Section 2: 13. Apply Advanced Delta Lake Concepts

What is the purpose of the time travel feature in Delta Lake?

Which command is used to restore data that has been deleted in Delta Lake?

How does the OPTIMIZE command improve the performance of a Delta table?

What does the version number -1 signify in Delta Lake commands?

Which of the following methods can be used to query previous versions of a table?

What happens to small data files when the OPTIMIZE command is executed?

Which of the following keywords is used to select a specific version of a table in a query?

What is a potential downside of having many small files in a Delta table?

What is the primary benefit of Z order indexing?

What does the OPTIMIZE command do?

What happens if you run the VACUUM command without specifying a retention period?

What is the result of trying to access an old version of the table after executing a VACUUM command that deleted old files?

What action does the DROP TABLE command perform?

After using the VACUUM command successfully, what can be inferred about the deleted data files?

What does the retention period in the VACUUM command prevent?

Why should the workaround for turning off retention duration checks not be performed in production?

Delta Lake Advanced Concepts

Delta Lake allows querying of previous versions of tables through the time travel feature, utilizing data files marked as removed in the transaction log.
Key query methods to access prior data include:
- SELECT * FROM <table> VERSION AS OF <version_number>
- SELECT * FROM <table> TIMESTAMP AS OF <timestamp>
- Alternate syntax: SELECT * FROM <table> @v<version_number>

Data Restoration and Commands

Deleted data can be restored by rolling back to a previous version using the RESTORE TABLE command.
The restoration action is recorded in the transaction log, confirming successful data recovery.

File Optimization

The OPTIMIZE command compacts small files into larger files, improving performance by decreasing the number of data files.
Z-order indexing can be applied during optimization, enhancing data retrieval speed for filtering operations using specified fields.
Post-optimization, only a single data file should be present, confirming the effectiveness of the process.

Managing Unused Files

Delta Lake maintains a history of operations, with every OPTIMIZE command creating a new version.
The VACUUM command is used to clean up old, unused data files; however, it requires a retention period to prevent premature deletions.
Default retention period for the VACUUM command is set to 7 days to protect ongoing operations.

Customizing VACUUM Operation

Temporary disabling of the retention duration check allows immediate file cleanup for demonstration but should be avoided in production.
Upon executing the VACUUM command without retention, six unused data files can be deleted successfully.
Deleting these files inhibits access to previous data versions; querying old versions after cleanup results in a file not found exception.

Table Management

The DROP TABLE command permanently deletes the table and all associated data from the Lakehouse.
Confirmation of deletion is accomplished by attempting to query the dropped table, resulting in a 'table not found' message.

Explore advanced features of Delta Lake, focusing on time travel and operational commands like Optimize and Vacuum. Review table history and learn how to query previous versions of your data, leveraging Delta Lake's transaction log functionalities.