Delta Lake Tutorial #4 β€” Time Travel: Query Any Version of Your Data (PySpark + Databricks 2026)

Learning Journal Guide 1 months ago

Description

In this video, we cover one of Delta Lake's most powerful features β€” Time Travel.
You will learn how to query any historical version of a Delta table by version number
or timestamp, how the Delta transaction log makes this possible, and the production
gotchas that most tutorials don't mention.

This is video #4 in the Delta Lake Complete Guide 2026 series.

What we cover in this video:
β–Έ What Delta Lake Time Travel is and why it matters
β–Έ How the Delta transaction log enables Time Travel
β–Έ Querying historical versions using VERSION AS OF
β–Έ Querying by timestamp using TIMESTAMP AS OF
β–Έ Time Travel for data auditing and debugging bad writes
β–Έ The VACUUM retention window β€” how far back you can travel
β–Έ Restoring a Delta table to a previous version

By the end of this video, you will be able to use Time Travel confidently
for debugging, auditing, and recovering from bad pipeline runs.

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πŸ”— LINKS
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β–Έ Delta Lake Complete Guide 2026 playlist: [playlist link]
β–Έ Video #1 β€” What is Delta Lake: [video link]
β–Έ Video #2 β€” Creating and managing Delta tables: [video link]
β–Έ Video #3 β€” Batch and streaming reads and writes: [video link]
β–Έ Full Databricks on AWS course (coming July 2026): [course link]
β–Έ Spark Performance Tuning course: www.scholarnest.com
β–Έ Generative AI for Data Engineers course: www.scholarnest.com

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πŸ“Œ ABOUT THIS SERIES
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The Delta Lake Complete Guide 2026 is a free, structured series for data engineers
who want to go beyond the basics. Every video is recorded as part of a full Databricks
on AWS course β€” real engineering depth, not simplified demos.

New videos every week. Subscribe and hit the bell so you don't miss any part of the series.

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πŸ‘€ ABOUT THE INSTRUCTOR
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Data engineer and architect with 25 years of industry experience. I create self-paced
courses on Apache Spark, Databricks, Kafka, and Generative AI for data engineers.

πŸ“Ί YouTube: Learning Journal (you're already here!)
🌐 Website: www.scholarnest.com

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