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Google ADP Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Visualization and Insights | 20-30% | - Interpret and communicate findings - Build visualizations using Looker Studio - Present data insights to stakeholders - Create dashboards and reports - Choose appropriate visualization types |
| Topic 2: Data-Driven Decision Making | 10-20% | - Identify stakeholders and requirements - Translate business requirements into data solutions - Assess data quality and completeness - Define success metrics |
| Topic 3: Data Preparation and Exploration | 20-30% | - Explore data through visualization and queries - Transform and prepare data for analysis - Identify data quality issues - Perform exploratory data analysis (EDA) - Ingest and acquire data |
| Topic 4: Data Processing and Analytics | 20-30% | - Build and maintain data pipelines - Use BigQuery and SQL for analytics - Apply statistical methods for analysis - Aggregate and summarize data - Query and analyze datasets |
Google Associate Data Practitioner Sample Questions:
You are working with a large dataset of customer reviews stored in Cloud Storage. The dataset contains several inconsistencies, such as missing values, incorrect data types, and duplicate entries. You need toclean the data to ensure that it is accurate and consistent before using it for analysis. What should you do?
- A. Use Cloud Run functions to clean the data and load it into BigQuery. Use SQL for analysis.
- B. Use Storage Transfer Service to move the data to a different Cloud Storage bucket. Use event triggers to invoke Cloud Run functions to load the data into BigQuery. Use SQL for analysis.
- C. Use BigQuery to batch load the data into BigQuery. Use SQL for cleaning and analysis.
- D. Use the PythonOperator in Cloud Composer to clean the data and load it into BigQuery. Use SQL for analysis.
Correct Answer: C 🗳️
You have a Dataproc cluster that performs batch processing on data stored in Cloud Storage. You need to schedule a daily Spark job to generate a report that will be emailed to stakeholders. You need a fully-managed solution that is easy to implement and minimizes complexity. What should you do?
- A. Use Cloud Scheduler to trigger the Spark job. and use Cloud Run functions to email the report.
- B. Use Cloud Composer to orchestrate the Spark job and email the report.
- C. Use Dataproc workflow templates to define and schedule the Spark job, and to email the report.
- D. Use Cloud Run functions to trigger the Spark job and email the report.
Correct Answer: C 🗳️
Your organization is building a new application on Google Cloud. Several data files will need to be stored in Cloud Storage. Your organization has approved only two specific cloud regions where these data files can reside. You need to determine a Cloud Storage bucket strategy that includes automated high availability.
What should you do?
- A. Create a single-region bucket in each of the two regions, and use Storage Transfer Service to replicate the data across the buckets in both regions.
- B. Create a dual-region bucket, and upload the files to this bucket.
- C. Create a multi-region bucket, and upload the files to this bucket.
- D. Create a single-region bucket in each of the two regions, and use the gcloud storage command to replicate the data across the buckets in both regions.
Correct Answer: B 🗳️
You work for a home insurance company. You are frequently asked to create and save risk reports with charts for specific areas using a publicly available storm event dataset. You want to be able to quickly create and re- run risk reports when new data becomes available. What should you do?
- A. Copy the storm event dataset into your BigQuery project. Use BigQuery Studio to query and visualize the data in Looker Studio.
- B. Export the storm event dataset as a CSV file. Import the file to Google Sheets, and use cell data in the worksheets to create charts.
- C. Reference and query the storm event dataset using SQL in BigQuery Studio. Export the results to Google Sheets, and use cell data in the worksheets to create charts.
- D. Reference and query the storm event dataset using SQL in a Colab Enterprise notebook. Display the table results and document with Markdown, and use Matplotlib to create charts.
Correct Answer: A 🗳️
You are designing a BigQuery data warehouse with a team of experienced SQL developers. You need to recommend a cost- effective, fully-managed, serverless solution to build ELT processes with SQL pipelines.
Your solution must include source code control, environment parameterization, and data quality checks. What should you do?
- A. Use Cloud Composer to orchestrate and run data workflows.
- B. Use Dataform to build, orchestrate, and monitor the pipelines.
- C. Use Cloud Data Fusion to visually design and manage the pipelines.
- D. Use Dataproc to run MapReduce jobs for distributed data processing.
Correct Answer: B 🗳️
