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Salesforce Data-Architect certification is a highly sought-after certification that validates a professional's expertise in designing, building, and managing complex data architectures in Salesforce. Salesforce Certified Data Architect certification is designed to ensure that professionals have a deep understanding of the Salesforce platform's data model, data integration, and data management capabilities. The Salesforce Data-Architect certification is intended for professionals who work with large-scale data architectures and want to showcase their expertise in designing and managing them.

Salesforce Data-Architect Certification Exam consists of multiple-choice questions and scenarios that test candidates on their ability to apply their knowledge to real-world situations. Data-Architect exam covers a wide range of topics, including data modeling, data integration, data governance, data security, and data quality. Candidates must have a strong understanding of all these areas to succeed in the exam.

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Salesforce Certified Data Architect Sample Questions (Q234-Q239):

NEW QUESTION # 234
Universal Containers has two systems. Salesforce and an on -premise ERP system. An architect has been tasked with copying Opportunity records to the ERP once they reach a Closed/Won Stage. The Opportunity record in the ERP system will be read-only for all fields copied in from Salesforce. What is the optimal real-time approach that achieves this solution?

A. Implement a workflow rule that sends Opportunity data through Outbound Messaging.
B. Have the ERP poll Salesforce nightly and bring in the desired Opportunities.
C. Implement a Master Data Management system to determine system of record.
D. Implement an hourly integration to send Salesforce Opportunities to the ERP system.

Answer: A

Explanation:
Implementing a workflow rule that sends Opportunity data through Outbound Messaging is the optimal real-time approach that achieves the solution of copying Opportunity records to the ERP once they reach a Closed/Won Stage. A workflow rule can trigger an Outbound Message when an Opportunity record meets certain criteria, such as having a Closed/Won Stage. An Outbound Message can send data from Salesforce to an external system via SOAP API, without requiring any code. The external system can then process the data and create a read-only record in the ERP system. The other options are not optimal or real-time, as they would either require additional systems or tools, not provide real-time data synchronization, or not meet the frequency requirement

NEW QUESTION # 235
Due to security requirements, Universal Containers needs to capture specific user actions, such as login, logout, file attachment download, package install, etc. What is the recommended approach for defining a solution for this requirement?

A. Use a custom object and trigger to capture changes.
B. Use Event Monitoring to capture these changes.
C. Use a third-party AppExchange app to capture changes.
D. Use a field audit trail to capture field changes.

Answer: B

NEW QUESTION # 236
UC is trying to switch from legacy CRM to salesforce and wants to keep legacy CRM and salesforce in place till all the functionality is deployed in salesforce. The want to keep data in synch b/w Salesforce, legacy CRM and SAP. What is the recommendation.

A. Do not integrate legacy CRM to Salesforce, but integrate salesforce to SAP
B. Integrate SAP with Salesforce, SAP to legacy CRM but not legacy CRM to Salesforce
C. Integrate legacy CRM to salesforce and keep data in synch till new functionality is in place
D. Suggest MDM solution and link MDM to salesforce and SAP

Answer: B,D

NEW QUESTION # 237
Which API should a data architect use if exporting 1million records from Salesforce?

A. SOAP API
B. Bulk API
C. REST API
D. Streaming API

Answer: B

Explanation:
Using Bulk API to export 1 million records from Salesforce is the best option. Bulk API is a RESTful API that allows you to perform asynchronous operations on large sets of data. You can use Bulk API to create, update, delete, or query millions of records in batches. Bulk API is optimized for performance and scalability, and it can handle complex data loading scenarios.

NEW QUESTION # 238
UC migrating 100,000 Accounts from an enterprise resource planning (ERP) to salesforce and is concerned about ownership skew and performance.
Which 3 recommendations should a data architect provide to prevent ownership skew?
Choose 3 answers:

A. Keep users out of public groups that can be used as the source for sharing rules.
B. Assigned a default user as owner of accounts, and assign role in hierarchy.
C. Assign "view all" permission on profile to give access to account.
D. Assign a default user as owner of account and do not assign any role to default user.
E. Assign a default user as owner of accounts and assigned top most role in hierarchy.

Answer: A,D,E

Explanation:
According to the Salesforce documentation1, ownership skew occurs when a large number of records (more than 10,000) are owned by a single user or queue. This can cause performance issues and lock contention when multiple users try to access or update those records. To prevent ownership skew, some of the recommended practices are:
Assign a default user as the owner of the records and do not assign any role to the default user (option C). This way, the records will not be visible to other users in the role hierarchy and will not cause sharing recalculations.
Keep users out of public groups that can be used as the source for sharing rules (option B). Sharing rules based on public groups can cause excessive sharing calculations and lock contention when many records are owned by a single user or queue.
Assign a default user as the owner of the records and assign the top most role in the hierarchy to the default user (option E). This way, the records will be visible to all users in the role hierarchy, but will not cause sharing recalculations or lock contention.
Assigning a default user as the owner of the records and assigning a role in the hierarchy (option A) is not a good practice, as it can cause sharing recalculations and lock contention when the role is updated or moved. Assigning "view all" permission on profile to give access to the records (option D) is also not a good practice, as it can bypass the security and sharing model and expose sensitive data to unauthorized users.

NEW QUESTION # 239
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