Free Anthropic CCDV-F Exam Questions

Question 1

You are building a Claude application that needs to deliver model output to end users as it isgenerated, instead of waiting for the full response to complete.The Claude API mechanism you would use is...

A : Structured JSON output, which delivers responses only after the model has finalized the JSON shape across the entire response.

B : Streaming responses, which deliver tokens incrementally as the model generates them so users see output progressively.

C : The Batch API, which delivers full responses after a delay suitable for non-interactive workloads.

D : Prompt caching, which speeds up the cost profile of future requests and does not affect the delivery timing of the first response.

Answer: B

Question 2

Your Claude application is deployed to development, staging, and production environments. Eachenvironment uses a different model version, different prompt versions, and different plugindependencies, but the configuration is currently scattered across environment variables, hardcodedvalues, and undocumented setup scripts.How would you manage the configuration?

A : Use the latest available model version everywhere and stop pinning model versions, on the grounds that pinning adds maintenance overhead the team should aim to reduce.

B : Move all configuration into hardcoded application code to reduce reliance on external configuration sources that are difficult to track over time.

C : Consolidate the configuration into a version-controlled system documenting model version pinning, prompt versioning, and plugin dependencies for each environment.

D : Standardize all environments to use the same configuration values to eliminate the differences between development, staging, and production.

Answer: C

Question 3

Your team is preparing to roll out a configuration change that updates several prompt versions acrossa Claude application used by multiple downstream systems. The change has already been tested instaging, but the team has not assessed how the prompt change will affect each downstream systemthat depends on the application's output.What would you do before rolling out the change?

A : Assess the configuration impact on each downstream system before rolling out, and coordinate with downstream system owners as needed.

B : Document the prompt version changes in the application changelog and proceed with the rollout, treating the staging test results as sufficient evidence of impact across all downstream systems.

C : Notify downstream system owners that a change is coming and schedule the rollout for the following week, without conducting a formal impact assessment.

D : Limit the rollout to systems that were explicitly included in staging testing, and defer all other downstream systems until a later release cycle.

Answer: A

Question 4

You are setting up a Claude application that requires API keys for several external services. What is the best way to store the keys?

A : Put the keys in the application's configuration file and check the configuration file into the team's repository alongside the rest of the source code.

B : Store the keys in a secrets manager or environment-specific configuration that is not checked into source code, and load them at runtime.

C : Use a single shared key across all external services, so any developer working on the application can find the keys easily during development.

D : Email the keys to each developer as needed and have each developer paste the keys into their local environment when they begin working on the application's code.

Answer: B

Question 5

You are setting up a Claude application that requires API keys for several external services. What is the best way to store the keys?

A : Put the keys in the application's configuration file and check the configuration file into the team's repository alongside the rest of the source code.

B : Store the keys in a secrets manager or environment-specific configuration that is not checked into source code, and load them at runtime.

C : Use a single shared key across all external services, so any developer working on the application can find the keys easily during development.

D : Email the keys to each developer as needed and have each developer paste the keys into their local environment when they begin working on the application's code.

Answer: B