deep Dive into DLT Pipelines and Their Components

Chapter 24: Auto Loader: Cost, Latency, and Inferred Schemas

Chapter 25: Constraint Violations, Change Data Capture, and APPLY CHANGES

Chapter 26: Production Pipelines: Multi-Task Jobs and Scheduling

Chapter 27: Debugging and Monitoring Jobs: Task Histories and Alerts

Chapter 28: Data Governance Principles and Unity Catalog

Chapter 29: Metastores, Catalogs, and Securables

Chapter 30: Security Modes, Service Principals, and Best Practices for Access

Chapter 31: Using DBSQL Warehouses and Three-Layer Namespaces

Chapter 32: Best Practices: Metastore Colocation, Service Principals, and Catalog Segregation

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