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 24 open roles in the US requiring this specific certification.
Tracking period: 13 weeks
Job data provided by Adzuna
Market Insights
With 24 active US job postings, DB-ML ranks #126 of 155 certifications we track by current hiring demand, and #10 of 19 in Data. Postings are down 92% over the past 13 weeks.
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 AWS-DEA
See a side-by-side breakdown of salary potential, exam difficulty, and hiring volume for both credentials.
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Use our full analytics suite to calculate your personal ROI, effort-to-value ratio, and 5-year career projections.
Maintenance & Recognition
Industry Recognition
Proctoring Options
Path to Excellence
Everything you need to successfully navigate the DB-ML certification journey.
01Entry Requirements
ML Engineering
Knowledge of Python, Spark, and basic machine learning workflows.
02The 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.
DB-ML Certification: Frequently Asked Questions
What is the DB-ML certification?+
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.
What are the requirements for DB-ML certification in 2026?+
To earn the DB-ML certification, candidates typically need: Knowledge of Python, Spark, and basic machine learning workflows. Candidates must also pass the official certification exam and adhere to a professional code of ethics.
How much does the DB-ML certification exam cost in 2026?+
The DB-ML certification exam costs $200. This includes the official proctored examination fee.
What is the DB-ML certification salary in 2026?+
Professionals holding the DB-ML certification typically earn a starting salary of $150,000 or more per year. Salaries vary based on experience, location, and specific job role, with senior positions commanding significantly higher compensation.
How many jobs require DB-ML certification?+
As of 2026, there are 24 active job postings requiring or preferring DB-ML certification. The job market for this certification is currently stable.
What is the DB-ML exam pass rate?+
The DB-ML certification exam has an estimated pass rate of N/A. Most successful candidates study for 40-60 hours before attempting the exam.
How long does it take to prepare for DB-ML certification?+
Most candidates need 40-60 hours of study time to prepare for the DB-ML certification exam. .
Ready to Get Certified?
Start your DB-ML certification journey today and open doors to new opportunities in data.