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Walk into your data certification ready.

Exam-realistic practice for Snowflake, Databricks, dbt, Google Cloud, Azure, and more, with timed mocks, clear explanations and a readiness view that shows what to study next.

Free certifications available · No credit card needed

Dataflakes timed mock for Databricks Data Engineer Associate: question 8 of 45 with one option selected, the question palette and a running countdown timer
  • 2,400+practice questions
  • 118,000+questions answered
  • 4,000+practice sessions
  • 11certifications across 6 vendors
How it works

From “am I ready?” to “I’m ready.”

One loop: practice, see where you stand, practice what matters.

  1. Step 1: Pick your certification

    Choose from 11 certifications across Snowflake, Databricks, dbt, Google Cloud, Azure, and HashiCorp Terraform. Start with a free one.

    Explore certifications filtered to free: dbt, Google Cloud and SnowPro Core cards, each marked Free, with question and domain counts
  2. Step 2: Practice like it's exam day

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

    Practice question with the answer revealed: the correct option marked in green and the chosen wrong option in pink
  3. Step 3: Know exactly what's next

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

    Timed mock result: 35 of 45 correct (78%) against an 85% passing score, with the weakest domain and a review-missed-questions next step
Certifications

Choose your certification

Browse all certifications
FREE

SnowPro Core

Snowflake

Practice Snowflake architecture, account security, performance, data loading, transformations and data sharing.

603 questions · 6 domains

Start free practice
$14.99

Databricks Certified Data Engineer - Associate

Databricks

Practice the Databricks Lakehouse Platform, ELT with Spark SQL and Python, incremental processing, production pipelines and governance.

180 questions · 5 domains

View certification
FREE

dbt Analytics Engineering

dbt

Practice developing, testing, documenting and deploying dbt models, plus debugging, environments, governance and pipeline management.

245 questions · 12 domains

Start free practice
FREE

Google Professional Data Engineer

Google Cloud

Practice designing, building and running data processing systems on Google Cloud, from ingestion and storage to analysis.

74 questions · 5 domains

Start free practice
$14.99

Azure Data Engineer Associate

Microsoft Azure

Practice batch and streaming data solutions on Azure, with ingestion, partitioning, security, monitoring and optimization.

120 questions · 9 domains

View certification
$14.99

SnowPro Advanced: Data Engineer

Snowflake

Practice advanced Snowflake data engineering: data movement, transformation, performance optimization, storage and security.

178 questions · 5 domains

View certification
Timed mocks

Mocks that feel like the real exam.

Timed question sets with a running clock, organized by the vendor's exam domains.

  • A running timer and a question palette to jump to any question
  • Pause practice sessions and pick up where you stopped
  • Mocks reveal answers and explanations after you submit
See how practice works
Full exam cockpit: question palette, question 8 of 45, time remaining and exam facts for a 90-minute, 45-question mock
Explanations

Explanations that teach, not just grade.

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

  • See the answer and its explanation as you go in practice
  • Review any attempt by the questions you got wrong
  • Review labels each question with its exam domain
See how practice works
Attempt review: an incorrect answer next to the correct one, with the written explanation and a per-question correct/incorrect grid
Readiness

See your readiness by domain.

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

  • Results list your domains, weakest first
  • Progress tracks your accuracy in every domain
  • Domain drills target the area you choose
See how practice works
Certification workspace: estimated readiness 55/100 with a confidence range, a suggested drill for the weakest domain and per-domain accuracy
Pricing

Start free. Pay only for the exam you’re taking.

  • Free

    $0
    with a free account

    Every practice mode on free certifications. Just create an account.

    Start practicing free
  • Single certification

    From $14.99
    per certification · 180 days

    Full access to one certification bank for 180 days.

    Browse certifications
  • Best value

    All Access

    $35 / 90 days
    or $59 for 180 days

    Every current and future certification bank. Best for multiple exams.

    See All Access

7-day refund on certification purchases · Compare plans on Pricing

Questions

Answers before you start

Do I need to pay to start?

No. Free certifications need only an account. Paid certifications show their price and access length before checkout.

How long does access last?

One certification: 180 days from purchase. All Access: 90 days ($35) or 180 days ($59). Access starts when payment is confirmed and ends after the stated number of days.

What practice is included?

Quick practice with feedback, timed mocks that reveal answers after you submit, targeted domain drills and mistake review.

Are AI wallet and SQL Lab credits part of certification access?

No. AI wallet credits and SQL Lab credits are separate balances, bought separately.

How close are the questions to the real exam?

Questions are written against each vendor's published exam guide and organized by its exam domains. Dataflakes never uses actual exam questions.

Is Dataflakes affiliated with the certification vendors?

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, Microsoft Corporation or HashiCorp, Inc. All product names, logos and trademarks are the property of their respective owners.

Can I use it on my phone?

Yes. Dataflakes works in your phone's browser, so you can practice on the go.

Still deciding? More answers in Help

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Start practicing tonight.