- Exam Code: CCA-F
- Exam Name: Claude Certified Architect Foundations (CCA-F)
- Updated: Sep 02, 2026
- Q & A: 112 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
|
| Prompt Engineering & Structured Output | 20% | - Reliable structured generation
|
| Context Management & Reliability | 15% | - Long-context optimization
|
| Agentic Architecture & Orchestration | 27% | - Agentic loop design and execution lifecycle
|
| Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
|
Question 1
Your agent is handling a billing dispute. After calling get_customer and lookup_order, it identifies that the dispute involves a promotional pricing error requiring manager approval - beyond the agent's authorization level. How should the workflow handle this mid-process escalation?
A. Call escalate_to_human passing only the customer's original message.
B. Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human.
C. Persist the complete conversation and tool response history to a database, then call escalate_to_human with a reference ID.
D. Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.
Question 2
A customer raises three separate issues during one session: a refund inquiry (turns 1-15), a subscription question (turns 16-30), and a payment method update (turns 31-45). At turn 48, the customer asks "What happened with my refund?" The conversation is approaching context limits.
What strategy best maintains the agent's ability to address all issues throughout the session?
A. Rely on MCP tools to re-fetch relevant information on demand when the customer references earlier issues.
B. Summarize earlier turns into a narrative description, preserving full message history only for the active issue.
C. Extract and persist structured issue data (order IDs, amounts, statuses) into a separate context layer.
D. Implement sliding window context that retains the most recent 30 turns.
Question 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.
Your team's CLAUDE.md includes a rule: "Use 4-space indentation and always run Prettier formatting." Despite this, code reviews reveal that roughly 30% of files Claude Code generates use inconsistent formatting - sometimes 2-space indentation, sometimes missing trailing commas. Adding emphasis ("IMPORTANT: You MUST use Prettier formatting") reduces violations to about 15%, but doesn't eliminate them. What is the most effective way to ensure all generated code is consistently formatted?
A. Configure a PostToolUse hook with an Edit|Write matcher that automatically runs Prettier on each file Claude modifies.
B. Extract the formatting rules into a dedicated skill that Claude loads automatically when generating code, with more detailed examples of correct formatting.
C. Split the formatting rules into path-scoped .claude/rules/files that load when Claude works on matching file types.
D. Add a Stop hook with a prompt-based check that evaluates whether generated code follows formatting standards and prompts Claude to fix violations.
Question 4
Which factor MOST directly affects API cost?
A. Internet speed
B. Number of processed tokens
C. CPU clock frequency
D. Screen resolution
Question 5
The agent verifies customer identity through a multi-step process before resetting passwords.
During testing, you notice that after the customer answers the third verification question, the agent asks them to provide their name again, as if the earlier exchange never happened. What's the most likely cause of this behavior?
A. The conversation history isn't being passed in subsequent API requests.
B. Claude's memory retention is limited to two conversational turns by default, requiring explicit configuration to extend it.
C. The verification tool is clearing the agent's internal state after each successful validation step.
D. The prompt lacks instructions telling Claude to remember information across multiple exchanges.
Solutions:
| Question 1 Answer: B | Question 2 Answer: C | Question 3 Answer: A | Question 4 Answer: B | Question 5 Answer: A |
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