Before you begin

• Format matches the real exam: 53 standalone multiple-choice / multiple-response items (unlike the Architect exam, CCDV-F is not scenario-based). Each item states how many responses to select.
• Blueprint weights: Applications & Integration 33% (17 items) · Model Selection & Optimization 17% (9) · Agents & Workflows 15% (8) · Prompt & Context Engineering 11% (6) · Tools & MCPs 11% (6) · Security & Safety 8% (4) · Claude Code 3% (2) · Eval, Testing & Debugging 3% (1).
• Timer: 120 minutes, counting down; auto-submits at 0:00. Note you have more time per item here than on the Architect exam — expect faster, knowledge-oriented questions.
• Navigation: jump to any question, flag for review, change answers freely before submitting.
• Scoring: raw score mapped to an approximate 100–1000 scale with the cut at 720, plus percent-correct per domain like the real score report. Multiple-response items score only when exactly the correct options are selected.
• These are original questions written to the published exam guide — not items from the live bank.