Databricks certifications validate hands-on expertise in the world's fastest-growing data and AI platform — and in 2026, that expertise is in serious demand. According to ZipRecruiter's March 2026 salary data, Databricks Data Engineers earn between $114,500 and $162,000 annually in the United States, with top earners exceeding $162K. The U.S. Bureau of Labor Statistics projects 34% growth in data engineering roles through 2034 — one of the fastest growth rates in any technical field.
Whether you are starting out in data engineering, pivoting into machine learning, or building expertise in generative AI, this guide covers every Databricks certification track — what each exam tests, what it costs, how to prepare, and what career outcomes you can expect.
What Is the Databricks Certification Program?
The Databricks Certification Program offers role-based, proctored exams that validate technical skills on the Databricks Data Intelligence Platform. All exams are delivered online or at authorized test centers, cost $200 USD per attempt, and are valid for two years before recertification is required.
Databricks organizes its credentials into three tiers:
Use this quick start guide to collect all the information about Databricks Developer for Apache Spark - Python Certification exam. This study guide provides a list of objectives and resources that will help you prepare for items on the Databricks Certified Associate Developer for Apache Spark - Python exam. The Sample Questions will help you identify the type and difficulty level of the questions and the Practice Exams will make you familiar with the format and environment of an exam. You should refer this guide carefully before attempting your actual Databricks Certified Associate Developer for Apache Spark certification exam.
