DATABRICKS-SPARK-DEVELOPER-ASSOCIATE: Certified Associate Developer for Apache Spark
Master the Databricks Certified Associate Developer for Apache Spark exam (current October 2025 guide, Python/PySpark) - Spark architecture and the execution model, the DataFrame and DataSet API, Spark SQL, performance troubleshooting and tuning, Structured Streaming, Spark Connect, and the Pandas API on Spark.
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Official Exam Details
| Duration | 90 minutes |
| Questions | 45 |
| Passing Score | Not officially published (pass/fail) |
| Exam Cost | $200 USD |
| Testing Provider | Databricks (online or test center, proctored) |
| Validity | 2 years |
| Prerequisites | None (6+ months hands-on Spark DataFrame development recommended) |
| Question Types | Multiple choice |
Domain Breakdown
| Domain | Questions |
|---|---|
| Apache Spark Architecture and Components | 44 |
| Using Spark SQL | 44 |
| Developing Apache Spark DataFrame/DataSet API Applications | 64 |
| Troubleshooting and Tuning Apache Spark DataFrame API Applications | 25 |
| Structured Streaming | 25 |
| Using Spark Connect to deploy applications | 24 |
| Using Pandas API on Apache Spark | 24 |
Frequently Asked Questions
What is the passing score for the Certified Associate Developer for Apache Spark exam?
The passing score for Certified Associate Developer for Apache Spark (DATABRICKS-SPARK-DEVELOPER-ASSOCIATE) is Not officially published (pass/fail). Our practice exams use an 80% threshold to help you build confidence before the real test.
How long is the Certified Associate Developer for Apache Spark exam?
The official Certified Associate Developer for Apache Spark exam is 90 minutes long. You can simulate this time pressure using our Exam Mode, which includes a countdown timer and auto-submit.
How much does the Certified Associate Developer for Apache Spark exam cost?
The Certified Associate Developer for Apache Spark certification exam costs $200 USD. You can prepare with our 250-question practice exam for just $9 (1 year access) — a fraction of the real exam fee.
How many questions are on the Certified Associate Developer for Apache Spark exam?
The official Certified Associate Developer for Apache Spark exam has 45 questions. Our practice bank includes 250 exam-style questions with detailed explanations covering all 7 domains.
What are the prerequisites for Certified Associate Developer for Apache Spark?
Prerequisites for Certified Associate Developer for Apache Spark: None (6+ months hands-on Spark DataFrame development recommended). Our study materials are designed for all levels, with detailed explanations that build understanding from scratch.
How long is the Certified Associate Developer for Apache Spark certification valid?
The Certified Associate Developer for Apache Spark certification is valid for: 2 years. Plan your recertification early and use our practice exams to stay sharp.
Is the Certified Associate Developer for Apache Spark practice exam worth it?
Yes — our 250-question practice exam includes three study modes (Study, Exam Simulation, and Flashcards with spaced repetition), detailed explanations for every answer, adaptive question selection, and progress tracking across all 7 domains. 20 practice questions are free with no account needed. Full access is $9 for 1 year.
How do I prepare for the Certified Associate Developer for Apache Spark certification?
Start with Study Mode for instant feedback and concept learning. Switch to Exam Mode for timed practice under real conditions (90 minutes, Not officially published (pass/fail) to pass). Use Flashcards with spaced repetition to retain key facts long-term. Track your readiness score across all domains.