[Q132-Q149] Tested Material Used To Data-Architect Test Engine Exam Questions in here [Jan-2026] – IT Certification Exam Questions & Answers

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Tested Material Used To Data-Architect Test Engine Exam Questions in here [Jan-2026]

Penetration testers simulate Data-Architect exam PDF

Salesforce Certified Data-Architect exam is an excellent opportunity for Salesforce professionals to showcase their skills and expertise in data management and analytics. Salesforce Certified Data Architect certification is highly valued in the Salesforce ecosystem, and it can open up new career opportunities and advancement for the certified professionals.

Salesforce Data-Architect Certification Exam comprises scenarios that assess the candidate’s ability to design, develop, and implement data solutions using Salesforce tools and technologies. Data-Architect exam tests the candidate’s knowledge of data modeling, data integration, data migration, data governance, and data security. Candidates are expected to have a deep understanding of Salesforce’s data architecture and its application to real-world business scenarios. They must also be proficient in using tools such as Salesforce Data Loader, Salesforce Connect, and Salesforce Shield.

NO.132 As part of a phased Salesforce rollout. there will be 3 deployments spread out over the year. The requirements have been carefully documented. Which two methods should an architect use to trace back configuration changes to the detailed requirements? Choose 2 answers

Maintain a data dictionary with the justification for each field.

Review the setup audit trail for configuration changes.

Put the business purpose in the Description of each field.

Use the Force.com IDE to save the metadata files in source control.

NO.133 Universal Containers (UC) is building a Service Cloud call center application and has a multisystem support solution. UC would like or ensure that all systems have access to the same customer information.
What solution should a data architect recommend?

Make Salesforce the system of record for all data.

Implement a master data management (MDM) strategy for customer data.

Load customer data in all systems.

Let each system be an owner of data it generates.

NO.134 Cloud Kicks stores Invoice records in a custom object. Invoice records are being sent to the Accounting department with missing States and incorrectly formatted Postal Codes.
Which two actions should Cloud Kicks take to improve data quality? (Choose two.)

Change each address field to require on the Page Layout.

Write an Apex Trigger to require all fields to be populated.

Utilize a Validation Rule with a REGEX operator on Postal Code.

Utilize a Validation Rule with a CONTAINS operator on address fields.

NO.135 Northern Trail Outfitters (NTO) wants to capture a list of customers that have bought a particular product. The solution architect has recommended to create a custom object for product, and to create a lookup relationship between its customers and its products.
Products will be modeled as a custom object (NTO_ Product__ c) and customers are modeled as person accounts. Every NTO product may have millions of customers looking up a single product, resulting in a lookup skew.
What should a data architect suggest to mitigate Issues related to lookup skew?

Create multiple similar products and distribute the skew across those products.

Change the lookup relationship to master-detail relationship.

Create a custom object to maintain the relationship between products and customers.

Select Clear the value of this field option while configuring the lookup relationship.

NO.136 Universal Containers has 30 million case records. The Case object has 80 fields. Agents are reporting reports in the Salesforce org.
Which solution should a data architect recommend to improve reporting performance?

Create a custom object to store aggregate data and run reports.

Contact Salesforce support to enable skinny table for cases.

Move data off of the platform and run reporting outside Salesforce, and give access to reports.

Build reports using custom Lightning components.

NO.137 UC has one SF org (Org A) and recently acquired a secondary company with its own Salesforce org (Org B). UC has decided to keep the orgs running separately but would like to bidirectionally share opportunities between the orgs in near-real time.
Which 3 options should a data architect recommend to share data between Org A and Org B?
Choose 3 answers.

Install a 3rd party AppExchange tool to handle the data sharing

Leverage middleware tools to bidirectionally send Opportunity data across orgs.

Leverage Heroku Connect and Heroku Postgres to bidirectionally sync Opportunities.

Use Salesforce Connect and the cross-org adapter to visualize Opportunities into external objects

Develop an Apex class that pushes opportunity data between orgs daily via the Apex schedule.

NO.138 Universal Containers (UC) has 50 million customers and stores customer order history on an ERP system. UC also uses Salesforce to manage opportunities and customer support.
In order to provide seamless customer support, UC would like to see the customer’s order history when viewing the customer record during a sales or support call.
What should a data architect do in order to provide this functionality, while preserving the user experience?

Use an Apex callout to populate a text area field for displaying the order history.

Use Salesforce Connect and an external object to display the order history in Salesforce

Import the order history into a custom Salesforce object, update nightly

Embed the ERP system in an iframe and display on a custom tab.

NO.139 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?

Create reports to identify which users are leaving blank, and use external data sources o agreement the missing data.

Create and manage a data dictionary and ups a governance process for changes made to common objects.

Add description fields to explain why the field is used, and mark the field as required.

Create validation rules with error messages to explain why the fields is used

NO.140 Universal Containers (UC) is implementing a Salesforce project with large volumes of data and daily transactions. The solution includes both real-time web service integrations and Visualforce mash -ups with back -end systems. The Salesforce Full sandbox used by the project integrates with full-scale back -end testing systems. What two types of performance testing are appropriate for this project?
Choose 2 answers

Pre -go -live automated page -load testing against the Salesforce Full sandbox.

Post go -live automated page -load testing against the Salesforce Production org.

Pre -go -live unit testing in the Salesforce Full sandbox.

Stress testing against the web services hosted by the integration middleware.

NO.141 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?

Let a “system user” own all the Account records and make this user part of the highest-level role in the Role Hierarchy.

Let a “system user” own all the Account records without assigning any role to this user in Role Hierarchy.

Let a “system user” own the Account records and assign this user to the lowest-level role in the Role Hierarchy.

Let the VP of the Sales department, who will report directly to the senior VP, own all the Account records.

NO.142 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?

Load Contact records together using the Streaming API via the Upsert operation.

Delete all existing records, and then load all records together via the Insert operation.

Load all records via the Upsert operation to determine new records vs. existing records.

Load new records via the Insert operation and existing records via the Update operation.

NO.143 Universal Containers (UC) has a Salesforce org with multiple automated processes defined for group membership processing, UC also has multiple admins on staff that perform manual adjustments to the role hierarchy. The automated tasks and manual tasks overlap daily, and UC is experiencing “lock errors” consistently.
What should a data architect recommend to mitigate these errors?

Enable granular locking.

Remove SOQL statements from Apex Loops.

Enable sharing recalculations.

Ask Salesforce support for additional CPU power.

NO.144 A customer wishes to migrate 700,000 Account records in a single migration into Salesforce. What is the recommended solution to migrate these records while minimizing migration time?

Use Salesforce Bulk API in parallel mode.

Use Salesforce Soap API in parallel mode.

Use Salesforce Soap API in serial mode.

Use Salesforce Bulk API in serial mode.

NO.145 Universal Containers (UC) has a very large and complex Salesforce org with hundreds of validation rules and triggers. The triggers are responsible for system updates and data manipulation as records are created or updates by users. A majority of the automation tool within UC” org were not designed to run during a data load. UC is importing 100,000 records into Salesforce across several objects over the weekend.
What should a data architect do to mitigate any unwanted results during the import?

Ensure validation rules, triggers and other automation tools are disabled.

Bulkily the trigger to handle import leads.

Ensure duplication and matching rules and defined.

Import the data in smaller batches over a 24-hour period.

NO.146 UC recently migrated 1 Billion customer related records from a legacy data store to Heroku Postgres. A subset of the data need to be synchronized with salesforce so that service agents are able to support customers directly within the service console. The remaining non- synchronized set of data will need to be accessed by salesforce at any point in time, but UC management is concerned about storage limitations.
What should a data architect recommend to meet these requirements with minimal effort?

Use Heroku connect to bi-directional, sync all data between systems.

Virtualize the remaining set of data with salesforce connect and external objects.

Migrate the data to big objects and leverage async SOQL with custom objects.

As needed, make call outs into Heroku postgres and persist the data in salesforce.

NO.147 Universal Containers (UC) is transitioning from Classic to Lightning Experience.
What does UC need to do to ensure users have access to its notices and attachments in Lightning Experience?

Migrate Notes and Attachment to Enhanced Notes and Files a migration tool

Manually upload Attachments in Lighting Experience.

Add Notes and Attachments Related List to page Layout in Lighting Experience.

Manually upload Notes in Lighting Experience.

NO.148 Universal Containers (UC) management has identified a total of ten text fields on the Contact object as important to capture any changes made to these fields, such as who made the change, when they made the change, what is the old value, and what is the new value. UC needs to be able to report on these field data changes within Salesforce for the past 3 months. What are two approaches that will meet this requirement? Choose 2 answers

Turn on field Contact object history tracking for these ten fields, then create reports on contact history.

Create a Contact report including these ten fields and Salesforce Id, then schedule the report to run once a day and send email to the admin.

Create a workflow to evaluate the rule when a record is created and use field update actions to store previous values for these ten fields in ten new fields.

Write an Apex trigger on Contact after insert event and after update events and store the old values in another custom object.

NO.149 A customer is facing locking issued when importing large data volumes of order records that are children in a master-detail relationship with the Account object. What is the recommended way to avoid locking issues during import?

Import Order records and Account records separately and populate AccountID in orders using batch Apex.

Import Account records first followed by order records after sorting order by OrderID.

Change the relationship to Lookup and update the relationship to master-detail after import.

Import Account records first followed by order records after sorting orders by AccountID.

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