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Anthropic CCA-F

CCA-F

Exam Code: CCA-F

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

Updated: Aug 06, 2026

Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

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

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

                          1. 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 asks the agent to understand how the caching layer works before adding a new cache invalidation trigger. After initial Grep searches, the agent has identified that caching logic spans 15 files including decorators, middleware, and service classes (~8,000 lines total). What's the most effective next step for building understanding while managing context constraints?

                          A) Use Glob to find files matching common caching patterns (cache.py, caching/), prioritize the largest files by reading them first, then check smaller files for gaps.
                          B) Use Grep to search for "invalidate" and "expire" patterns across all files, then Read only those specific line ranges with minimal surrounding context.
                          C) Use the Read tool to sequentially load all 15 files, building complete understanding across the full caching implementation.
                          D) Analyze imports and class hierarchies to identify the base cache class, Read that file to understand the interface, then trace specific invalidation implementations.


                          2. Which factor MOST directly affects API cost?

                          A) CPU clock frequency
                          B) Internet speed
                          C) Screen resolution
                          D) Number of processed tokens


                          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) 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.
                          C) Read the project's README and service configuration files to understand the architecture, then systematically Read source files in each service directory.
                          D) Use Grep to find all files that import the project's error handling module, then Read those files to locate custom error definitions.


                          4. 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) 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.
                          B) Create a curate_collection(topic, collection_id) tool that handles discovery, analysis, and selection internally using configurable quality thresholds.
                          C) Create a discover_and_analyze(topic) composite tool that returns all candidates with their analysis scores, keeping add_to_collection separate for selective calls.
                          D) Keep all tools separate but implement response caching for analyze_article calls.


                          5. 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.
                          Your agent has analyzed a complex service module -reading 23 source files, tracing request flows, and identifying error handling patterns. A developer wants to compare two testing strategies before committing to one: end-to-end tests with mocked external services vs. snapshot tests capturing expected outputs. They need to independently develop both approaches to evaluate trade-offs. How should you manage the sessions?

                          A) Export the analysis session's key findings to a file, then create two new sessions that reference this file.
                          B) Continue in the original session, developing end-to-end tests first, then snapshot tests sequentially.
                          C) Start two fresh sessions, having each re-read the relevant source files before beginning.
                          D) Resume the analysis session with fork_session enabled, creating a separate branch for each testing strategy.


                          Solutions:

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

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