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Salesforce Data-Architect Exam Dumps

Get All Salesforce Certified Platform Data Architect Exam Questions with Validated Answers

Data-Architect Pack
Vendor: Salesforce
Exam Code: Data-Architect
Exam Name: Salesforce Certified Platform Data Architect
Exam Questions: 257
Last Updated: October 6, 2025
Related Certifications: Salesforce Architect, Data Architect
Exam Tags: Advanced Salesforce Advanced AdministratorSalesforce Data ArchitectSalesforce Advanced Platform Developer
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Free Salesforce Data-Architect Exam Actual Questions

Question No. 1

Universal Container has a Sales Cloud implementation for a sales team and an enterprise resource planning (ERP) as a customer master Sales team are complaining about duplicate account and data quality issues with account data.

Which two solutions should a data architect recommend to resolve the complaints?

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Correct Answer: B, D

Integrating Salesforce with ERP and making ERP the system of truth (option B) and implementing a de-dupe solution and establishing account ownership in Salesforce (option D) are the two solutions that a data architect should recommend to resolve the complaints. Option B ensures that account data is consistent and accurate across both systems, while option D prevents duplicate records and clarifies who owns each account in Salesforce. Building a nightly batch job to de-dupe data and merge account records (option A) is not a good solution, as it does not address the root cause of the duplication and may result in data loss or conflicts. Building a nightly sync job from ERP to Salesforce (option C) is also not sufficient, as it does not prevent duplication or establish ownership in Salesforce.


Question No. 2

Northern Trail Outfitters would like to report on the type of customers. A custom field for customer type was created in Account object. Users need to be limited to the following defined choices when entering information in this field:

1. High Value

2. Medium Value

3. Low Value

Which strategy should a data architect recommend to configure customer type?

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Correct Answer: B

single-select restricted picklist with defined choices can be a way to configure customer type. The article states that picklists are fields that allow users to select one or more predefined values from a list, and restricted picklists ensure that users can only select from the defined values. This can help to limit the choices for customer type and ensure data quality.


Question No. 3

Universal Containers (UC) needs to move millions of records from an external enterprise resource planning (ERP) system into Salesforce.

What should a data architect recommend to be done while using the Bulk API in serial mode instead of parallel mode?

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Correct Answer: B

According tothis article, inserting 1 million orders distributed across a variety of accounts with potential lock exceptions is a scenario where using the Bulk API in serial mode can help to prevent the lock contention issue that can occur in parallel mode.


Question No. 4

Universal Containers (UC) has built a custom application on Salesforce to help track shipments around the world. A majority of the shipping records are stored on premise in an external data source. UC needs shipment details to be exposed to the custom application, and the data needs to be accessible in real time. The external data source is not OData enabled, and UC does not own a middleware tool.

Which Salesforce Connect procedure should a data architect use to ensure UC's requirements are met?

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Correct Answer: D

According tothis article, the Apex Connector Framework enables developers to create custom adapters for Salesforce Connect to access data from external systems that are not OData enabled. This can meet UC's requirements of exposing shipment details to the custom application and accessing the data in real time.


Question No. 5

UC has migrated its Back-office data into an on-premise database with REST API access. UC recently implemented Sales cloud for its sales organization. But users are complaining about a lack of order data inside SF.

UC is concerned about SF storage limits but would still like Sales cloud to have access to the data.

Which design patterns should a data architect select to satisfy the requirement?

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Correct Answer: B

The best design pattern to satisfy the requirement of accessing order data from an on-premise database with REST API access without consuming SF storage limits is to use SF Connect to virtualize the data in SF and avoid storage limits. SF Connect is an integration tool that allows users to access and integrate data from external sources using external objects. External objects are similar to custom objects, except that the data resides in another system and is accessed in real time via web service callouts.SF Connect supports various adapters to connect to different types of external data sources, such as OData, cross-org, or Apex custom adapter11. Migrate and persist the data in SF to take advantage of native functionality is not a good option because it would consume SF storage limits and require data synchronization between systems. Develop a bidirectional integration between the on-premise system and Salesforce is not a good option because it would be complex and costly to implement and maintain, and it would also consume SF storage limits. Build a UI for the on-premise system and iframe it in Salesforce is not a good option because it would not provide a seamless user experience and it would not allow users to search, report, or perform actions on the external data.


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