DB-ML
Databricks Machine Learning Associate
Certification Overview
Databricks's ML certification covering Feature Store, MLflow for experiment tracking, and model deployment on the Lakehouse platform. The 90-minute exam has 45 questions requiring 70% to pass. Recommends 6+ months hands-on experience. Valid 2 years. Online proctored exam.
The Databricks Machine Learning Associate (DB-ML) is a globally recognized benchmark designed for professionals aiming to prove their expertise in data. In today's competitive landscape, this certification acts as a critical signal to employers regarding your technical proficiency and commitment to the field.
Primary Impact
- Higher salary ceiling in Data roles
- Validated expertise at the enterprise level
Market Signal
Ranked as a Top Data Credential for 2026, holding the DB-ML significantly reduces the time-to-hire for senior positions.
Market Outlook
We monitor job market volume in real-time to provide the most accurate demand forecasting for your career.
Market Sentiment
There are currently 494 open roles in the US requiring this specific certification.
Tracking period: 12 Weeks
Job data provided by Adzuna
Is DB-ML right for you?
Don't make a blind decision. Compare DB-ML against similar certifications to find the best ROI for your specific career path.
DB-ML vs CDP
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Maintenance & Recognition
Industry Recognition
Proctoring Options
Path to Excellence
Everything you need to successfully navigate the DB-ML certification journey.
01 Entry Requirements
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ML Engineering
Knowledge of Python, Spark, and basic machine learning workflows.
02 The Process
Feature Engineering
Learn to process and manage features using the Databricks Feature Store.
MLflow Mastery
Track, share, and deploy models using MLflow.
Pass ML Exam
Pass the Databricks Certified Machine Learning Associate exam.
Live Postings
Real-time Local Data3/5/2026
AI/ML SME with Security Clearance
5/8/2025
Lead Data Scientist
3/7/2026
Commercial Data Scientist - Python/SQL
3/2/2026
Databricks Platform Engineer with Security Clearance
1/9/2026
Staff Data Scientist-Promo Analytics
Job data powered by Adzuna
Ready to Get Certified?
Start your DB-ML certification journey today and open doors to new opportunities in data.