nerdexam
GoogleGoogle

PROFESSIONAL-DATA-ENGINEER · Question #286

PROFESSIONAL-DATA-ENGINEER Question #286: Real Exam Question with Answer & Explanation

Sign in or unlock PROFESSIONAL-DATA-ENGINEER to reveal the answer and full explanation for question #286. The question stem and answer options stay visible for context.

Submitted by lucia.co· Mar 30, 2026Designing data processing systems

Question

You want to create a machine learning model using BigQuery ML and create an endpoint for hosting the model using Vertex AI. This will enable the processing of continuous streaming data in near-real time from multiple vendors. The data may contain invalid values. What should you do?

Options

  • ACreate a new BigQuery dataset and use streaming inserts to land the data from multiple vendors. Configure your BigQuery ML model to use the "ingestion"
  • BUse BigQuery streaming inserts to land the data from multiple vendors where your BigQuery dataset ML model is deployed.
  • CCreate a Pub/Sub topic and send all vendor data to it. Connect a Cloud Function to the topic to process the data and store it in BigQuery.
  • DCreate a Pub/Sub topic and send all vendor data to it. Use Dataflow to process and sanitize the Pub/Sub data and stream it to BigQuery.

Unlock PROFESSIONAL-DATA-ENGINEER to see the answer

You've previewed enough free PROFESSIONAL-DATA-ENGINEER questions. Unlock PROFESSIONAL-DATA-ENGINEER for full answers, explanations, the timed quiz mode, progress tracking, and the master PDF. Question stem and options stay visible so you can still see what's on the exam.

Topics

#Streaming Data Processing#Data Ingestion#Data Transformation#BigQuery ML
Full PROFESSIONAL-DATA-ENGINEER PracticeBrowse All PROFESSIONAL-DATA-ENGINEER Questions