Prepare on PySpark.in with study material, hands-on practice and timed mocks. Register officially on Databricks/Webassessor when you are ready.
PySpark.in prepares learners with independent practice. Official certification is always completed on Databricks.
Assesses your ability to perform foundational data engineering on the Databricks Data Intelligence Platform: the workspace, architecture and core capabilities; ingestion, loading, transformation and modelling; and ETL with PySpark, Lakeflow Jobs and CI/CD. It closes with troubleshooting, monitoring and optimisation, plus governance and security on the platform.
Use PySpark.in as the preparation hub: first verify the official Databricks exam details, then study every domain, practise hands-on and finish with timed mock tests.
Roadmap links open official Databricks documentation or registration pages. Use those pages for source-of-truth exam details, then return to PySpark.in for practice and mocks.
Know the seven sections, their weightings, the 45-question/90-minute format and the registration path before you study.
Be fluent in the platform core: Delta Lake ACID/time travel, Unity Catalog objects and choosing the right compute.
Land data reliably: Auto Loader, COPY INTO, Lakeflow Connect and when to choose each.
The heaviest section: clean bronze to silver, join and reshape DataFrames, and build gold objects.
Finish the remaining 51%: orchestration, deployment, troubleshooting and access control.
Pick the right lane for your next study session: learn concepts, revise questions, run code and solve hands-on challenges.
Do not book the official exam after one lucky score. Use short mocks for diagnosis, full mocks for stamina, and review every wrong answer before retrying.
Use the free mocks to diagnose weak areas, then take the full 45-question PySpark.in Data Engineer Certification Exam when you are ready for a certificate-backed assessment.
A full-length 90-minute, 45-question Data Engineer assessment matching the official exam format and section weightings. Clear it with 70% or higher and your downloadable PySpark.in certificate is generated automatically with your result.
Clear with 70%+ to download your PySpark.in Databricks Certified Data Engineer Associate certificate immediately.
A free 20-question timed mock weighted to the official blueprint across all seven sections — ingestion, transformation, Lakeflow Jobs, CI/CD, troubleshooting and governance.
A compact 10-question warm-up in the style of the official exam guide objectives — a quick confidence check before the longer mocks.
Use Databricks links for source-of-truth exam details, voucher rules and booking. Use PySpark.in practice resources and selected courses to prepare with confidence.
Redirect users to Databricks/Webassessor for source-of-truth exam details, voucher events and booking.
Use full mocks, answer explanations, notes, cheat sheets, training support and selected course resources to strengthen your exam readiness.
Optional external courses that pair well with this certification preparation path.
The most widely used prep course for this exact certification — Delta Lake, Unity Catalog, ingestion, transformations, jobs and governance, taught against the exam outline.
View coursePractice examsPractice Exams: Databricks Certified Data Engineer AssociateDerar AlhusseinExtra timed question sets from the same instructor — a good second opinion after you are consistently scoring 70%+ on the PySpark.in mocks.
View courseHands-on projectAzure Databricks & Spark for Data Engineers: Hands-on ProjectRamesh RetnasamyBuild an end-to-end pipeline with PySpark, SQL and Delta Lake. Cloud-specific in places, but the strongest option for the hands-on experience the exam guide recommends.
View courseExam guideDatabricks Certified Data Engineer Associate Exam GuideAnkit MistryA second walkthrough of the same certification objectives — useful if you want the material explained a different way before your attempt.
View courseNext levelDatabricks Certified Data Engineer Professional - PreparationDerar AlhusseinThe natural step after Associate: advanced pipelines, testing, monitoring and production data engineering. A stretch target rather than Associate preparation.
View courseNext levelPractice Exams: Databricks Data Engineer ProfessionalDerar AlhusseinTimed practice for the Professional exam, to pair with the Professional preparation course once you have cleared Associate.
View coursePySpark.in is independent and not affiliated with Databricks. Official vouchers, registration, proctoring and certification decisions are handled only by Databricks/Webassessor. External course links may be partner links at no extra cost to you.