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Salesforce Data-Architect (Salesforce Certified Data Architect) Exam is a certification exam designed to test the knowledge and capabilities of professionals in the field of data architecture in the Salesforce ecosystem. It is a highly sought-after certification that validates the skills and experience of individuals in designing and implementing complex data solutions on the Salesforce platform.

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Salesforce Certified Data Architect Sample Questions (Q23-Q28):

NEW QUESTION # 23
DreamHouse Realty has a Salesforce org that is used to manage Contacts.
What are two things an Architect should consider using to maintain data quality in this situation? (Choose two.)

A. Use validation rules on new record create and edit.
B. Use workflow to delete duplicate records.
C. Use Salesforce duplicate management.
D. Use the private sharing model.

Answer: A,C

Explanation:
Using Salesforce duplicate management and using validation rules on new record create and edit are two things that an architect should consider using to maintain data quality for managing Contacts. Salesforce duplicate management allows the architect to create matching rules and duplicate rules to identify, prevent, or allow duplicate records based on various criteria. Validation rules allow the architect to enforce data quality standards and business logic by displaying error messages when users try to save invalid data. The other options are not relevant or helpful for maintaining data quality

NEW QUESTION # 24
Universal Containers is experiencing frequent and persistent group membership locking issues that severely restricts its ability to manage manual and a automated updates at the same time.
What should a data architect do in order to restore the issue?

A. Enable granular locking
B. Enable defer sharing calculation
C. Enable parallel sharing rule calculation.
D. Enable implicit sharing

Answer: A

NEW QUESTION # 25
The data architect for UC has written a SOQL query that will return all records from the Task object that do not have a value in the WhatID field:
Select id, description, Subject from Task where WhatId!= NULL
When the data architect usages the query to select values for a process a time out error occurs.
What does the data architect need to change to make this query more performant?

A. Change the where clause to filter by a deterministic defined value.
B. Add limit 100 to the query.
C. Change query to SOSL.
D. Remove description from the requested field set.

Answer: A

Explanation:
According to the Salesforce documentation, SOQL is a query language that allows querying data from Salesforce objects and fields. SOQL queries have various clauses and operators that can be used to filter and sort the results. However, some clauses and operators can affect the performance of SOQL queries by increasing the cost or complexity of executing them.
To make this query more performant, a data architect should change the where clause to filter by a deterministic defined value (option D). This means using a filter condition that specifies a concrete value or range of values for a field, such as WhatId = '001xx000003DGg3' or WhatId IN ('001xx000003DGg3', '001xx000003DGg4'). This can improve the performance of the query by reducing the number of records that need to be scanned and returned. A deterministic defined value can also leverage an index on the field, which can speed up the query execution.
Removing description from the requested field set (option A) is not a good solution, as it can affect the functionality or usability of the query. The description field may contain important or relevant information that is needed for the process. Changing the query to SOSL (option B) is also not a good solution, as SOSL is a different query language that allows searching text fields across multiple objects. SOSL queries have different syntax and limitations than SOQL queries, and may not return the same results or performance. Adding limit 100 to the query (option C) is also not a good solution, as it can affect the completeness or accuracy of the query. The limit clause specifies the maximum number of records that can be returned by the query, which may not include all the records that match the filter condition.

NEW QUESTION # 26
Northern Trail Outfitters (NTO) has recently implemented Salesforce to track opportunities across all their regions. NTO sales teams across all regions have historically managed their sales process in Microsoft Excel. NTO sales teams are complaining that their data from the Excel files were not migrated as part of the implementation and NTO is now facing low Salesforce adoption.
What should a data architect recommend to increase Salesforce adoption?

A. Load data in external database and provide access to database to sales users.
B. Create a chatter group and upload all Excel files to the group.
C. Use the Excel connector to Salesforce to sync data from individual Excel files.
D. Define a standard mapping and train sales users to import opportunity data.

Answer: D

Explanation:
According to Trailhead2, one of the best practices to increase Salesforce adoption is to migrate existing data from legacy systems or spreadsheets into Salesforce, so that users can access all their data in one place and leverage the features and functionality of Salesforce. Option B is the correct answer because it suggests defining a standard mapping and training sales users to import opportunity data from Excel files into Salesforce, which can help them transition from their old process and increase their confidence and satisfaction with Salesforce. Option A is incorrect because using the Excel connector to Salesforce does not migrate the data into Salesforce, but only syncs it between Excel and Salesforce, which can cause data inconsistency and duplication issues. Option C is incorrect because loading data in an external database and providing access to it does not increase Salesforce adoption, but rather creates another system for users to manage and switch between. Option D is incorrect because creating a chatter group and uploading all Excel files to it does not migrate the data into Salesforce, but only stores it as attachments, which cannot be used for reporting or analysis purposes.

NEW QUESTION # 27
Northern trail Outfitters (NTO) uses Sales Cloud and service Cloud to manage sales and support processes. Some of NTOs team are complaining they see new fields on their page unsure of which values need be input. NTO is concerned about lack of governance in making changes to Salesforce.
Which governance measure should a data architect recommend to solve this issue?

A. Create and manage a data dictionary and ups a governance process for changes made to common objects.
B. Add description fields to explain why the field is used, and mark the field as required.
C. Create validation rules with error messages to explain why the fields is used
D. Create reports to identify which users are leaving blank, and use external data sources o agreement the missing data.

Answer: A

Explanation:
To solve the issue of lack of governance in making changes to Salesforce, a data architect should recommend creating and managing a data dictionary and setting up a governance process for changes made to common objects. A data dictionary is a document that defines the metadata, structure, and relationship of each object and field in Salesforce. A governance process is a set of rules and procedures that govern how changes are proposed, reviewed, approved, and deployed in Salesforce. These measures will help NTO to maintain consistency, quality, and clarity of their data model and avoid confusion and errors among users. Option A is incorrect because adding description fields to explain why the field is used, and marking the field as required will not prevent unauthorized or unnecessary changes to Salesforce. Option C is incorrect because creating reports to identify which users are leaving blank, and using external data sources to augment the missing data will not address the root cause of the issue, which is the lack of governance in making changes to Salesforce. Option D is incorrect because creating validation rules with error messages to explain why the fields are used will not stop users from seeing new fields on their page that they are unsure of.

NEW QUESTION # 28
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