Question 867 of 997
Develop Azure compute solutionshardMultiple ChoiceObjective-mapped

Quick Answer

The correct choice is the fan-out/fan-in pattern, because it uses `Task.WhenAll` inside a durable orchestrator to launch 500 activity functions in parallel and then aggregate all returned results into a single summary report. This pattern directly satisfies the requirement for parallel processing and aggregation, while the orchestration’s state is durably persisted in Azure Storage, allowing it to resume seamlessly after a Function App restart. On the AZ-204 exam, this scenario tests your understanding of how Durable Functions manage long-running, stateful workflows—common traps include confusing fan-out/fan-in with the chaining pattern (sequential execution) or the monitor pattern (polling). Remember that fan-out/fan-in is the go-to for any “process many items in parallel, then combine” requirement, and the key memory tip is “scatter-gather”: scatter work across activities, then gather results with `Task.WhenAll`.

AZ-204 Practice Question: Durable Functions fan-out/fan-in for parallel…

This AZ-204 practice question tests your understanding of develop azure compute solutions. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. A key principle to apply: durable Functions. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.

A workflow must process 500 customer records in parallel and then aggregate all results into a single summary report. The team wants to use Azure Durable Functions so the orchestration state is durable and the solution can resume after a Function App restart. Which Durable Functions pattern matches this requirement?

Question 1hardmultiple choice
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Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Fan-out/fan-in: start 500 activity functions in parallel with Task.WhenAll inside the orchestrator, then aggregate all returned results

Option A is correct because the fan-out/fan-in pattern in Durable Functions is specifically designed to execute multiple activity functions in parallel using Task.WhenAll inside an orchestrator, then aggregate their results. This matches the requirement to process 500 customer records concurrently and produce a single summary report, while the orchestration state is durably persisted and can resume after a Function App restart.

Key principle: Durable Functions

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Fan-out/fan-in: start 500 activity functions in parallel with Task.WhenAll inside the orchestrator, then aggregate all returned results

    Why this is correct

    Task.WhenAll fires all 500 activities simultaneously (constrained by the configured max concurrency). The orchestrator yields at the await statement, checkpointing its state. When all activities complete, the orchestrator resumes and aggregates results. Durable state management handles host restarts transparently.

    Related concept

    Durable Functions

  • Function chaining: call each activity function sequentially, collecting each result before starting the next

    Why it's wrong here

    Function chaining processes records one at a time. For 500 records, this serializes all processing and provides no parallelism. The workflow would take 500 times as long as the parallel fan-out approach.

  • Async HTTP API: start the workflow with an HTTP trigger, return a 202 with a status URL, and have the client poll for completion

    Why it's wrong here

    The Async HTTP API pattern is an interaction model for client-facing orchestrations. It describes how a client tracks workflow progress via polling — it is not a parallelism pattern. The fan-out/fan-in pattern describes how the orchestration itself processes records.

  • Monitor: use a Durable timer loop that checks a status table every 60 seconds until all records are marked processed

    Why it's wrong here

    The Monitor pattern polls external state at intervals — it's suitable for tracking external processes. It does not initiate parallel processing. Using it to wait for 500 individually triggered activities to complete would be architecturally inverted and inefficient.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates may confuse the fan-out/fan-in pattern with the Async HTTP API pattern, thinking that the HTTP trigger and status polling are required for parallel processing, but the key distinction is that fan-out/fan-in handles the parallel execution and aggregation within the orchestrator itself, not via external polling.

Detailed technical explanation

How to think about this question

Under the hood, the fan-out/fan-in pattern leverages the Durable Task Framework's replay mechanism, where the orchestrator function schedules all 500 activity functions simultaneously via Task.WhenAll, and the orchestration history is checkpointed after each activity completes. This ensures that if the Function App restarts, the orchestrator replays from the last checkpoint, resuming only the incomplete activities, making it resilient to failures. In a real-world scenario, this pattern is ideal for batch processing jobs like nightly report generation where each record is independent and results must be combined.

KKey Concepts to Remember

  • Durable Functions
  • fan-out/fan-in pattern
  • Task.WhenAll
  • orchestrator function
  • parallel activity execution

TExam Day Tips

  • Watch for words such as best, first, most likely and least administrative effort.
  • Review why wrong options are wrong, not only why the correct option is correct.

Key takeaway

Durable Functions

Real-world example

How this comes up in practice

A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Durable Functions Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.

What to study next

Got this wrong? Here's your next step.

Review durable Functions, then practise related AZ-204 questions on the same topic to reinforce the concept.

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FAQ

Questions learners often ask

What does this AZ-204 question test?

Develop Azure compute solutions — This question tests Develop Azure compute solutions — Durable Functions.

What is the correct answer to this question?

The correct answer is: Fan-out/fan-in: start 500 activity functions in parallel with Task.WhenAll inside the orchestrator, then aggregate all returned results — Option A is correct because the fan-out/fan-in pattern in Durable Functions is specifically designed to execute multiple activity functions in parallel using Task.WhenAll inside an orchestrator, then aggregate their results. This matches the requirement to process 500 customer records concurrently and produce a single summary report, while the orchestration state is durably persisted and can resume after a Function App restart.

What should I do if I get this AZ-204 question wrong?

Review durable Functions, then practise related AZ-204 questions on the same topic to reinforce the concept.

What is the key concept behind this question?

Durable Functions

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Last reviewed: Jun 11, 2026

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