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← Integrating Google Cloud services practice sets

PCD Integrating Google Cloud services • Complete Question Bank

PCD Integrating Google Cloud services — All Questions With Answers

Complete PCD Integrating Google Cloud services question bank — all 0 questions with answers and detailed explanations.

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Certifications/PCD/Practice Test/Integrating Google Cloud services/All Questions
Question 1mediummultiple choice
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Your application runs on Compute Engine and uses Cloud Pub/Sub to receive messages from a third-party service. Recently, the message delivery latency has increased significantly. The third-party reports no issues on their end. You notice that the Pub/Sub subscription's 'ackDeadlineSeconds' is set to 10. What is the most likely cause of the latency?

Question 2hardmultiple choice
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You are designing a data pipeline that ingests streaming data from IoT devices using Cloud IoT Core, processes it with Dataflow, and stores results in BigQuery. The data volume is expected to be 10 GB per day with occasional spikes. You need to minimize processing latency and cost. Which configuration should you choose for the Dataflow pipeline?

Question 3easymulti select
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A company stores sensitive user data in Cloud Storage. They want to ensure that only authenticated users with the appropriate permissions can access the data, and that data is encrypted at rest. Which two steps should they take? (Choose TWO.)

Question 4hardmulti select
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You are designing a serverless application using Cloud Functions that processes events from Cloud Storage and Cloud Pub/Sub. The function must be idempotent and handle duplicate events. Which three best practices should you implement? (Choose THREE.)

Question 5easymultiple choice
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You need to monitor the CPU usage of a Compute Engine instance and trigger an alert when it exceeds 80% for 5 minutes. Which Google Cloud service should you use?

Question 6mediummulti select
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Your company uses Cloud SQL for MySQL to store transactional data. You need to perform a point-in-time recovery (PITR) to recover from a logical error that occurred 30 minutes ago. Which two prerequisites must be met? (Choose TWO.)

Question 7mediummultiple choice
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You are designing a CI/CD pipeline using Cloud Build. You want to automatically trigger a build when code is pushed to a specific branch in Cloud Source Repositories. What is the correct configuration?

Question 8mediummultiple choice
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A company is migrating a legacy monolithic application to Google Cloud. They want to minimize code changes and operational overhead while improving scalability. The application currently uses a relational database and stores user-uploaded images on a local filesystem. Which combination of Google Cloud services should they use?

Question 9hardmultiple choice
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A DevOps team is designing a CI/CD pipeline for a microservices application deployed on Google Kubernetes Engine (GKE). They want to automatically build and deploy each service when a new tag is pushed to its repository. They also need to run integration tests against a staging environment before promoting to production. Which service should they use to orchestrate the pipeline?

Question 10easymulti select
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A company is using Cloud Storage to store sensitive customer data. They need to ensure data is encrypted at rest and access is controlled. Which TWO statements are true regarding data protection in Cloud Storage? (Choose two.)

Question 11mediummultiple choice
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You are a cloud architect at a financial services company. The company is deploying a new application on Google Kubernetes Engine (GKE) that processes sensitive financial transactions. The application must be highly available across two regions (us-central1 and europe-west1) and must fail over automatically if one region becomes unavailable. The application uses Cloud Spanner as its primary database. Additionally, the application needs to send audit logs to a centralized Cloud Storage bucket for compliance. The current design uses GKE clusters in each region with a global HTTP(S) load balancer. However, during a recent test, when the us-central1 cluster was deliberately taken down, the load balancer continued to send traffic to that region, causing errors. You need to troubleshoot and fix the issue. What is the most likely cause and the best solution?

Question 12mediummultiple choice
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A company is running a critical application on Google Kubernetes Engine (GKE) that stores state in a Cloud SQL PostgreSQL instance. The application's latency-sensitive frontend needs to read data from Cloud SQL with minimal latency. The team wants to reduce read latency and offload read traffic from the primary database. What should they do?

Question 13hardmulti select
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A company is deploying a microservices application on Google Cloud. They want to securely store and access secrets (e.g., API keys, database passwords) across multiple services. They need to minimize operational overhead and ensure secrets are automatically rotated. Which TWO approaches should they use?

Question 14mediumdrag order
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Drag and drop the steps to set up a Cloud SQL instance with a private IP in the correct order.

Drag steps to the numbered slots on the right, or tap a step then tap a slot.

Steps
Order
1Step 1
2Step 2
3Step 3
4Step 4
5Step 5
Question 15mediumdrag order
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Drag and drop the steps to troubleshoot a failed Cloud Build in the correct order.

Drag steps to the numbered slots on the right, or tap a step then tap a slot.

Steps
Order
1Step 1
2Step 2
3Step 3
4Step 4
5Step 5
Question 16mediummatching
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Match each Kubernetes resource to its function.

Drag a concept onto its matching description — or click a concept then click the description.

Concepts
Matches

Declares desired state for pods and ReplicaSets

Stable network endpoint to access pods

HTTP(S) load balancer for external access

Store non-sensitive configuration data

Store sensitive data like passwords or keys

Question 17mediummatching
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Match each Firebase feature to its description.

Drag a concept onto its matching description — or click a concept then click the description.

Concepts
Matches

NoSQL document database with real-time sync

Backend service for user sign-in

Send push notifications across platforms

Change app behavior without publishing updates

Measure app performance from the user's perspective

Question 18easymultiple choice
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A company is using Cloud Functions (2nd gen) to process files uploaded to Cloud Storage. The function needs to access a Cloud SQL (PostgreSQL) database. What is the most secure way to store and provide the database password to the function?

Question 19mediummultiple choice
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A team uses Cloud Build to deploy a microservice to Cloud Run. They want to enforce that only builds from the main branch trigger deployments to the production Cloud Run service. What is the best approach?

Question 20hardmultiple choice
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You are designing a system that ingests high-velocity event streams from IoT devices using Pub/Sub. Each event must be processed exactly once to update a Firestore database. However, due to the distributed nature, at-least-once delivery is guaranteed by Pub/Sub. Which design pattern should you use to achieve exactly-once processing?

Question 21easymultiple choice
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A developer wants to allow a Compute Engine instance to send messages to a Pub/Sub topic. What is the recommended way to grant permissions?

Question 22mediummultiple choice
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An application running on GKE needs to access a Cloud SQL instance. The team wants to avoid using Cloud SQL Auth Proxy to reduce complexity. What is the most secure alternative?

Question 23hardmultiple choice
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You are deploying a stateful application on GKE that requires persistent storage with high IOPS. You need to ensure that each pod can failover to a different node and still access the same data. Which volume type should you use?

Question 24easymulti select
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Which two statements are true about Cloud Load Balancing? (Choose two.)

Question 25mediummulti select
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Which three are valid ways to authenticate a service account when using the Google Cloud client libraries? (Choose three.)

Question 26hardmulti select
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You are designing a CI/CD pipeline using Cloud Build. Which three features can be used to secure the pipeline and enforce compliance? (Choose three.)

Question 27mediummultiple choice
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A developer ran the following command: `gcloud compute instances list --filter='labels.env=prod'`. The command returned no instances even though there are instances with label env=prod. What is the most likely reason?

Exhibit

Refer to the exhibit.

```
$ gcloud compute instances list --filter='labels.env=prod'
Listed 0 items.
```

The developer knows there are instances with label env=prod.
Question 28hardmultiple choice
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A security audit reveals that a service account has been granted excessive permissions. The exhibit shows the IAM policy for a project. Which statement best describes the security issue?

Exhibit

Refer to the exhibit.

```json
{
  "bindings": [
    {
      "role": "roles/storage.objectAdmin",
      "members": ["serviceAccount:sa-1@project.iam.gserviceaccount.com"]
    },
    {
      "role": "roles/storage.objectViewer",
      "members": ["serviceAccount:sa-1@project.iam.gserviceaccount.com"]
    }
  ]
}
```
Question 29easymultiple choice
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A developer sets environment variables for a Cloud Function as shown. What is the security concern?

Exhibit

Refer to the exhibit.

Environment variables:
  FOO: bar
  DB_PASS: mypassword
Question 30mediummultiple choice
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A company uses Cloud SQL for MySQL. They need to export data to Cloud Storage regularly. What is the recommended method?

Question 31easymultiple choice
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You want to deploy a containerized application on Google Cloud that requires no server management and automatically scales based on HTTP traffic. Which service should you use?

Question 32hardmultiple choice
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You are designing a multi-region disaster recovery strategy for a Cloud Spanner database. The application requires read-your-writes consistency globally after failover. Which configuration should you choose?

Question 33easymultiple choice
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A developer is building a microservices application on Cloud Run. One service needs to make authenticated HTTP requests to another Cloud Run service in the same project. What is the best practice for authentication?

Question 34easymultiple choice
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A company has a hybrid cloud setup with on-premises applications that need to send messages to a Pub/Sub topic. The on-premises network is connected via Cloud VPN. What is the recommended way to publish messages?

Question 35hardmultiple choice
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A team is designing a data pipeline that uses Cloud Storage for input files, Cloud Functions to process each file, and writes results to BigQuery. The pipeline must guarantee exactly-once processing of each file, even if the function fails and retries. Which approach should the team take?

Question 36easymultiple choice
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A developer wants to store application logs from Compute Engine instances in a centralized logging system. Which service should they use?

Question 37mediummultiple choice
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An organization uses Cloud SQL for MySQL and wants to set up a read replica in a different region to improve read latency for global users. What is the recommended way to configure network connectivity between the primary and replica?

Question 38hardmultiple choice
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A company is migrating a monolithic application to microservices on Google Cloud. They have strict requirements for service-to-service communication: requests must be authenticated, authorized, and encrypted in transit. They also need to enforce fine-grained access control based on the requesting service identity. Which Google Cloud service should they use to achieve these goals?

Question 39easymultiple choice
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A developer needs to store configuration parameters for a Cloud Run service, such as database connection strings and API keys. The values must be encrypted at rest and in transit. Which service should be used?

Question 40easymultiple choice
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An application running on Compute Engine needs to publish messages to a Pub/Sub topic. The VPC does not have external internet access. What must be configured to allow the instance to publish?

Question 41hardmultiple choice
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A company uses Cloud Build to build Docker images and push to Artifact Registry. They want to trigger builds automatically when code is pushed to a Cloud Source Repository branch. They also need to ensure that only builds from the repository's main branch are allowed to push to the production Artifact Registry repository. What is the best way to implement this?

Question 42mediummulti select
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A company is using Cloud Build for CI/CD. They want to automatically trigger builds when code is pushed to a Cloud Source Repository and store the resulting Docker images in a secure, immutable artifact store. Which TWO services should they use? (Choose 2)

Question 43mediummulti select
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A developer is building a serverless application that processes user-uploaded images. The images are stored in Cloud Storage, and each upload should trigger a Cloud Function that performs image analysis and stores the result in Firestore. Which TWO Google Cloud services are essential for this integration? (Choose 2)

Question 44mediummulti select
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A company is building a data processing pipeline that needs to ingest events from multiple sources, process them in order, and handle failures with retry. They also need to schedule periodic tasks. Which THREE services should they use? (Choose 3)

Question 45mediummultiple choice
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Refer to the exhibit. A developer runs the command and sees that the Cloud Run service is publicly accessible. The security team requires that only authenticated requests from a specific service account in the same project are allowed. What should the developer do to modify the IAM policy?

Exhibit

gcloud run services get-iam-policy my-service --region=us-central1
Output:
bindings:
- members:
  - allUsers
  role: roles/run.invoker
- members:
  - serviceAccount:my-sa@project.iam.gserviceaccount.com
  role: roles/run.viewer
etag: BwXz...
Question 46hardmultiple choice
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Refer to the exhibit. A team is deploying a Cloud Function that needs to connect to a Cloud SQL instance in a VPC. They have set up a VPC connector. After deployment, the function fails to connect to the database. What is the most likely cause?

Exhibit

resource "google_cloudfunctions_function" "function" {
  name        = "my-function"
  runtime     = "python39"
  entry_point = "hello_world"
  source_archive_bucket = google_storage_bucket.bucket.name
  source_archive_object = "function.zip"
  event_trigger {
    event_type = "google.storage.object.finalize"
    resource   = google_storage_bucket.bucket.name
  }
  vpc_connector = google_vpc_access_connector.connector.id
  vpc_connector_egress_settings = "ALL_TRAFFIC"
  environment_variables = {
    DB_HOST = "10.0.0.4"
  }
}
Question 47hardmultiple choice
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Refer to the exhibit. A developer configured a Pub/Sub push subscription to a Cloud Run service. Messages are not being delivered to the Cloud Run service. The developer verified that the service is running and the IAM permissions are correct. What is the most likely issue?

Exhibit

{
  "name": "projects/my-project/subscriptions/my-sub",
  "topic": "projects/my-project/topics/my-topic",
  "pushConfig": {
    "pushEndpoint": "https://my-service.run.app/",
    "oidcToken": {
      "serviceAccountEmail": "my-sa@my-project.iam.gserviceaccount.com",
      "audience": "https://my-service.run.app/"
    }
  },
  "ackDeadlineSeconds": 10
}
Question 48easymultiple choice
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A company wants to send events from a custom application to Cloud Pub/Sub, then process them with a Cloud Run service. The application runs on Compute Engine. What is the simplest way for the application to authenticate to Pub/Sub?

Question 49mediummultiple choice
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A developer is integrating a legacy on-premises application with Cloud Storage. The application generates files that must be uploaded to a bucket. The developer cannot install any additional software on the on-premises server. Which approach should the developer use?

Question 50hardmultiple choice
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A company has a Cloud Run service that ingests messages from a Cloud Pub/Sub subscription. The service uses automatic scaling based on CPU. Recently, the team noticed that when message volume spikes, the service scales up slowly, causing a backlog. What is the most effective solution to reduce the time to scale out?

Question 51easymultiple choice
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A team wants to use Cloud Scheduler to trigger a Cloud Function that calls an external API every hour. The Cloud Function requires an API key for the external service. How should the team securely provide the API key to the function?

Question 52mediummultiple choice
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A company uses Cloud SQL for PostgreSQL and wants to run periodic analytical queries on the data without impacting the transactional workload. The data is updated frequently. Which integration approach is most suitable?

Question 53hardmultiple choice
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A developer is integrating an App Engine standard environment app with Cloud Storage. The app needs to read objects from a bucket that is in a different project. The developer has granted the App Engine service account the Storage Object Viewer role on the bucket. However, the app still gets a 403 error when trying to read objects. What is the most likely cause?

Question 54easymultiple choice
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A company wants to trigger a Cloud Run job every time a new file is uploaded to a Cloud Storage bucket. Which integration should be used?

Question 55mediummulti select
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A team is building a microservices architecture on Google Cloud. They want services to communicate asynchronously to avoid tight coupling. They also need to guarantee at-least-once delivery of messages. Which two services should they use together? (Choose TWO.)

Question 56mediummulti select
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A company is integrating a legacy application with Google Cloud using Cloud VPN. The application must be accessed from multiple remote offices over the internet. Which TWO technologies should the company use to ensure secure and reliable connectivity? (Choose TWO.)

Question 57hardmulti select
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A company has a Cloud Function that processes events from Cloud Pub/Sub. The function uses HTTP client libraries to call external APIs. The team notices that the function sometimes times out during high traffic. Which THREE actions should they take to improve reliability? (Choose THREE.)

Question 58hardmultiple choice
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You are a developer at a company that runs a critical pricing engine on Compute Engine instances in a managed instance group (MIG) behind an internal TCP load balancer. The pricing engine is a stateful application that stores state in memory and also writes to a Cloud Bigtable instance for persistence. The application uses a custom port 8080. You need to migrate this application to Cloud Run for better scalability and reduced operational overhead. The application must maintain session affinity so that requests from the same client are routed to the same instance (since the in-memory state is not yet fully externalized). The application currently uses a health check on /healthz that returns 200 OK. You have containerized the application. When you deploy to Cloud Run, you notice that traffic is not sticky; every request might go to a different revision. You also need to ensure that Bigtable writes are performed asynchronously to avoid slowing down the pricing calculations. What should you do?

Question 59mediummultiple choice
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You are building a data pipeline that ingests streaming data from thousands of IoT devices. The devices send JSON payloads to a Cloud Pub/Sub topic. You want to process the data in near real-time and store the results in BigQuery for analytics. You also need to handle occasional schema changes in the incoming data (new fields added) without manual intervention. You have set up a Dataflow streaming pipeline using Apache Beam to read from Pub/Sub and write to BigQuery. The pipeline uses the `WriteToBigQuery` transform with `createDisposition=CREATE_NEVER` and `writeDisposition=WRITE_APPEND`. Recently, a batch of devices started sending a new field `temperature_celsius` that does not exist in the BigQuery schema. The pipeline logs errors and the data is not written. You need to modify the pipeline to automatically handle such schema evolution. What should you do?

Question 60mediummultiple choice
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Your organization runs a multi-region application on Cloud Run that serves an API. The API is consumed by clients worldwide. You want to reduce latency by routing users to the nearest regional Cloud Run service. Currently, all traffic goes to a single Cloud Run service in us-central1. You have set up additional Cloud Run services in europe-west1 and asia-east1. Each service is fronted by an external HTTPS load balancer with a regional backend. You want to use a single global anycast IP address that automatically directs users to the closest healthy backend. You also need to support HTTPS with a custom domain and a Google-managed certificate. What should you do?

Question 61mediummulti select
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A company is deploying a containerized application on Cloud Run that requires access to a Cloud SQL PostgreSQL instance. The application needs to connect to the database using private IP to minimize latency and avoid public internet exposure. The Cloud Run service and Cloud SQL instance are in the same region and project. The database user and password are stored in Secret Manager. Which two steps should the developer take to enable the connection? (Choose TWO.)

Question 62hardmultiple choice
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A company runs a microservices application on Cloud Run. One service, `order-processor`, is invoked asynchronously via a Cloud Tasks queue. The Cloud Tasks queue is configured with an HTTP target pointing to the `order-processor` service URL. The service requires authentication (no unauthenticated invocations). The service account used by Cloud Tasks to invoke the service is `cloud-tasks-system@project.iam.gserviceaccount.com`. After deploying a new revision of `order-processor` using Cloud Build and Cloud Deploy, the team notices that tasks are failing with a 403 status. The Cloud Run service logs show the requests are reaching the service but returning 403. The previous revision worked fine. What is the most likely cause?

Question 63easymultiple choice
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A developer is deploying a 2nd gen Cloud Function that needs to connect to a Cloud SQL MySQL instance. The Cloud SQL instance is configured with a private IP only. The Cloud Function is deployed with a VPC connector that is connected to the same VPC network as the Cloud SQL instance. The developer has granted the Cloud Function's service account the Cloud SQL Client role. However, when the function is invoked, connection attempts to the Cloud SQL instance time out. The Cloud Function code uses the MySQL connector with the private IP address of the Cloud SQL instance. The developer has verified that the VPC connector is healthy and that the Cloud SQL instance is running. Which additional configuration is most likely required?

Question 64mediummulti select
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A company is deploying a containerized application on Cloud Run that needs to connect to a Cloud SQL (MySQL) database. The database must not be accessible from the public internet. Which two steps should the company take to secure the connection?

Question 65mediummultiple choice
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Refer to the exhibit. A Cloud Run service is unable to connect to a Cloud SQL instance. The log entry shows the following. What is the most likely cause?

Exhibit

{
  "resource.type": "cloud_run_revision",
  "severity": "ERROR",
  "textPayload": "Error: [project:us-central1:myinstance] cannot connect: connection refused"
}
Question 66hardmultiple choice
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A retail company processes customer orders through a pipeline. New orders are written to a Cloud Storage bucket as JSON files. A Cloud Function (currently triggered directly by Cloud Storage finalize events) parses the order and sends it to a third-party fulfillment service via an HTTP POST. As order volume grows, the team observes that the Cloud Function often times out (60s default) because the fulfillment service is slow. The team wants to decouple the processing to improve reliability. The order must be attempted at least once, and if the fulfillment service fails, retries should be exponential with a maximum of 5 attempts. Which solution should the team implement?

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