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Anthropic CCA-F Exam Syllabus Topics:

Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

1. Your product search tool queries an external catalog API and returns matching items. In production, you observe the agent frequently retries searches immediately after receiving zero results, treating "no matches found" as a failure requiring retry. The external API returns HTTP 200 with an empty results array - a valid response. How should you restructure the tool's result to help the agent correctly interpret empty result sets?

A) Return a result object with isError: true and a message explaining no products matched.
B) Return a natural language string describing the outcome, allowing the agent to interpret the result contextually based on the message content.
C) Return a structured result with a success boolean and results array, reserving isError: true for actual execution failures only.
D) Add a suggestions field containing alternative search strategies when results are empty, helping guide the agent toward more productive follow-up queries.

2. You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
You've asked Claude to write a data migration script, but the initial output doesn't correctly handle records with null values in required fields. What's the most effective way to iterate toward a working solution?

A) Provide a test case with example input containing null values and the expected output, then ask Claude to fix it.
B) Manually edit the generated code to fix the null handling, then continue working with Claude on other parts.
C) Add "think harder about edge cases" to your prompt and request a complete rewrite of the migration logic.
D) Describe the null value problem in detail and ask Claude to regenerate the entire script with improved edge case handling.

3. You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs. direct execution.
You need to add a date validation check ensuring event dates are in the future. This requires adding a conditional statement to one existing function in a single file. What is the most appropriate approach?

A) Start with extended thinking mode enabled to ensure thorough reasoning about the validation logic.
B) Enter plan mode first to create a detailed implementation strategy before making the change.
C) Use direct execution to make the change.
D) Enter plan mode to analyze how the validation might impact other parts of the reservation flow.

4. You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
You're implementing a new payment processing module that must follow your project's established patterns for database transactions, error handling, and audit logging. You've identified three existing modules that exemplify these patterns: db_utils.py, error_handlers.py, and audit_logger.py. This is a one-off integration task - these patterns are well-documented in your team wiki and don't need additional project-level documentation. What's the most effective approach?

A) Describe the patterns from the three modules in natural language in your prompt, explaining the transaction handling approach, error format, and logging conventions Claude should follow.
B) Ask Claude to explore your codebase to find and understand the transaction, error handling, and logging patterns before generating the new module.
C) Add documentation of each pattern to your CLAUDE.md file, establishing them as project conventions that Claude will apply automatically.
D) Use @ references to include the three modules directly in your prompt, giving Claude concrete code examples of the patterns to follow.

5. A healthcare company processes long clinical reports. Some exceed Claude's practical context requirements. What is the BEST architectural approach?

A) Randomly remove paragraphs.
B) Chunk documents before processing.
C) Ignore the excess text.
D) Increase temperature.

Solutions: