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Salesforce Data-Architect Certification, also known as the Salesforce Certified Data Architect certification, is a prestigious certification that validates a professional's ability to design, develop, and manage complex data solutions in Salesforce. Salesforce Certified Data Architect certification exam is designed to test a candidate's knowledge and skills in data modeling, data integration, data governance, data migration, and data analytics.

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Salesforce Data-Architect (Salesforce Certified Data Architect) Certification Exam is a highly advanced certification program designed to validate the skills of experienced data architects in the Salesforce ecosystem. Salesforce Certified Data Architect certification exam is designed to test the candidates' knowledge and expertise in various areas, including data modeling, data architecture, data integration, data governance, and data security. Data-Architect Exam is ideal for data architects, data engineers, data analysts, and other professionals who work with Salesforce data on a regular basis.

Salesforce Certified Data Architect Sample Questions (Q184-Q189):

NEW QUESTION # 184
Universal Containers (UC) is implementing Salesforce and will be using Salesforce to track customer complaints, provide white papers on products, and provide subscription-based support.
Which license type will UC users need to fulfill UC's requirements?

A. Service Cloud License
B. Salesforce License
C. Lightning Platform Starter License
D. Sales Cloud License

Answer: A

Explanation:
Service Cloud License (option C) is the license type that UC users need to fulfill UC's requirements, as it allows them to track customer complaints, provide white papers on products, and provide subscription-based support. Sales Cloud License (option A) is mainly for managing sales processes and leads, Lightning Platform Starter License (option B) is for building custom apps and workflows, and Salesforce License (option D) is a generic term that does not specify a particular license type.

NEW QUESTION # 185
UC has to built a B2C ecommerce site on Heroku that shares customer and order data with a Heroku Postgres database. UC is currently utilizing Postgres as the single source of truth for both customers and orders. UC has asked a data architect to replicate the data into salesforce so that salesforce can now act as the system of record.
What are the 3 considerations that data architect should weigh before implementing this requirement? Choose 23 answers:

A. Consider whether the data is required for sales reports, dashboards and KPI's.
B. Determine if the data is driver of key process implemented within salesforce.
C. Ensure the data is CRM center and able to populate standard of custom objects.
D. Ensure there is a tight relationship between order data and an enterprise resource plaining (ERP) application.
E. A selection of the tool required to replicate the data.

Answer: B,D,E

Explanation:
a. - Heroku Connect is required but this is confusing
Explanation:
Before replicating the data from Heroku Postgres to Salesforce, the data architect should consider the following factors:
Whether the data is a driver of key processes implemented within Salesforce. For example, if the data is used for workflows, triggers, or validation rules, it should be replicated to Salesforce.
Whether there is a tight relationship between order data and an enterprise resource planning (ERP) application. For example, if the order data needs to be synchronized with the ERP system, it should be replicated to Salesforce.
The selection of the tool required to replicate the data. For example, Heroku Connect can be used to bi-directionally sync data between Heroku Postgres and Salesforce

NEW QUESTION # 186
Universal Containers (UC) has users complaining about reports timing out or simply taking too long to run What two actions should the data architect recommend to improve the reporting experience? Choose 2 answers

A. Index key fields used in report criteria.
B. Create one skinny table per report.
C. Enable Divisions for large data objects.
D. Share each report with fewer users.

Answer: A,B

NEW QUESTION # 187
For a production cutover, a large number of Account records will be loaded into Salesforce from a legacy system. The legacy system does not have enough information to determine the Ownership for these Accounts upon initial load. Which two recommended options assign Account ownership to mitigate potential performance problems?

A. Let the VP of the Sales department, who will report directly to the senior VP, own all the Account records.
B. Let a "system user" own all the Account records and make this user part of the highest-level role in the Role Hierarchy.
C. Let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy.
D. Let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy.

Answer: C,D

NEW QUESTION # 188
Universal Containers (UC) manages Vehicle and Service History in Salesforce. Vehicle (Vehicle__ c) and Service History (Service-History__ c) are both custom objects related through a lookup relationship.
Every week a batch synchronization process updates the Vehicle and Service History records in Salesforce. UC has two hours of migration window every week and is facing locking issues as part of the data migration process.
What should a data architect recommend to avoid locking issues without affecting performance of data migration?

A. Use Bulk API parallel mode for data migration
B. Insert the order in another custom object and use Batch Apex to move the records to Service_ Order__ c object.
C. Use Bulk API serial mode for data migration
D. Change the lookup configuration to "Clear the value of this field" when lookup record is deleted.

Answer: C

Explanation:
According to the official Salesforce guide1, using Bulk API serial mode for data migration can help avoid locking issues by processing batches in a single thread. This mode ensures that batches are processed in the order they are received and that only one batch is processed at a time. This reduces the risk of lock contention and deadlocks, especially when updating parent and child records in a lookup relationship. Option B is the correct answer because it suggests using Bulk API serial mode for data migration. Option A is incorrect because using Bulk API parallel mode for data migration can cause locking issues by processing batches in multiple threads. This mode does not guarantee the order of batch processing and can result in concurrent updates to the same records, which can lead to lock contention and deadlocks. Option C is incorrect because inserting the order in another custom object and using Batch Apex to move the records to Service_Order__c object adds unnecessary complexity and overhead to the data migration process. Option D is incorrect because changing the lookup configuration to "Clear the value of this field" when lookup record is deleted does not address the locking issues caused by data migration, but rather by record deletion.

NEW QUESTION # 189
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