Databricks End-To-End Project | Zero-To-Expert | Streaming, AI, Lakeflow, Unity Catalog, AI/BI
Databricks End-To-End Project | Zero-To-Expert | Streaming, Mosaic AI, Lakeflow Connect, Lakeflow Declarative Pipelines Unity Catalog, Databricks SQL AI/BI Dashboards
In this 4+ hour hands-on project, you'll build a real-world Restaurant Analytics Platform on Databricks using Azure Event Hub (streaming), Azure SQL (batch), Unity Catalog, Medallion Architecture, Spark Declarative Pipelines, LakeFlow Connect CDC, AI-powered Sentiment Analysis with Mosaic AI and AI/BI Dashboards
By the end, you'll have a complete Zero-To-Expert playbook for real-world data engineering on Databricks — for interview prep and day-to-day job with hands-on examples you've actually built
Complete Project Codes: https://github.com/afaqueahmad7117/da...
Chapters:
0:00 Why Learn Databricks?
5:51 Generating Synthetic Restaurant Data
9:45 Setting Up Azure Event Hub
19:03 Azure SQL Database Setup
27:52 Concept Vault: Unity Catalog Explained
38:17 Databricks Workspace & Unity Catalog
40:22 Recap - Databricks Setup
41:40 LakeFlow Connect CDC Ingestion
1:04:27 Concept Vault: Spark Declarative Pipelines Explained
1:24:29 Streaming Ingestion From Event Hub
1:42:44 Silver Layer Transformations
2:25:21 Recap - Silver Layer
2:26:32 Gold Layer Aggregations
3:20:38 Orchestration Using Databricks Workflows
3:28:55 Recap - Gold Layer & Workflow Orchestration
3:31:19 AI/BI Dashboards: Performance & Sentiment Analysis
4:14:25 Wrap Up & Final Architecture
Connect w/ me here:
LinkedIn: / afaque-ahmad-5a5847129
YouTube Channel: / @afaqueahmad7117
Playlists:
Databricks Masterclass (Zero-To-Expert): • Databricks Masterclass: Zero To Expert
Ultimate Guide To Spark Performance Tuning: • Ultimate Guide To Apache Spark Performance...
Interview Preparation: • Data Engineering Interview Preparation
Apache Spark Was Hard Until I Learned These 30 Concepts: • Apache Spark Was Hard Until I Learned Thes...
Data Engineering Roadmap: • The $500k+ Data Engineering Roadmap: Exact...
How I Mastered Data Modeling: • How I Mastered Data Modeling Interviews
Cracking Interviews @ Apple, Uber, Atlassian, Databricks: • This Is How You Can Crack Data Engineering...
Github: https://github.com/afaqueahmad7117
Spark Performance Tuning Codes: https://github.com/afaqueahmad7117/sp...