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| Section | Objectives |
|---|
| Data Integration | - Integration patterns in Salesforce - API-based integration approaches - ETL vs ELT strategies
|
| Data Management | - Master data management (MDM) concepts - Data governance principles - Data quality management
|
| Data Architecture and Design | - Data modeling best practices in Salesforce - Handling large data volume and scalability considerations - Conceptual and logical data modeling
|
| Salesforce Data Model and Platform Capabilities | - Relationships and schema design - Standard and custom objects - Reporting and analytics considerations
|
| Data Migration | - Data migration strategies and planning - Data cleansing and transformation
|
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Salesforce Certified Platform Data Architect Sample Questions (Q262-Q267):
NEW QUESTION # 262
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 granular locking.
- B. Ask Salesforce support for additional CPU power.
- C. Remove SOQL statements from Apex Loops.
- D. Enable sharing recalculations.
Answer: A
Explanation:
Enabling granular locking (option A) is the best recommendation to mitigate these errors, as it allows finer control over how records are locked during automated or manual processes, and reduces the chances of lock contention or deadlock.
NEW QUESTION # 263
Northern Trail Outfitters <NTO> is streaming IoT data from connected devices to a cloud database. Every 24 hours. 100,000 records are generated.
NIO employees will need to see these lol records within Salesforce and generate weekly reports on it. Developers may also need to write programmatic logic to aggregate the records and incorporate them into workflows.
Which data pattern will allow a data architect to satisfy these requirements, while also keeping limits in mind?
- A. Unidirectional integration
- B. Persistence
- C. Virtualization
- D. Bidirectional integration
Answer: B
Explanation:
Persistence is the data pattern that will allow a data architect to satisfy the requirements, while also keeping limits in mind. Persistence means storing data from external sources in Salesforce objects, either standard or custom. This allows you to access the data within Salesforce and use it for reporting, analytics, workflows, and other features. Persistence also helps you avoid hitting API limits or performance issues when accessing large volumes of data from external systems.
You can use various tools such as Data Loader, Bulk API, or Platform Events to persist IoT data from connected devices to a cloud database in Salesforce.
NEW QUESTION # 264
Northern Trail Outfitters is concerned because some of its data is sensitive and needs to be identified for access. What should be used to provide ways to filter and identify the sensitive data?
- A. Define data grouping metadata.
- B. Custom checkbox denoting sensitive data.
- C. Define data classification metadata.
- D. Implement field-level security.
Answer: C
Explanation:
According to the official Salesforce guide, data classification metadata is a feature that allows administrators to classify data fields based on their sensitivity level, such as confidential, restricted, or general. Data classification metadata can be used to filter and identify sensitive data fields and apply appropriate security measures, such as encryption, masking, or auditing. Option D is the correct answer because it suggests using data classification metadata to provide ways to filter and identify sensitive data.
NEW QUESTION # 265
Universal Containers has multiple systems all containing and maintaining customer data.
Although point-to-point integrations are in place, customers are complaining about consistency in the data. What solution should the data architect recommend?
- A. Improve existing point-to-point integrations
- B. Data cleanse each system
- C. An MDM solution as the customer master, with centralized integrations to ensure consistency across all systems.
- D. Perform a onetime synchronization to level set the built up inconsistencies
Answer: C
Explanation:
Master data management (MDM) is a solution that helps organizations manage their master data across multiple systems and ensure consistency and quality. An MDM solution can act as the customer master, with centralized integrations to other systems, to avoid data duplication and inconsistency.
NEW QUESTION # 266
Which tool helps prevent duplicate records?
- A. Validation Rules
- B. Workflow Rules
- C. Matching Rules + Duplicate Rules
- D. Process Builder
Answer: C
Explanation:
These detect and block or alert duplicates.
NEW QUESTION # 267
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