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Salesforce Data-Architect Certification is a highly sought-after credential that validates a professional's expertise in designing and implementing data solutions on the Salesforce platform. Salesforce Certified Data Architect certification is ideal for individuals who are interested in pursuing a career in data architecture and management or those who are already working in the field and want to enhance their skills and knowledge.

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Salesforce Data-Architect Certification Exam is designed to test your knowledge of data architecture, modeling, and management within the Salesforce platform. Salesforce Certified Data Architect certification is intended for professionals who design and implement complex data solutions, and who have a deep understanding of data governance, data security, and data quality best practices.

Salesforce Certified Data Architect Sample Questions (Q136-Q141):

NEW QUESTION # 136
Universal Containers has a large volume of Contact data going into Salesforce.com. There are 100,000 existing contact records. 200,000 new contacts will be loaded. The Contact object has an external ID field that is unique and must be populated for all existing records. What should the architect recommend to reduce data load processing time?

A. Delete all existing records, and then load all records together via the Insert operation.
B. Load new records via the Insert operation and existing records via the Update operation.
C. Load Contact records together using the Streaming API via the Upsert operation.
D. Load all records via the Upsert operation to determine new records vs. existing records.

Answer: B

Explanation:
Loading new records via the Insert operation and existing records via the Update operation will allow using the external ID field as a unique identifier and avoid any duplication or overwriting of records. This is faster and safer than deleting all existing records or using the Upsert operation, which might cause conflicts or errors
.

NEW QUESTION # 137
Universal Containers (UC) is facing data quality issues where Sales Reps are creating duplicate customer accounts, contacts, and leads. UC wants to fix this issue immediately by prompting users about a record that possibly exists in Salesforce. UC wants a report regarding duplicate records. What would be the recommended approach to help UC start immediately?

A. Create a duplicate rule for account, lead, and contact, use standard matching rules for these objects, and set the action to block for both creates and edits.
B. Create a duplicate rule for account, lead, and contact, use standard matching rules for these objects, and set the action to report and alert for both creates and edits.
C. Create an after insert and update trigger on the account, contact and lead, and send an error if a duplicate is found using a custom matching criteria.
D. Create a before insert and update trigger on account, contact, and lead, and send an error if a duplicate is found using a custom matching criteria.

Answer: B

Explanation:
Creating a duplicate rule for account, lead, and contact, using standard matching rules for these objects, and setting the action to report and alert for both creates and edits can help UC fix the issue immediately by prompting users about a record that possibly exists in Salesforce. This can also generate a report regarding duplicate records that can be used for further analysis and resolution

NEW QUESTION # 138
Universal Containers (UC) is migrating from a legacy system to Salesforce CRM, UC is concerned about the quality of data being entered by users and through external integrations.
Which two solutions should a data architect recommend to mitigate data quality issues?

A. Leverage Apex to validate the format of data being entered via a mobile device.
B. Leverage validation rules and workflows.
C. Leverage third-party- AppExchange tools
D. Leverage picklist and lookup fields where possible

Answer: B,D

Explanation:
According to the Salesforce documentation1, data quality is the measure of how well the data in Salesforce meets the expectations and requirements of the users and stakeholders. Data quality can be affected by various factors, such as data entry errors, data duplication, data inconsistency, data incompleteness, data timeliness, etc. To mitigate data quality issues, some of the recommended solutions are:
Leverage picklist and lookup fields where possible (option A). This means using fields that restrict the values or references that can be entered by the users or integrations. This can help reduce data entry errors, enforce data consistency, and improve data accuracy.
Leverage validation rules and workflows (option C). This means using features that allow defining rules and criteria to validate the data that is entered or updated by the users or integrations. This can help prevent invalid or incorrect data from being saved, and trigger actions or alerts to correct or improve the data.
Leveraging Apex to validate the format of data being entered via a mobile device (option B) is not a good solution, as it can be complex, costly, and difficult to maintain. It is better to use standard features or declarative tools that can handle data validation more effectively. Leveraging third-party AppExchange tools (option D) is also not a good solution, as it can incur additional costs and dependencies. It is better to use native Salesforce features or custom solutions that can handle data quality more efficiently.

NEW QUESTION # 139
A large automobile manufacturer has decided to use Salesforce as its CRM. It needs to maintain the following dealer types in their CRM:
Local dealers
Regional distributor
State distributor
Service dealer
The attributes are different for each of the customer types. The CRM users should be allowed to enter only attributes related to the customer types. The processes and business rules for each of the customer types could be different.
How should the different dealers be maintained in Salesforce?

A. Use Accounts for dealers, and create record types for each of the dealer types.
B. Use Accounts for dealers and custom picklist field for each of the dealer types
C. Create Custom objects for each dealer types and custom fields for dealer attributes.
D. Create dealers as Accounts, and build custom views for each of the dealer types.

Answer: A

NEW QUESTION # 140
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 an hourly integration to send Salesforce Opportunities to the ERP system.
B. Implement a Master Data Management system to determine system of record.
C. Have the ERP poll Salesforce nightly and bring in the desired Opportunities.
D. Implement a workflow rule that sends Opportunity data through Outbound Messaging.

Answer: D

NEW QUESTION # 141
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