Delta Lake Databricks (From Zero to Pro in 4 HOURS) | Delta Lake Pyspark
Welcome to this 4+ hour full course on Delta Lake with Databricks, the innovative solution revolutionizing data engineering! This course is perfect for data professionals looking to enhance their skills and leverage the power of Delta Lake in their projects.
What You'll Learn:
- Unity Catalog: Discover how to manage and govern your data assets effectively with Unity Catalog.
- ACID Transactions in Delta Lake: Understand the importance of ACID transactions and how they ensure data integrity.
- External Delta Tables vs Managed Delta Tables: Learn the differences and use cases for both types of Delta tables.
- Optimization Techniques in Databricks: Explore best practices for optimizing your Delta Lake performance.
- Structured Streaming with PySpark: Dive into real-time data processing and analytics using Structured Streaming.
- Delta Live Tables (ETL Pipelines): Master the creation and management of ETL pipelines with Delta Live Tables.
Azure End To End Data Project : https://youtu.be/6_hXeNg9TJ0?si=9naCovTmgcZn0NQQ
Databricks Tutorial : https://youtu.be/P5pEeR3xQpI?si=XbQYrYkrVp2jKjfE
PySpark Full Course : https://youtu.be/94w6hPk7nkM?si=Y2EUnifXrZRK3MOj
Connect with ME - https://www.linkedin.com/in/ansh-lamba-793681184/
Telegram Channel - https://t.me/anshlambadatafam
Telegram Group - https://t.me/+9jR_HQ4YhBMzY2Q1
Timestamps:
0:00 Introduction
13:53 Data Warehouse vs Data Lake vs Data Lakehouse
31:56 What is Delta Lake
38:50 ACID Transactions in Delta Lake
41:21 Azure Free Account
44:00 Create Azure Resources
53:06 Azure Databricks Tutorial Unity Catalog
1:13:33 External Delta Tables vs Managed Delta Tables
1:30:13 CETAS in Databricks
1:32:58 Deep Clone and Shallow Clone in Databricks
1:42:14 Deletion Vectors in Databricks
2:11:23 Time Travel in Databricks Delta Lake
2:22:38 VACUUM in Databricks
2:28:27 OPTIMIZATION Techniques in Databricks using ZORDER BY and Liquid Clustering
2:45:27 Schema Enforcement and Schema Evolution in Databricks
2:57:38 Schema Update in Delta Lake PySpark
3:08:44 Structured Streaming Databricks using Pyspark
3:27:40 Delta Live Tables Databricks (ETL Pipelines)
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⭐Hashtags⭐
#azure #databricks #pyspark #deltalake #dataengineering #apachespark