Become CISI Certified with updated ICWIM exam questions and correct answers
Your team is running a Dataflow streaming job to process and transform log data in real time. You notice a delay in the processed data reaching BigQuery, which suggests a potential bottleneck in the pipeline. You open the Dataflow Job UI to investigate. Which of the following steps in the Dataflow Job UI would be the most effective first step to identify where the bottleneck is occurring?
A financial services company processes data on stock trades and needs a pipeline to automate data ingestion, transformation, and loading every hour. They require a solution with fine-grained scheduling capabilities, dependency management between tasks, and automatic retries in case of failure. The company also wants to monitor job status and receive alerts when issues occur. Which Google Cloud service best meets these requirements?
An organization wants to keep track of different versions of their customer churn prediction model, ensuring that each version’s metadata, performance metrics, and deployment status are easily accessible. What should they prioritize in Vertex AI Model Registry to manage these requirements?
You need to design a data pipeline that ingests real-time data from IoT devices into Cloud Storage (GCS) and then processes it using Cloud Dataflow. The pipeline should run automatically, every five minutes, to process new data as it arrives. Which of the following solutions best meets these requirements?
What financial principle requires an adviser to gather extensive information from a client before making a recommendation?
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