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Anthropic CCA-F

CCA-F

Exam Code: CCA-F

Exam Name: Claude Certified Architect Foundations (CCA-F)

Updated: Nov 08, 2026

Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt Engineering & Structured Output20%- Reliable structured generation
  • 1. Schema-guided outputs
    • 2. Prompt patterns for agents
      Topic 2: Agentic Architecture & Orchestration27%- Agentic loop design and execution lifecycle
      • 1. Multi-agent coordination and delegation patterns
        • 2. Tool use decision flow (tool_use vs end_turn)
          - System orchestration patterns
          • 1. Task decomposition strategies
            • 2. Hub-and-spoke agent systems
              Topic 3: Tool Design & MCP Integration18%- Model Context Protocol (MCP)
              • 1. Tool schema design
                • 2. MCP client/server integration patterns
                  Topic 4: Claude Code Workflows & Configuration20%- Claude Code operational patterns
                  • 1. Plan mode vs execution mode
                    • 2. CI/CD and workflow integration
                      Topic 5: Context Management & Reliability15%- Long-context optimization
                      • 1. Reliability and retry strategies
                        • 2. Context window management

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

                          Question #1
                          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.
                          Your team has three requirements for Claude Code's behavior in your project
                          1. Claude must never modify files in the db/migrations/ directory
                          2. Claude should prefer your custom logging module over console.log
                          3. All TypeScript files must be auto-formatted with Prettier after
                          every edit
                          All three are currently written as instructions in your project's CLAUDE.md. During a complex refactoring session, a developer discovers that Claude edited a migration file, violating requirement #1. How should you restructure these requirements across Claude Code's configuration mechanisms?

                          A. Rewrite all three requirements in CLAUDE.md using stronger directive language and add few- shot examples that demonstrate Claude refusing to edit migration files and running Prettier after edits.
                          B. Configure hooks for all three: a PreToolUse hook script that blocks Edit calls targeting db/migrations/,a PreToolUse hook script that adds logging convention context before edits, and a PostToolUse hook that runs Prettier after TypeScript edits.
                          C. Move all three requirements into .claude/rules/ as path-scoped rules: one targeting db/migrations/** that forbids editing those files, and others targeting **/*.ts for the logging convention and formatting instruction.
                          D. Add Edit(./db/migrations/**) to permissions.deny in the project settings, keep the logging preference in CLAUDE.md, and add a PostToolUse hook on the Edit tool that runs Prettier on changed TypeScript files.


                          Question #2
                          Your content curation agent discovers articles, analyzes each for relevance, then adds selected articles to themed collections. With separate discover_articles(topic), analyze_article(id), and add_to_collection(article_id, collection_id) tools, you observe 18+ sequential tool calls per request, causing latency issues. The agent must make editorial judgments about which articles fit a collection's theme - this requires seeing all candidates with their analysis scores simultaneously to select a cohesive set. What tool composition best addresses efficiency while preserving editorial judgment?

                          A. Keep all tools separate but implement response caching for analyze_article calls.
                          B. Add a preview_curation(topic, collection_id) tool that shows what would be added based on predefined rules, with an approve_curation() tool to confirm.
                          C. Create a curate_collection(topic, collection_id) tool that handles discovery, analysis, and selection internally using configurable quality thresholds.
                          D. Create a discover_and_analyze(topic) composite tool that returns all candidates with their analysis scores, keeping add_to_collection separate for selective calls.


                          Question #3
                          You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
                          An engineer sees an unfamiliar error message "SYNC_CONFLICT: entity version mismatch detected" in production logs but doesn't know which of the 12 services in the codebase generates it. They ask the agent to help locate the source code. What exploration approach will most efficiently find the responsible code?

                          A. Use Glob to find files in directories commonly associated with error handling (such as errors/, exceptions/,or handlers/) across all services, then Read each matching file.
                          B. Read the project's README and service configuration files to understand the architecture, then systematically Read source files in each service directory.
                          C. Use Grep to find all files that import the project's error handling module, then Read those files to locate custom error definitions.
                          D. Use Grep to search for distinctive text from the error message (like "SYNC_CONFLICT" or "entity version mismatch"), then Read the matching files to understand context.


                          Question #4
                          In production, final reports frequently contain claims without proper source attribution.
                          Investigation shows that while the web search and document analysis agents correctly attach citations to their outputs, the synthesis agent loses track of which sources support which conclusions when combining findings. What's the most effective architectural change?

                          A. Add a verification step where the report generator uses semantic similarity matching against original sources to reconstruct which claims came from which documents.
                          B. Require all subagents to output structured claim-source mappings that the synthesis agent must preserve and merge when combining findings from multiple sources.
                          C. Have the coordinator inject source identifier prefixes into text before each handoff, then parse these prefixes at report generation to reconstruct citations.
                          D. Maintain complete transcripts of all subagent interactions and add a citation-resolution agent to analyze logs and determine attributions before report generation.


                          Question #5
                          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.
                          A critical bug is affecting production users. Error logs show exceptions in the OrderProcessing module with a clear stack trace pointing to a specific function. You haven't worked with this module before. What's the most effective approach?

                          A. Use direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.
                          B. Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.
                          C. Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
                          D. Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.


                          Solutions:

                          Question #1
                          Correct Answer: D
                          Question #2
                          Correct Answer: D
                          Question #3
                          Correct Answer: D
                          Question #4
                          Correct Answer: B
                          Question #5
                          Correct Answer: C

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