Free certification sample exams
Practice questions for AI and data certifications, scored as you go.
Each sample follows one certification's official exam guide: the same sections, weighted the same way, with questions written the way that exam asks them. The questions are our own, never copied from a real exam, and every answer says why, with links to the pages that teach the section.
Pick an exam
Claude Certified Architect – Foundations
A free sample of the questions on Anthropic's certification for people who build with Claude, scored as you go, with the reason for every answer.
- Questions
- 60
- Time
- 120 minutes
- Fee
- $125
- Our sample
- 10 questions
Share of the real exam's questions, by section
2718202015Most questions: Agentic architecture and orchestration (27%)
Take the free sampleClaude Certified Architect – Professional
Free practice questions for CCAR-P, Anthropic's exam for senior architects of Claude systems, on design, integration, evals, governance and the people around a project, each with the reason behind the answer and a study map for every domain.
- Questions
- 63
- Time
- 120 minutes
- Fee
- $175
- Our sample
- 12 questions
Share of the real exam's questions, by section
171319161414Most questions: Integration (19%)
Take the free sampleClaude Certified Associate – Foundations
Free practice questions for CCAO-F, Anthropic's exam for people who use Claude at work without writing code, on prompting, checking Claude's answers, Projects and responsible use, each with the reason behind the answer and a study map for every domain.
- Questions
- 60
- Time
- 120 minutes
- Fee
- $99
- Our sample
- 10 questions
Share of the real exam's questions, by section
14211216121510Most questions: Output evaluation and validation (21%)
Take the free sampleClaude Certified Developer – Foundations
Free practice questions for CCDV-F, Anthropic's exam for engineers who ship applications on the Claude API, scored as you go, with the reason behind every answer and a study map for each domain.
- Questions
- 53
- Time
- 120 minutes
- Fee
- $125
- Our sample
- 11 questions
Share of the real exam's questions, by section
14.733.116.8118.110.6Most questions: Applications and integration (33.1%)
Take the free sampleDatabricks Certified Associate Developer for Apache Spark
Free practice questions for the Databricks Apache Spark Developer Associate exam, written to the October 2026 guide, in PySpark, scored as you go, with the reason behind every answer.
- Questions
- 45 scored multiple choice
- Time
- 90 minutes
- Fee
- $200
- Our sample
- 15 questions
Share of the real exam's questions, by section
2020301010Most questions: Developing Apache Spark DataFrame/DataSet API Applications (30%)
Take the free sampleDatabricks Certified Context Engineer Associate
Free practice questions for the new Databricks Context Engineer Associate exam, written to its July 2026 guide, on what an AI agent sees at inference time, scored as you go, with the reason behind every answer.
- Questions
- 45 scored
- Time
- 90 minutes
- Fee
- $200
- Our sample
- 13 questions
Share of the real exam's questions, by section
1692018131113Most questions: Knowledge Retrieval and Genie Configuration (20%)
Take the free sampleDatabricks Certified Data Engineer Associate
Free practice questions for the Databricks Data Engineer Associate exam, written to the August 2026 guide, scored as you go, with the reason behind every answer and the Lakeflow names Databricks uses today.
- Questions
- 45 scored multiple choice
- Time
- 90 minutes
- Fee
- $200
- Our sample
- 12 questions
Share of the real exam's questions, by section
212216101015Most questions: Data Transformation and Modeling (22%)
Take the free sampleDatabricks Certified Generative AI Engineer Associate
Free practice questions for the Databricks Generative AI Engineer Associate exam, scored as you go, with the reason behind every answer, written to the current guide and the product names Databricks uses today.
- Questions
- 45 scored
- Time
- 90 minutes
- Fee
- $200
- Our sample
- 11 questions
Share of the real exam's questions, by section
14143022812Most questions: Application Development (30%)
Take the free sample
How we write the samples
We start from the exam guide the certification body publishes: its format, its sections and their weights, and the objectives under each. Every question tests one of those objectives with a job you might meet at work, and every answer is checked against the product's own documentation, with the sources listed at the end of each sample. Where a product has been renamed since the guide was written, the questions use today's name and say the old one.
A sample is shorter than the real exam, so treat your score as a sign of which sections to study, not as a forecast of your result. Each sample's study map links the pages on Tecyfy that teach its sections, heaviest first.
Choosing a certification
Questions
- Are these the real exam questions?
- No. Real exam questions are confidential, and we never copy them. We write our own questions to the objectives in each official exam guide, in the same format, so you practise the kind of decision the exam asks for.
- Are the sample exams free?
- Yes. Every sample is free, with no account and no sign-up. Your answers are scored in your browser as you go, and nothing is sent anywhere.
- How close are the samples to the real exams?
- They follow each exam's sections and weights and its style of question, but they are shorter: a real Databricks associate exam has 45 scored questions and a Claude exam 53 to 63. Use a sample to find the sections you need to study.
- Which certification should I take first?
- Take the one that matches the work you do. Data engineers usually start with the Databricks Data Engineer Associate, people building LLM apps on Databricks with the Generative AI Engineer Associate, and people building on Claude with a Claude Foundations exam, which only staff of Claude Partner Network organisations can sit. Our guides to choosing a certification compare them.
- How often are the samples updated?
- We check each sample against its current exam guide and the product's documentation at least every 90 days, and sooner when the certification body publishes a new version of the exam.