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Exam Code: ADP
Exam Name: Associate Data Practitioner
Updated: Aug 17, 2026
Q & A: 66 Questions and Answers
ADP Free Demo download
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Preparation and Exploration | 20-30% | - Transform and prepare data for analysis - Ingest and acquire data - Explore data through visualization and queries - Identify data quality issues - Perform exploratory data analysis (EDA) |
| Topic 2: Data Processing and Analytics | 20-30% | - Build and maintain data pipelines - Use BigQuery and SQL for analytics - Apply statistical methods for analysis - Query and analyze datasets - Aggregate and summarize data |
| Topic 3: Data-Driven Decision Making | 10-20% | - Translate business requirements into data solutions - Assess data quality and completeness - Identify stakeholders and requirements - Define success metrics |
| Topic 4: Data Visualization and Insights | 20-30% | - Choose appropriate visualization types - Present data insights to stakeholders - Create dashboards and reports - Interpret and communicate findings - Build visualizations using Looker Studio |
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 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.
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 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.
2. You need to create a new data pipeline. You want a serverless solution that meets the following requirements:
* Data is streamed from Pub/Sub and is processed in real-time.
* Data is transformed before being stored.
* Data is stored in a location that will allow it to be analyzed with SQL using Looker.
Which Google Cloud services should you recommend for the pipeline?
A) BigQuery Analytics Hub
B) Dataproc Serverless Bigtable
C) Cloud Composer Cloud SQL for MySQL
D) Dataflow BigQuery
3. Your team wants to create a monthly report to analyze inventory data that is updated daily. You need to aggregate the inventory counts by using only the most recent month of data, and save the results to be used in a Looker Studio dashboard. What should you do?
A) Create a BigQuery table that uses the SUM() function and the DATE_DIFF() function.
B) Create a materialized view in BigQuery that uses the SUM() function and the DATE_SUB() function.
C) Create a saved query in the BigQuery console that uses the SUM() function and the DATE_SUB() function. Re-run the saved query every month, and save the results to a BigQuery table.
D) Create a BigQuery table that uses the SUM() function and the _PARTITIONDATE filter.
4. Your company's customer support audio files are stored in a Cloud Storage bucket. You plan to analyze the audio files' metadata and file content within BigQuery to create inference by using BigQuery ML. You need to create a corresponding table in BigQuery that represents the bucket containing the audio files. What should you do?
A) Create a native table.
B) Create an external table.
C) Create an object table.
D) Create a temporary table.
5. Your company uses Looker as its primary business intelligence platform. You want to use LookML to visualize the profit margin for each of your company's products in your Looker Explores and dashboards.
You need to implement a solution quickly and efficiently. What should you do?
A) Create a new dimension that categorizes products based on their profit margin ranges (e.g., high, medium, low).
B) Apply a filter to only show products with a positive profit margin.
C) Define a new measure that calculates the profit margin by using the existing revenue and cost fields.
D) Create a derived table that pre-calculates the profit margin for each product, and include it in the Looker model.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: C |
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