Production-ready end-to-end DLT Pipeline | Databricks DLT

In this continuation of our Delta Live Tables (DLT) series, we take a deep dive into advanced concepts and real-world applications. In this video we will cover Implementing Change Data Capture (CDC): Strategies to handle incremental data changes efficiently. Slowly Changing Dimensions (SCD): A detailed guide to managing SCD Type 1 and Type 2 in DLT pipelines. Optimizing DLT Pipelines: Best practices for performance tuning, monitoring, and debugging. Complex Workflows: Combining batch and streaming data, advanced transformations, and orchestration. Real-World Use Cases: Practical examples and insights from the field. Whether you're a data engineer looking to optimize your ETL workflows or a developer exploring DLT's capabilities, this episode equips you with the tools and knowledge to master Delta Live Tables in Databricks. Get ready to take your skills to the next level! 📌 Stay tuned for upcoming parts where we explore advanced use cases and features. 🔔 Subscribe now to never miss an update! You can find the DBC and SQL code files, along with the raw datasets, at this link: https://drive.google.com/drive/folders/1CR7csIkF6UF1ir4c74Fea7g2d2xSKut1?usp=sharing ☕ Buy me a coffee: https://buymeacoffee.com/navalyemul Follow me on LinkedIn: https://www.linkedin.com/in/naval-yemul-a5803523/ Delta Live Table link: https://www.youtube.com/playlist?list=PL7S7dD8r4QdUsaAsRmkNCGgVJ2RCWReVs DLT on Databricks - A Beginner's Guide https://youtu.be/CsYeNkshhcY Mastering Databricks Delta Live Tables: End-to-End Implementation (Part 1) https://youtu.be/dludPEu1lIo Databricks Link: https://www.youtube.com/playlist?list=PL7S7dD8r4QdVzOYRzIG2UJdCaCasqBv1F #dlt #dataengineering #deltalivetable #databricks #databricksdlt 0:00 Introduction 1:13 Explaining Dataset 4:17 Development DLT SQL code (Ingestion- Bronze zone) 7:05 Creating DLT pipeline (Configurations) 11:57 output of sales tables 13:03 Attaching DLT pipeline to Notebook 19:19 Verifying the bronze tables 24:35 Silver Zone( with Constraints) 31:55 Implementing SCD type 1 on products bronze using Apply changes API 38:47 Implementing SCD type 2 on customers bronze using Apply changes API 41:27 verifying the SCD implementation 45:00 customers active records 47:00 Materialised views (Gold Zone) 47:23 Total sales and total discount amount for each customer? 54:33 DLT graph 57:00 Update ID (timestamp) and Logs 58:30 Full refresh all 1:00:00 Con of DLT/ disadvantage of DLT