ML AI
2025 Comparison

Google ML Engineer vs Databricks ML Certification

Compare Google Cloud ML Engineer and Databricks Machine Learning certifications.

Side-by-Side Comparison
Salary Insights
Expert Verdict

Google Cloud Professional Machine Learning Engineer

Google Cloud

Difficulty
Professional
Duration2 hours
Cost$200 USD
Valid For2 years
Salary Range$150,000 - $210,000

Databricks Machine Learning Associate

Databricks

Difficulty
Associate
Duration90 minutes
Cost$200 USD
Valid For2 years
Salary Range$135,000 - $185,000
Detailed Comparison

Feature-by-Feature Breakdown

Compare all aspects of these certifications side by side

FeatureGoogle Cloud Professional Machine Learning EngineerDatabricks Machine Learning Associate
ProviderGoogle CloudDatabricks
Difficulty Level
Professional
Associate
Exam Duration2 hours90 minutes
Exam Cost$200 USD$200 USD
Exam FormatMultiple choice + case studies45 questions
Prerequisites3+ years ML experienceNone
Validity Period2 years2 years
Ideal ForML engineers on GCPML engineers on Databricks
Salary Range$150,000 - $210,000$135,000 - $185,000
Coverage Areas

What Each Certification Covers

Key topics and domains covered in each exam

Google Cloud Professional Machine Learning Engineer Focus Areas

  • Vertex AI
  • AutoML
  • TensorFlow
  • ML Pipelines
  • MLOps

Databricks Machine Learning Associate Focus Areas

  • MLflow
  • Feature Store
  • AutoML
  • Model Serving
  • Spark ML
Expert Verdict

Our Recommendation

GCP offers Vertex AI integration; Databricks excels at MLflow and Spark ML.

Choose Google Cloud Professional Machine Learning Engineer

Choose GCP ML for comprehensive Google AI/ML services.

Choose Databricks Machine Learning Associate

Choose Databricks ML for MLflow and unified analytics platform.

FAQ

Frequently Asked Questions

Which is better: Google Cloud Professional Machine Learning Engineer or Databricks Machine Learning Associate?

GCP offers Vertex AI integration; Databricks excels at MLflow and Spark ML.

What are the salary differences between Google Cloud Professional Machine Learning Engineer?

Google Cloud Professional Machine Learning Engineer typically offers salaries around $150,000 - $210,000, while Databricks Machine Learning Associate offers $135,000 - $185,000.

Which certification should I get first?

Choose GCP ML for comprehensive Google AI/ML services. Choose Databricks ML for MLflow and unified analytics platform.

How long does it take to prepare for these certifications?

Preparation time varies based on experience. Most candidates spend 4-12 weeks studying, depending on their background and the certification difficulty level.

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