Databricks has become the leading data lakehouse platform, processing data for over 10,000 organizations worldwide including half of the Fortune 500. As adoption grows, Databricks certifications have become essential credentials for data professionals. Here's what you need to know about every Databricks certification in 2026.
All Databricks Certifications
| Certification | Level | Focus | Study Time |
|---|---|---|---|
| Data Engineer Associate | Associate | Spark, Delta Lake, ETL | 4-6 weeks |
| Data Engineer Professional | Professional | Advanced data engineering | 8-12 weeks |
| Data Analyst Associate | Associate | SQL, dashboards, analytics | 3-5 weeks |
| ML Associate | Associate | MLflow, ML pipelines | 4-6 weeks |
| ML Professional | Professional | Advanced ML engineering | 8-12 weeks |
| Generative AI Engineer Associate | Associate | LLMs, RAG, AI applications | 4-6 weeks |
| Spark Developer Associate | Associate | Apache Spark programming | 4-6 weeks |
Data Engineer vs ML Engineer — Which Path?
Choose Data Engineering If:
- You enjoy building data pipelines and ETL processes
- You're proficient in SQL and Python/Scala
- You want to work with Delta Lake, Apache Spark, and data warehousing
- Job market: Data engineering roles average $110,000-$160,000
Choose ML Engineering If:
- You enjoy building and deploying machine learning models
- You're proficient in Python, scikit-learn, and ML frameworks
- You want to work with MLflow, feature stores, and model serving
- Job market: ML engineering roles average $120,000-$175,000
The New Generative AI Certification
Databricks launched the Generative AI Engineer Associate certification to address the explosion in demand for AI engineering skills. It covers:
- Large Language Models (LLMs) and prompt engineering
- Retrieval-Augmented Generation (RAG) architecture
- Vector databases and embeddings
- Deploying AI applications on the Databricks platform
This is one of the hottest certifications in 2026, given that generative AI skills are among the most in-demand tech skills according to LinkedIn's 2025 Skills on the Rise report.
Salary Data
| Certification | Average Salary (US) |
|---|---|
| Data Engineer Associate | $110,000 - $145,000 |
| Data Engineer Professional | $130,000 - $170,000 |
| ML Associate | $115,000 - $155,000 |
| ML Professional | $140,000 - $185,000 |
| Generative AI Engineer | $130,000 - $180,000 |