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Databricks data engineer certification
·
Module 3
Managing Tables with Delta Lake
1
Delta Lake Features for Reliable Data Lakes
Describe how Delta Lake provides reliability and performance with ACID transactions, time travel, and schema enforcement.
2
Managed vs. External Tables: Data Control
Differentiate between managed and external tables in terms of data lifecycle and location.
3
Creating and Managing Delta Tables with SQL
Create and drop managed and external Delta tables using SQL.
4
Data Manipulation in Delta Tables
Perform INSERT, UPDATE, and DELETE operations to manipulate data in Delta tables.
5
Delta Lake Upsert with MERGE
Use the MERGE statement to perform upsert (update/insert) operations on Delta tables.
6
Time Travel with Delta Lake: Querying Previous Versions
Query previous versions of a Delta table using time travel and `DESCRIBE HISTORY`.
7
Exploring the Delta Lake Transaction Log
Inspect the Delta Lake transaction log to understand how table versions are recorded.
8
Optimizing and Vacuuming Small Files
Compact small files using OPTIMIZE and remove old files using VACUUM.
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Querying Data with Databricks SQL
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Transforming Data with Spark SQL