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Last Updated: Sep 07, 2026
No. of Questions: 279 Questions & Answers with Testing Engine
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| Section | Objectives |
|---|---|
| Topic 1: Data Management | - Data quality management - Master data management (MDM) concepts - Data governance principles |
| Topic 2: Data Architecture and Design | - Conceptual and logical data modeling - Handling large data volume and scalability considerations - Data modeling best practices in Salesforce |
| Topic 3: Salesforce Data Model and Platform Capabilities | - Reporting and analytics considerations - Relationships and schema design - Standard and custom objects |
| Topic 4: Data Migration | - Data cleansing and transformation - Data migration strategies and planning |
| Topic 5: Data Integration | - Integration patterns in Salesforce - API-based integration approaches - ETL vs ELT strategies |
Question 1
Universal Containers (UC) has implemented Sales Cloud and it has been noticed that Sales reps are not entering enough data to run insightful reports and dashboards. UC executives would like to monitor and measure data quality metrics. What solution addresses this requirement?
A. Generate reports to view the quality of sample data.
B. Use third-party AppExchange tools to monitor and measure data quality.
C. Use custom objects and fields to calculate data quality.
D. Export the data to an enterprise data warehouse and use BI tools for data quality.
Question 2
All accounts and opportunities are created in Salesforce. Salesforce is integrated with three systems:
- An ERP system feeds order data into Salesforce and updates both
Account and Opportunity records.
- An accounting system feeds invoice data into Salesforce and updates
both Account and Opportunity records.
- A commission system feeds commission data into Salesforce and updates both Account and Opportunity records.
How should the architect determine which of these systems is the system of record?
A. Account and opportunity data originates in Salesforce, and therefore Salesforce is the system of record.
B. Data flows should be reviewed with the business users to determine the system of record per object or field.
C. Whatever integration data flow runs last will, by default, determine which system is the system of record.
D. Whatever system updates the attribute or object should be the system of record for that field or object.
Question 3
Universal Containers has implemented Salesforce for its operations. In order for customers to be created in their MDM solution, the customer record needs to have the following attributes:
1. First Name
2. Last Name
3. Email
Which option should the data architect recommend to mandate this when customers are created in Salesforce?
A. Build validation in Integration with MDM to check required attributes.
B. Configure Page Layout marking attributes as required fields.
C. Mark Fields for the attributes as required under Setup.
D. Create validation rules to check If the required attributes are entered.
Question 4
Universal Containers (UC) has a Salesforce org with multiple automated processes defined for group membership processing, UC also has multiple admins on staff that perform manual adjustments to the role hierarchy. The automated tasks and manual tasks overlap daily, and UC is experiencing "lock errors" consistently. What should a data architect recommend to mitigate these errors?
A. Enable sharing recalculations.
B. Remove SOQL statements from Apex Loops.
C. Enable granular locking.
D. Ask Salesforce support for additional CPU power.
Question 5
Universal Containers (UC) wants to ensure their data on 100,000 Accounts pertaining mostly to US-based companies is enriched and cleansed on an ongoing basis. UC is looking for a solution that allows easy monitoring of key data quality metrics. What should be the recommended solution to meet this requirement?
A. Use declarative approach by installing and configuring Data.com Prospector to monitor Account data quality.
B. Use a declarative approach by installing and configuring Data.com Clean to monitor Account data quality.
C. Implement an Apex Trigger on Account that queries a third-party data quality API to monitor Account data quality.
D. Implement Batch Apex that calls out a third-party data quality API in order to monitor Account data quality.
Solutions:
| Question 1 Answer: B | Question 2 Answer: B | Question 3 Answer: D | Question 4 Answer: C | Question 5 Answer: B |
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