The only Databricks-specific resource list on GitHub. Tools, creators, courses, and communities - everything a Databricks data engineer needs in one place.
Contributions welcome! Please read the contribution guidelines first.
New to Databricks or looking for a structured path? Start here.
- freeCodeCamp Databricks Course - Free 7.5-hour video course for DE Associate certification.
- The Databricks 100 - 100 must-know concepts for data engineers. 10 categories x 10 concepts with difficulty ratings, certification mapping, and a 100-day challenge.
- Databricks DE Associate Certification Lab - Free hands-on lab that runs on Databricks Free Edition. 4-6 hours, covers the full exam scope.
- Databricks Academy - Official free self-paced courses for every certification path.
- DataDojo - Daily Databricks practice exercises. 633+ questions with streaks and progress tracking.
Creators whose content is primarily about Databricks. Minimum 5K followers, active in the last 6 months.
| Name | Platform | Followers | Focus |
|---|---|---|---|
| Derar Alhussein | 39K LI, 100K+ students | 10x Databricks Certified, Databricks MVP, O'Reilly author | |
| Ansh Lamba | YouTube | 107K YT | PySpark Full Course (882K views) and Databricks Masterclass (585K views). Highest view counts for Databricks content on YouTube |
| Jakub Lasak (DataEngineer.wiki) | LinkedIn, Podcast | 14K LI | Databricks career advancement, interview prep, hands-on labs, production patterns |
| Matei Zaharia | 170K LI | CTO & Cofounder of Databricks, CS Professor at Berkeley. Created Apache Spark, co-created Delta Lake, MLflow | |
| Reynold Xin | 35K LI | Cofounder of Databricks. Posts on Lakebase, Lakewatch, platform architecture | |
| Subham Khandelwal (Ease with Data) | LinkedIn, YouTube | 23K LI, 51K YT | PySpark Zero to Hero, Databricks Zero to Hero. Solutions Architect at Databricks |
| Bryan Cafferky | LinkedIn, YouTube | 15K LI, 49K YT | Azure Databricks step-by-step tutorials, dimensional modeling |
| Simon Whiteley (Advancing Analytics) | LinkedIn, YouTube | 21K LI, 42K YT | Databricks + Fabric deep dives, Advancing Spark series. Dual Microsoft & Databricks MVP |
| Jaco van Gelder | 26K LI | Unity Catalog governance, SQL Warehouses, enterprise architecture. Databricks MVP, Staff DE at IKEA | |
| Bartosz Konieczny (waitingforcode) | LinkedIn, Blog | 13K LI | Deep Spark/Databricks posts (DLT, Lakeflow, data quality). Databricks MVP, O'Reilly author |
| Mariusz Kujawski | 10K LI | Cloud Data Architect. Databricks Apps, CI/CD, Delta Lake maintenance, unit testing. Conference speaker | |
| Emil Kaminski | YouTube | 12K YT | Enterprise Data & AI Architect. Databricks tutorials, certification prep, Warsaw meetups |
| Ramesh Retnasamy | LinkedIn, Udemy | 200K+ students | Databricks Certified DE Associate exam prep (bestselling course) |
| Hubert Dudek (SunnyData) | LinkedIn, Blog | 34K LI | Databricks MVP, Advisor to Databricks Product Board. Weekly Databricks news, DABS, production best practices |
| Bartosz Gajda | 6K LI | Databricks Champion, Solutions Architect. Unity Catalog, Lakeflow, Delta Sharing, platform migrations at enterprise scale | |
| Szymon Dybczak | LinkedIn, Community, Medium, Reddit | 2K LI, 412 community solutions | Databricks Community Champion. Unity Catalog, DABs, Lakeflow, Azure Databricks deep-dives |
| Raman Gupta | 2K LI | Databricks Champion. Lead Data Architect, Unity Catalog, SQL Warehouses, Databricks Apps |
Creators covering data engineering broadly, with substantial Databricks content alongside other platforms.
| Name | Platform | Followers | Focus |
|---|---|---|---|
| Zach Wilson (DataExpert.io) | LinkedIn, YouTube | 518K LI, 259K YT | DE career content, broad DE education. Founder of DataExpert.io |
| Ankit Bansal (NamasteSQL) | LinkedIn, YouTube | 254K LI, 175K YT | SQL deep dives, DE at Amazon. Covers Databricks, Spark, analytics engineering |
| Darshil Parmar | LinkedIn, YouTube | 136K LI, 202K YT | DE projects (Azure Databricks, Spark), AWS/GCP pipelines |
| Adam Marczak (Azure 4 Everyone) | YouTube | 236K YT | Azure Databricks within broader Azure tutorials. Microsoft Azure MVP |
| Andreas Kretz (LearnDataEngineering) | LinkedIn, YouTube | 245K YT | DE fundamentals, Spark, Databricks platform training |
| Ben Rogojan (Seattle Data Guy) | LinkedIn, YouTube | 186K LI, 120K YT | DE consulting, Databricks vs Snowflake, Delta Lake, pipeline architecture |
| Joseph Machado (Start Data Engineering) | LinkedIn, Blog | 48K LI | DE tutorials, DLT, pipeline patterns. DE at Netflix |
| Soumil Shah | LinkedIn, YouTube | 46K YT | Hudi, Iceberg, Spark on AWS, lakehouse architecture. 1,800+ videos |
| Alex Merced | LinkedIn, YouTube | 36K LI | Data lakehouse, Iceberg/Delta Lake/Hudi, open table formats |
| Daniel Beach (Confessions of a Data Guy) | LinkedIn, Blog | 20K LI | Practical DE, cost analysis, Databricks tool reviews. Prolific writer |
| Dipankar Mazumdar | 17K LI | Iceberg, Delta Lake interoperability (XTable), open table formats. O'Reilly co-author | |
| John Wernfeldt | LinkedIn, Substack | 50K LI | Data governance, decision rights, analytics. Ex-Gartner. 1.9K Substack subscribers |
| Erfan Hesami (Pipeline to Insights) | LinkedIn, Substack | 9.7K Substack | DE tutorials, interview prep, career transitions. Data Architect at Airmaster |
| Baraa Khatib Salkini (Data with Baraa) | LinkedIn, YouTube | 41K LI, 343K YT | Databricks bootcamps, Medallion Architecture, PySpark, Delta Lake, Unity Catalog |
| Deepak Goyal (AzureLib) | LinkedIn, YouTube | 261K LI | Azure Databricks training, Spark, PySpark |
| Ajay Kadiyala | 178K LI | Databricks, Spark, Azure Data Factory, Kafka. LinkedIn Top Voice | |
| Prashant Kumar Pandey (ScholarNest) | LinkedIn, YouTube | 42K LI, 83K YT | Spark performance tuning on Databricks, PySpark, certification prep |
| Mr. K Talks Tech | LinkedIn, YouTube | 9K LI, 36K YT | Azure Databricks end-to-end project tutorials, ETL pipelines |
| Youssef Mrini | 25K LI | Solutions Architect, Developer Advocate. Co-host of NextGenLakehouse Podcast | |
| Josue Bogran | LinkedIn, YouTube | 28K LI, 1K YT | VP of Data+AI, Databricks MVP. Interviews Databricks PMs, Unity Catalog demos, AI agents |
| Chris Gambill (Gambill Data Engineering) | LinkedIn, YouTube | 12K YT | DE strategy, career roadmaps, practical Spark/Databricks tutorials. 496 videos |
| Yordan Ivanov (Data Gibberish) | LinkedIn, Substack | 7K LI, 7.5K Substack | Stakeholder management, career growth, leadership for data engineers. Head of Data at Dext |
All exams: $200 USD, multiple choice, proctored online. Databricks does not publish official passing scores (community-reported ~70%). Full catalog.
| Exam | Level | Questions | Time |
|---|---|---|---|
| Data Engineer Associate | Associate | 45 | 90 min |
| Data Engineer Professional | Professional | 59 | 120 min |
| Machine Learning Associate | Associate | 48 | 90 min |
| Machine Learning Professional | Professional | 59 | 120 min |
| Generative AI Engineer Associate | Associate | 45 | 90 min |
| Data Analyst Associate | Associate | 45 | 90 min |
| Apache Spark Developer Associate | Associate | 45 | 90 min |
Free accreditations (for customers/partners): Databricks Fundamentals, Generative AI Fundamentals, AI Agent Fundamentals, Platform Administrator, Cloud Platform Architect.
Official
- Databricks Academy - Free self-paced courses for all certification paths. Instructor-led available (~$1,000-$1,500).
- Free Certification Overview Courses - Free overview course for each certification exam.
Microsoft Learn (Free)
- Data Analytics Solution with Azure Databricks - Data ingestion, Azure Data Lake, Azure SQL.
- Data Engineering Solution Using Azure Databricks - Data orchestration and security.
- Build ML Solutions Using Azure Databricks - ML at scale.
Udemy
Student counts and ratings as of April 2026.
- Azure Databricks & Spark For Data Engineers - By Ramesh Retnasamy. 4.6 stars (26.5K ratings), 159,914 students. 20h, updated 3/2026.
- Databricks Certified DE Associate - Preparation - By Derar Alhussein. 4.5 stars (16.2K ratings), 107,029 students. 5h, updated 3/2026.
- PySpark - Apache Spark Programming for Beginners - By Prashant Kumar Pandey. 4.6 stars (16.2K ratings), 96,795 students. 28h, updated 1/2026.
- Databricks Certified DE Professional - Preparation - By Derar Alhussein. 4.6 stars (4.3K ratings), 32,107 students. 5h, updated 3/2026.
- Azure Databricks and Spark SQL (Python) - By Malvik Vaghadia. 4.7 stars (3.4K ratings), 29,210 students. 17h, updated 1/2026.
- Azure Databricks E2E: Unity Catalog, DABs, CI/CD - By Shanmukh Sattiraju. 4.6 stars (2.2K ratings), 16,284 students. 21h, updated 3/2026.
- Databricks Certified DE Associate - Bootcamp - By Ansh Lamba. 4.6 stars (1.5K ratings), 10,019 students. 19h, updated 3/2026.
Coursera
- Enterprise AI and Data Engineering with Databricks - 5-course specialization by Pragmatic AI Labs.
- Mastering Azure Databricks for Data Engineers - By Packt.
Free Community Courses
- Databricks DE Associate Certification Course - 7.5h free course on freeCodeCamp (Andrew Brown).
- Databricks Academy Free Labs - Official free hands-on labs for all certification paths. By Databricks.
- Databricks DE Associate Certification Lab - 4-6 hour hands-on prep for the DE Associate exam. Free Edition compatible. 42 stars.
- DLT Apparel Streaming Pipeline - Build a real-time streaming pipeline with DLT. 3-4 hours. 40 stars.
- Delta Lake Optimization Techniques - Hands-on guide to Z-ORDER, OPTIMIZE, VACUUM, and more. 3-4 hours.
- PySpark Certification Prep - PySpark certification practice lab. 4-6 hours.
- Real-Time Fintech Monitoring - Streaming pipeline for financial monitoring. 3-4 hours.
- Data Engineering Zoomcamp - Spark Module - Free Spark exercises within a 10-week DE course. 39.5K stars. By DataTalks.Club.
- The Databricks 100 - 100 must-know Databricks concepts for data engineers. 10 categories x 10 concepts with difficulty ratings, certification mapping, and a 100-day challenge.
- DataDojo - Daily Databricks practice exercises. 633+ questions across 7 categories with streaks.
- Senior Databricks Data Engineer Interview Cheat sheet - 86-entry interview cheat sheet for Databricks DE interviews.
- Databricks Academy Practice Exams - Official practice questions for certification prep. Free for Databricks customers.
- CertPrepNow - Free practice exams for all 6 Databricks certifications with detailed explanations.
Databricks-Specific
- Delta Lake: The Definitive Guide - Denny Lee et al. (2024, O'Reilly)
- Delta Lake: Up and Running - Bennie Haelen, Dan Davis (2023, O'Reilly)
- Databricks Certified DE Associate Study Guide - Derar Alhussein (2025, O'Reilly)
- Data Engineering with Databricks Cookbook - Pulkit Chadha (2024, Packt)
Apache Spark
- Learning Spark, 2nd Ed. - Damji, Wenig, Das, Lee (2020, O'Reilly)
- High Performance Spark, 2nd Ed. - Karau, Polak, Warren (2026, O'Reilly)
- Spark: The Definitive Guide - Chambers, Zaharia (2018, O'Reilly)
Data Engineering
- Fundamentals of Data Engineering - Reis, Housley (2022, O'Reilly)
- Data Engineering Design Patterns - Simon Spati (Ongoing)
Free eBooks
- The DE Guide to Spark and Delta Lake - Free PDF from Databricks.
- Delta Lake: The Definitive Guide (PDF) - Free PDF from Delta.io.
- Databricks Blog - Product updates, engineering deep dives, best practices. Filter by Data Engineering for DE-specific posts.
- Delta Lake Blog - Releases, features, community updates.
- Databricks Community Technical Blog - Community-contributed technical articles.
- Data Engineering Weekly - 42K+ subscribers. Broad DE: tools, trends, architecture. Covers Databricks regularly. By Ananth Packkildurai.
- Data Engineering Central - 23K+ subscribers. Honest DE takes, practical advice. By Daniel Beach.
- DataEngineer.wiki Newsletter - Weekly Databricks career tips and technical deep-dives for data engineers at every level.
- NextGenLakehouse - Databricks-focused: DE, DS, AI/ML, Unity Catalog.
- Data Engineer Things - DE deep dives including Databricks UDTFs, Unity Catalog. By Vu Trinh.
- Pipeline to Insights - 9.7K+ subscribers. DE tutorials, career transitions, interview prep. By Erfan Hesami.
- Data Governance Field Library - 1.9K+ subscribers. Data governance, decision rights, analytics strategy. By John Wernfeldt.
- Gradient Flow - AI/ML infrastructure, data engineering trends. By Ben Lorica.
- Confessions of a Data Guy - Practical DE, cost analysis, tool reviews. By Daniel Beach.
- Spark By Examples - PySpark, Spark SQL, Delta Lake code examples. Comprehensive reference.
- waitingforcode - Deep Spark/Databricks technical posts. By Bartosz Konieczny.
- Advancing Analytics Blog - Databricks deep dives, Azure analytics. By Simon Whiteley.
- Databrickster (SunnyData) - Weekly Databricks news, DABS, production anti-patterns, deduplication strategies. By Hubert Dudek.
- Start Data Engineering - DE tutorials, pipeline patterns. By Joseph Machado.
- Simon Spati's Blog - DE patterns, tools, curated resources.
- Data Engineering Vault - Curated knowledge base of DE concepts and tools. By Simon Spati.
- Subham Khandelwal on Medium - Databricks tutorials, PySpark, end-to-end guides.
- DataExpert.io Blog - DE career, tools, resources. By Zach Wilson et al.
- Data Brew by Databricks - Official Databricks podcast. Lakehouses, ML, AI interviews. By Denny Lee & Brooke Wenig.
- Data Engineering Podcast - Broad DE: tools, architectures, best practices. Regular Databricks coverage. By Tobias Macey.
- Data Engineering Central Podcast - Practical DE: news, opinions, career advice. By Daniel Beach.
- The Data Engineering Show - Interviews with data leaders on real-world challenges.
- Data Engineering Weekly (Audio) - Newsletter companion audio. By Ananth Packkildurai.
- DataEngineer.wiki Podcast - Databricks career advancement, technical deep-dives, interview prep.
- Plumbers of Data Science - DE trends, tools, community interviews. By Simon Spati.
Sorted by Databricks content popularity. View counts as of April 2026.
Databricks-Focused
- Data with Baraa - 343K subscribers. Visual explanations, Databricks bootcamps, career content. "What is Databricks?" hit 106K views in 3 weeks.
- Ansh Lamba - 107K subscribers. PySpark Full Course (882K views), Databricks Masterclass (585K views). Top view counts for any Databricks content on YouTube.
- Ease With Data - 54-lesson "Databricks Zero to Hero" playlist. DABs, CI/CD, Lakeflow Declarative Pipelines. By Subham Khandelwal (Databricks).
- Advancing Analytics - Cutting-edge Databricks features: Metric Views, Lakebase, Genie Code, MCP. By Simon Whiteley.
- Afaque Ahmad - 26K subscribers. "Spark 30 Concepts" (91K views), Delta Lake Masterclass (56K views), E2E project (40K views).
- Pathfinder Analytics - 72K subscribers. Cert prep (56K views), streaming ETL with DLT (40K views), AI Dev Kit (52K views).
- Databricks For Professionals - 12K subscribers. Unity Catalog tutorial (27K views). By Emil Kaminski.
- Bryan Cafferky - 49K subscribers. Azure Databricks step-by-step tutorials. 43-lesson series.
- Databricks - Official channel. 155K subscribers. Product demos, Data+AI Summit talks, Genie Code demos.
Broader DE (Strong Databricks Content)
- codebasics - 1.49M subscribers. Databricks Free Edition E2E project (202K views), FMCG project (83K views).
- Alex The Analyst - 1.31M subscribers. "Learn Databricks in Under 2 Hours" (112K views). Dedicated Free Edition series.
- freeCodeCamp - 11.6M subscribers. 7.5-hour Databricks DE Associate certification course (145K views).
- Darshil Parmar - 202K subscribers. "Learn Databricks in 10 Minutes" (137K views).
- Andreas Kretz - 245K subscribers. DE fundamentals, Spark, Databricks platform training.
- Seattle Data Guy - 120K subscribers. Broad DE with periodic Databricks content.
- Databricks Community Forum - Official forum. Data Engineering, ML, SQL, certifications.
- r/databricks - ~20K members. General discussion, troubleshooting, news.
- DataTalks.Club Slack - 80K+ members. DE, ML, MLOps courses, career advice.
- Databricks Discord - Real-time troubleshooting, innovations, networking.
- Databricks User Groups - Regional and interest-based chapters worldwide.
- Data+AI Summit 2026 - June 15-18, Moscone Center, SF. 800+ sessions.
- Stack Overflow [databricks] - Technical Q&A: PySpark, Delta Lake, cluster config, SQL.
- Delta Lake Community - Slack + Google Group for open-source Delta Lake discussion.
- Data Engineer Handbook - 40K+ stars. Curated DE resources. By DataExpert.io.
The open-source projects that power the Databricks platform.
- delta - Open-source storage framework enabling Lakehouse architecture. The storage layer under every Databricks table. 8.7K stars.
- Apache Spark - Unified analytics engine powering Databricks. 43.1K stars.
- MLflow - Experiment tracking, model registry, and deployment. Built into Databricks. 25.1K stars.
- unitycatalog - Open-source Unity Catalog. Multi-modal data & AI catalog supporting Delta, Iceberg, Hudi. 3.3K stars.
- delta-rs - Read/write Delta tables from Python without Spark. Useful for lightweight scripts and CI/CD. 3.2K stars.
- great_expectations - Data quality framework with 50+ built-in checks. Supports Spark/Databricks. 11.3K stars.
- soda-core - Define data quality checks in YAML, run against your tables. 2.3K stars.
- dbt-databricks - Official dbt adapter. SQL and Python models on Databricks. 341 stars.
- dbdemos - One-line installer for end-to-end Lakehouse demos (DLT, CDC, MLOps, GenAI). Try before you build. 410 stars. By Databricks.
- ai-dev-kit - Toolkit for AI coding agents (Cursor, Claude Code) to write Spark pipelines and jobs. 1.1K stars. By Databricks.
- bundle-examples - Official Asset Bundle examples for jobs, pipelines, and ML projects. 308 stars. By Databricks.
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Independent educational resource. Not affiliated with or endorsed by Databricks, Inc.