Everything you need to know about the CCA-F certification exam, from preparation strategies to exam day tips.
90 minutes
Duration
60 questions
Questions
720 (scaled)
Passing Score
TBD
Exam Cost
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The exam uses scenario-based questions from 6 real-world contexts. Understand HOW to apply concepts, not just definitions. Practice identifying which architectural pattern fits each scenario.
The agentic loop and stop_reason handling is the foundation of Domain 1 (27%). Know every stop_reason value and the correct action for each. This is the most heavily tested concept.
You have 90 minutes for 60 questions — about 90 seconds per question. Scenario-based questions require careful reading. Flag complex questions and return to them after completing easier ones.
Understand when to use MCP servers versus direct tool definitions. MCP is better for standardized, reusable integrations; direct tool use is simpler for application-specific tools.