Practice for Databricks certifications
Databricks offers no official practice exams; its own prep guide suggests generating questions with an AI assistant. Ours are already written, and the code questions were executed on a real Spark engine before publication, so the answer key is what the engine printed, not what a model believed. Original questions only: real exam content is covered by the exam NDA, and dumps can void a certification.
Delta, pipelines, SQL and Spark semantics across the domains the associate exam actually tests.
15 questions per run · unlimited runs · freeThe same engineering surface at production depth: edge cases and the semantics that cause incidents.
15 questions per run · unlimited runs · freeDataFrame API behaviour, nulls, joins and evaluation order, every question executed on Spark first.
15 questions per run · unlimited runs · freeSQL semantics, aggregation edge cases and the data-quality rules behind trustworthy numbers.
12 questions per run · unlimited runs · freeMLflow tracking, models in Unity Catalog, the feature store, AutoML, and serving, every claim doc-cited.
12 questions per run · unlimited runs · freeVector search, agents, model serving for LLMs, and GenAI evaluation, grounded in current docs.
12 questions per run · unlimited runs · freePreparing for the ML Professional, Context Engineer, or a platform credential? The bank does not cover those yet, so we will not pretend otherwise: see every certification compared and the official AI Prep Guide .
Five questions a day
The Daily Brick is the habit half of prep: the same five questions for everyone, every day, in under three minutes. Streaks survive a missed day or two.
Why sign in
Everything here works without an account. Signing in keeps your best score per set, tracks progress per topic, and turns wrong answers into a reading list. Free, no spam.
brickster.ai is an independent community project, not affiliated with, endorsed by, or sponsored by Databricks, Inc. Every question is original, written from public documentation and release notes. Nothing here is drawn from real exam content, and no practice result predicts a certification outcome.