Objective 4.1
PCDIntegrating applications with data and storage services
Objective 4.1 sits in Integrating applications with Google Cloud services, which carries 21% of the Cloud Developer exam. The questions below are original, written from the official objective title above, and each explanation cites the Google Cloud page it rests on.
Objective title verbatim from the official objectives. Google Cloud exam page ↗
A worked example
Shown solved, with the whole explanation open: this is what every question here carries.
A team wants exactly-once semantics on a subscription that currently pushes messages to an HTTPS endpoint. What has to change first?
Correct.
Concept
A delivery guarantee that depends on the receiver reporting the outcome of each acknowledgment can only hold where the receiver initiates the exchange.
Why C
Only pull subscriptions support the feature, including subscribers using the streaming pull interface. Push and export subscriptions do not support it at all.
Source
Pub/Sub exactly-once delivery, checked August 2026Only the pull subscription type supports exactly-once delivery, including subscribers that use the StreamingPull API . Push and export subscriptions don't support exactly-once delivery. Pub/Sub supports exactly-once delivery, within a cloud region, based on a Pub/Sub-defined unique message ID .
Now you: objective 4.1 questions
No account needed. The explanation opens when you answer.
Sample question 1 of 3
After a message is redelivered when its deadline expired, a worker acknowledges it using the identifier issued with the first delivery. What follows?
Sample question 2 of 3
A team wants to recognise that an arriving message is one its workers have already seen once. What value stays constant across redelivery attempts?
Sample question 3 of 3
A team runs subscriber instances in three regions against one subscription that has the feature switched on. What can still happen to it?
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Read the sources
These are the official pages the questions above cite. Reading them is studying the objective from the primary source, which is what the explanations point you toward anyway.