Databricks Certified Data Engineer - Associate
Practice the Databricks Lakehouse Platform, ELT with Spark SQL and Python, incremental processing, production pipelines and governance.
180 questions · 5 domains
Exam-realistic practice for Databricks, dbt, Google Cloud, Snowflake, and Anthropic, with timed mocks, clear explanations and a readiness view that shows what to study next.
Free certifications available · No credit card needed

One loop: practice, see where you stand, practice what matters.
Choose from 9 certifications across Databricks, dbt, Google Cloud, Snowflake, and Anthropic. Start with a free one.

Timed mocks against the exam timer, quick practice that shows each answer as you go, and drills on any domain you choose.

Results rank your domains weakest first, and Progress tracks your accuracy by domain, so you know what to practice next.

Practice the Databricks Lakehouse Platform, ELT with Spark SQL and Python, incremental processing, production pipelines and governance.
180 questions · 5 domains
Practice developing, testing, documenting and deploying dbt models, plus debugging, environments, governance and pipeline management.
245 questions · 12 domains
Practice designing, building and running data processing systems on Google Cloud, from ingestion and storage to analysis.
74 questions · 5 domains
Practice advanced Snowflake data engineering: data movement, transformation, performance optimization, storage and security.
178 questions · 5 domains
Practice advanced Databricks data engineering: ingestion, modeling, Python and SQL pipelines, governance, security and cost tuning.
310 questions · 10 domains · Updated Sep 10, 2026
Practice Snowflake administration: security and RBAC, account management, governance, data sharing, replication and recovery.
198 questions · 5 domains
Timed question sets with a running clock, organized by the vendor's exam domains.

Read why an answer is right, then go back over what you missed.

Your results roll up by domain, so you know whether to book the exam or drill one more area.

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No. Free certifications need only an account. Paid certifications show their price and access length before checkout.
One certification: 180 days from purchase. All Access: 90 days ($70) or 180 days ($118). Access starts when payment is confirmed and ends after the stated number of days.
Quick practice with feedback, timed mocks that reveal answers after you submit, targeted domain drills and mistake review.
No. AI wallet credits and SQL Lab credits are separate balances, bought separately.
Questions are written against each vendor's published exam guide and organized by its exam domains. Dataflakes never uses actual exam questions.
No. Dataflakes is an independent practice platform and is not affiliated with, sponsored by or endorsed by Snowflake Inc., Databricks, Inc., dbt Labs, Inc., Google LLC or Anthropic, PBC. All product names, logos and trademarks are the property of their respective owners.
Yes. Dataflakes works in your phone's browser, so you can practice on the go.
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