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Your car factory is pushing machine measurements as messages into a Pub/Sub topic in your Google Cloud project. A Dataflow streaming job. that you wrote with the Apache Beam SDK, reads these messages, sends acknowledgment lo Pub/Sub. applies some custom business logic in a Doffs instance, and writes the result to BigQuery. You want to ensure that if your business logic fails on a message, the message will be sent to a Pub/Sub topic that you want to monitor for alerting purposes. What should you do?
Correct Answer: C
To ensure that messages failing to process in your Dataflow job are sent to a Pub/Sub topic for monitoring and alerting, the best approach is to use Pub/Sub's dead-letter topic feature. Here's why option C is the best choice: Dead-Letter Topic: Pub/Sub's dead-letter topic feature allows messages that fail to be processed successfully to be redirected to a specified topic. This ensures that these messages are not lost and can be reviewed for debugging and alerting purposes. Monitoring and Alerting: By specifying a new Pub/Sub topic as the dead-letter topic, you can use Cloud Monitoring to track metrics such as subscription/dead_letter_message_count, providing visibility into the number of failed messages. This allows you to set up alerts based on these metrics to notify the appropriate teams when failures occur. Steps to Implement: Enable Dead-Letter Topic: Configure your Pub/Sub pull subscription to enable dead lettering and specify the new Pub/Sub topic for dead-letter messages. Set Up Monitoring: Use Cloud Monitoring to monitor the subscription/dead_letter_message_count metric on your pull subscription. Configure alerts based on this metric to notify the team of any processing failures. Reference: Pub/Sub Dead Letter Policy Cloud Monitoring with Pub/Sub