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Google ADP Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data-Driven Decision Making | 10-20% | - Assess data quality and completeness - Translate business requirements into data solutions - Define success metrics - Identify stakeholders and requirements |
| Data Visualization and Insights | 20-30% | - Interpret and communicate findings - Choose appropriate visualization types - Create dashboards and reports - Build visualizations using Looker Studio - Present data insights to stakeholders |
| Data Preparation and Exploration | 20-30% | - Explore data through visualization and queries - Identify data quality issues - Ingest and acquire data - Transform and prepare data for analysis - Perform exploratory data analysis (EDA) |
| Data Processing and Analytics | 20-30% | - Build and maintain data pipelines - Apply statistical methods for analysis - Query and analyze datasets - Use BigQuery and SQL for analytics - Aggregate and summarize data |
Google Associate Data Practitioner Sample Questions:
1. Your organization's ecommerce website collects user activity logs using a Pub/Sub topic. Your organization's leadership team wants a dashboard that contains aggregated user engagement metrics. You need to create a solution that transforms the user activity logs into aggregated metrics, while ensuring that the raw data can be easily queried. What should you do?
A) Create an event-driven Cloud Run function to trigger a data transformation pipeline to run. Load the transformed activity logs into a BigQuery table for reporting.
B) Create a BigQuery subscription to the Pub/Sub topic, and load the activity logs into the table. Create a materialized view in BigQuery using SQL to transform the data for reporting
C) Create a Dataflow subscription to the Pub/Sub topic, and transform the activity logs. Load the transformed data into a BigQuery table for reporting.
D) Create a Cloud Storage subscription to the Pub/Sub topic. Load the activity logs into a bucket using the Avro file format. Use Dataflow to transform the data, and load it into a BigQuery table for reporting.
2. Your organization has several datasets in their data warehouse in BigQuery. Several analyst teams in different departments use the datasets to run queries. Your organization is concerned about the variability of their monthly BigQuery costs. You need to identify a solution that creates a fixed budget for costs associated with the queries run by each department. What should you do?
A) Create a custom quota for each analyst in BigQuery.
B) Create a single reservation by using BigQuery editions. Assign all analysts to the reservation.
C) Assign each analyst to a separate project associated with their department. Create a single reservation for each department by using BigQuery editions. Create assignments for each project in the appropriate reservation.
D) Assign each analyst to a separate project associated with their department. Create a single reservation by using BigQuery editions. Assign all projects to the reservation.
3. You recently inherited a task for managing Dataflow streaming pipelines in your organization and noticed that proper access had not been provisioned to you. You need to request a Google-provided IAM role so you can restart the pipelines. You need to follow the principle of least privilege. What should you do?
A) Request the Dataflow Admin role.
B) Request the Dataflow Worker role.
C) Request the Dataflow Developer role.
D) Request the Dataflow Viewer role.
4. Your company uses Looker to visualize and analyze sales dat
a. You need to create a dashboard that displays sales metrics, such as sales by region, product category, and time period. Each metric relies on its own set of attributes distributed across several tables. You need to provide users the ability to filter the data by specific sales representatives and view individual transactions. You want to follow the Google-recommended approach. What should you do?
A) Create a single Explore with all sales metrics. Build the dashboard using this Explore.
B) Use Looker's custom visualization capabilities to create a single visualization that displays all the sales metrics with filtering and drill-down functionality.
C) Create multiple Explores, each focusing on each sales metric. Link the Explores together in a dashboard using drill-down functionality.
D) Use BigQuery to create multiple materialized views, each focusing on a specific sales metric. Build the dashboard using these views.
5. Your organization uses Dataflow pipelines to process real-time financial transactions. You discover that one of your Dataflow jobs has failed. You need to troubleshoot the issue as quickly as possible. What should you do?
A) Navigate to the Dataflow Jobs page in the Google Cloud console. Use the job logs and worker logs to identify the error.
B) Create a custom script to periodically poll the Dataflow API for job status updates, and send email alerts if any errors are identified.
C) Set up a Cloud Monitoring dashboard to track key Dataflow metrics, such as data throughput, error rates, and resource utilization.
D) Use the gcloud CLI tool to retrieve job metrics and logs, and analyze them for errors and performance bottlenecks.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: A |
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