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| Section | Objectives |
|---|
| Data Integration | - API-based integration approaches - ETL vs ELT strategies - Integration patterns in Salesforce
|
| Data Migration | - Data migration strategies and planning - Data cleansing and transformation
|
| Salesforce Data Model and Platform Capabilities | - Standard and custom objects - Relationships and schema design - Reporting and analytics considerations
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| Data Architecture and Design | - Data modeling best practices in Salesforce - Conceptual and logical data modeling - Handling large data volume and scalability considerations
|
| Data Management | - Master data management (MDM) concepts - Data governance principles - Data quality management
|
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Salesforce Certified Platform Data Architect Sample Questions (Q259-Q264):
NEW QUESTION # 259
Universal Container require all customers to provide either a phone number of an email address when registering for an account. What should the data architect use to ensure this requirement is met?
- A. Process Builder
- B. required Fields
- C. Apex Class
- D. validation Rule
Answer: D
Explanation:
Using a validation rule is the best way to ensure that all customers provide either a phone number or an email address when registering for an account, as it allows defining a formula that evaluates whether a record meets certain criteria. Using required fields may not work if both phone number and email address are required. Using an Apex class or a Process Builder may be more complex or cumbersome than using a validation rule.
NEW QUESTION # 260
UC has a requirement to migrate 100 million order records from a legacy ERP application into the salesforce platform. UC does not have any requirements around reporting on the migrated data.
What should a data architect recommend to reduce the performance degradation of the platform?
- A. Use a standard big object defined by salesforce.
- B. Create a custom object to store the data.
- C. Use the standard "Order" object to store the data.
- D. Implement a custom big object to store the data.
Answer: D
Explanation:
Implementing a custom big object to store the data is the best recommendation to reduce the performance degradation of the platform, as it allows storing large volumes of data that do not need real-time access or reporting. Custom big objects can be defined using metadata API or developer console, and support up to 1 billion records per object. Creating a custom object or using the standard order object would consume a lot of storage space and impact the performance of queries and reports. Using a standard big object defined by salesforce would not be applicable for order records, as standard big objects are predefined for specific use cases such as audit trails or field history.
NEW QUESTION # 261
Universal Containers (UC) is launching an RFP to acquire a new accounting product available on AppExchange. UC is expecting to issue 5 million invoices per year, with each invoice containing an average of 10 line items. What should UC's Data Architect recommend to ensure scalability?
- A. Ensure the account product vendor provides a sound data archiving strategy.
- B. Ensure the account product vendor includes Wave Analytics in their offering.
- C. Ensure the accounting product runs 100% natively on the Salesforce platform.
- D. Ensure invoice line items simply reference existing Opportunity line items.
Answer: A
Explanation:
A sound data archiving strategy is essential for ensuring scalability and performance of any application that deals with large volumes of data. You need to consider factors like data retention policies, storage limits, backup and recovery options, and data access requirements when designing a data archiving solution. You can use tools like OwnBackup, Odaseva, or ArchiveIt to archive your data from Salesforce to external systems
NEW QUESTION # 262
UC has a classic encryption for Custom fields and is leveraging weekly data reports for data backups. During the data validation of exported data UC discovered that encrypted field values are still being exported as part of data exported. What should a data architect recommend to make sure decrypted values are exported during data export?
- A. Create another field to copy data from encrypted field and use this field in export
- B. Set a standard profile for Data Migration user, and assign view encrypted data
- C. Set up a custom profile for data migration user and assign view encrypted data.
- D. Leverage Apex class to decrypt data before exporting it.
Answer: A
Explanation:
The best solution to make sure decrypted values are exported during data export is to create another field to copy data from encrypted field and use this field in export. This is because classic encryption does not support exporting decrypted values of encrypted fields. The view encrypted data permission only allows users to view decrypted values in the user interface, but not in reports or data exports. Therefore, a workaround is to create a formula field or a workflow field update that copies the value of the encrypted field to another field, and use that field for data export. However, this solution has some drawbacks, such as exposing sensitive data in plain text and consuming extra storage space. A better solution would be to use Shield Platform Encryption, which supports exporting decrypted values of encrypted fields with the Export Encrypted Data permission
NEW QUESTION # 263
Universal Containers (UC) has lead assignment rules to assign leads to owners. Leads not routed by assignment rules are assigned to a dummy user. Sales rep are complaining of high load times and issues with accessing leads assigned to the dummy user. What should a data architect recommend to solve these performance issues?
- A. Assign dummy user to highest role in role hierarchy
- B. Assign dummy user last role in role hierarchy
- C. Create multiple dummy user and assign leads to them
- D. Periodically delete leads to reduce number of leads
Answer: C
Explanation:
According to the official Salesforce guide, assigning leads to a single dummy user can cause performance issues and data skew, especially if the dummy user owns more than 10,000 records. Data skew occurs when a single user or a small number of users own a disproportionately large number of records, which can affect query performance and sharing calculations. Option B is the correct answer because it suggests creating multiple dummy users and assigning leads to them, which can distribute the load and reduce data skew.
NEW QUESTION # 264
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