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Google ADP Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Preparation and Exploration | 20-30% | - Explore data through visualization and queries - Ingest and acquire data - Identify data quality issues - Transform and prepare data for analysis - Perform exploratory data analysis (EDA) |
| Topic 2: Data Visualization and Insights | 20-30% | - Build visualizations using Looker Studio - Create dashboards and reports - Present data insights to stakeholders - Choose appropriate visualization types - Interpret and communicate findings |
| Topic 3: Data Processing and Analytics | 20-30% | - Apply statistical methods for analysis - Aggregate and summarize data - Build and maintain data pipelines - Query and analyze datasets - Use BigQuery and SQL for analytics |
| Topic 4: Data-Driven Decision Making | 10-20% | - Define success metrics - Assess data quality and completeness - Translate business requirements into data solutions - Identify stakeholders and requirements |
Google Associate Data Practitioner Sample Questions:
You have a Dataflow pipeline that processes website traffic logs stored in Cloud Storage and writes the processed data to BigQuery. You noticed that the pipeline is failing intermittently. You need to troubleshoot the issue. What should you do?
- A. Use Cloud Logging to view error messages in the pipeline's logs. Use Cloud Monitoring to analyze the pipeline's metrics, such as CPU utilization and memory usage.
- B. Use Cloud Logging to create a chart displaying the pipeline's error logs. Use Metrics Explorer to validate the findings from the chart.
- C. Use Cloud Logging to identify error groups in the pipeline's logs. Use Cloud Monitoring to create a dashboard that tracks the number of errors in each group.
- D. Use the Dataflow job monitoring interface to check the pipeline's status every hour. Use Cloud Profiler to analyze the pipeline's metrics, such as CPU utilization and memory usage.
Correct Answer: A 🗳️
You manage a Cloud Storage bucket that stores temporary files created during data processing. These temporary files are only needed for seven days, after which they are no longer needed. To reduce storage costs and keep your bucket organized, you want to automatically delete these files once they are older than seven days. What should you do?
- A. Develop a batch process using Dataflow that runs weekly and deletes files based on their age.
- B. Configure a Cloud Storage lifecycle rule that automatically deletes objects older than seven days.
- C. Create a Cloud Run function that runs daily and deletes files older than seven days.
- D. Set up a Cloud Scheduler job that invokes a weekly Cloud Run function to delete files older than seven days.
Correct Answer: B 🗳️
Your organization has highly sensitive data that gets updated once a day and is stored across multiple datasets in BigQuery. You need to provide a new data analyst access to query specific data in BigQuery while preventing access to sensitive dat a. What should you do?
- A. Grant the data analyst the BigQuery Data Viewer IAM role in the Google Cloud project.
- B. Grant the data analyst the BigQuery Job User IAM role in the Google Cloud project.
- C. Create a new Google Cloud project, and copy the limited data into a BigQuery table. Grant the data analyst the BigQuery Data Owner IAM role in the new Google Cloud project.
- D. Create a materialized view with the limited data in a new dataset. Grant the data analyst BigQuery Data Viewer IAM role in the dataset and the BigQuery Job User IAM role in the Google Cloud project.
Correct Answer: D 🗳️
You need to create a data pipeline that streams event information from applications in multiple Google Cloud regions into BigQuery for near real-time analysis. The data requires transformation before loading. You want to create the pipeline using a visual interface. What should you do?
- A. Push event information to a Pub/Sub topic. Create a BigQuery subscription in Pub/Sub.
- B. Push event information to a Pub/Sub topic. Create a Cloud Run function to subscribe to the Pub/Sub topic, apply transformations, and insert the data into BigQuery.
- C. Push event information to a Pub/Sub topic. Create a Dataflow job using the Dataflow job builder.
- D. Push event information to Cloud Storage, and create an external table in BigQuery. Create a BigQuery scheduled job that executes once each day to apply transformations.
Correct Answer: C 🗳️
You are designing a pipeline to process data files that arrive in Cloud Storage by 3:00 am each day. Data processing is performed in stages, where the output of one stage becomes the input of the next. Each stage takes a long time to run. Occasionally a stage fails, and you have to address the problem. You need to ensure that the final output is generated as quickly as possible. What should you do?
- A. Design a Spark program that runs under Dataproc. Code the program to wait for user input when an error is detected. Rerun the last action after correcting any stage output data errors.
- B. Design the processing as a directed acyclic graph (DAG) in Cloud Composer. Clear the state of the failed task after correcting any stage output data errors.
- C. Design the workflow as a Cloud Workflow instance. Code the workflow to jump to a given stage based on an input parameter. Rerun the workflow after correcting any stage output data errors.
- D. Design the pipeline as a set of PTransforms in Dataflow. Restart the pipeline after correcting any stage output data errors.
Correct Answer: B 🗳️
