Databricks · Professional Certification · Associate
Databricks Certified Machine Learning Associate
Crydd Score 58
Demand Growing
Career Value Strong
Recognition Strong
Databricks ML Associate at a glance
- Provider
- Databricks
- Credential type
- Professional Certification
- Exam required
- Yes
- Category
- AI & Machine Learning
- Level
- Associate
- Cost
- $200
- Difficulty
- Intermediate
- Time to earn
- 1–3 months
- Validity
- 2 years
- Format
- 45 questions, 90 minutes, online proctored
- Prerequisites
- Python, ML basics, and Databricks familiarity recommended
What is Databricks ML Associate?
Databricks' associate credential for machine learning on its lakehouse platform — MLflow, feature engineering, and the model lifecycle. It targets ML practitioners in the many enterprises that run their data and ML on Databricks.
Skills it covers
- Databricks ML workflows
- MLflow
- Feature engineering
- Model lifecycle
Is Databricks ML Associate worth it? The Crydd Verdict
CS 58Choose it if
You work with data and ML on Databricks, or are entering an organisation that does, and want a platform credential that maps to the MLflow-centred lifecycle those teams actually use.
Consider alternatives if
Your ML work is cloud-native on AWS/Azure rather than Databricks — the matching cloud ML credential aligns better; for generative AI specifically, NVIDIA's associate is more focused.
Why we say so
Databricks is a dominant platform for enterprise data and ML, MLOps skills are increasingly required, and a platform credential is a targeted signal for the substantial slice of the market that standardises on it.
Market demand
Databricks is widely adopted for enterprise ML and data engineering, and roles in those shops value platform-specific competence; the associate credential is a focused signal for that segment.
Where Databricks ML Associate takes you
- Machine Learning Engineer
- Data Scientist
- MLOps Engineer
Career roadmaps show where this certification fits in each path. See the roadmaps.
Related certifications
Curated connections from the catalog — each labelled with how it relates to Databricks ML Associate, so you know why it’s here.
