2025 Data-Architect Dumps PDF - Data-Architect Real Exam Questions Answers
Valid Data-Architect Test Answers & Salesforce Data-Architect Exam PDF
Salesforce Data-Architect Certification Exam covers a wide range of topics, including data modeling, data integration, data migration, data governance, and data security. Data-Architect exam consists of multiple-choice questions that test the candidate's ability to design and implement data solutions that meet business requirements. Data-Architect exam is available in English, Japanese, and Spanish and can be taken at any Salesforce testing center or online.
Salesforce Certified Data Architect certification is a highly respected credential in the industry. It demonstrates that the holder has the knowledge and skills required to design and implement complex data architecture solutions on the Salesforce platform. Salesforce Certified Data Architect certification exam covers a wide range of topics, including data modeling, data integration, data security, and data governance.
NEW QUESTION # 34
A consumer products company has decided to use Salesforce for its contact center. The contact center agents need access to the following information in Service Console when a customer contacts them:
1. Customer browsing activity on its website stored on its on premise system
2. Customer interactions with sales associates at its retail stores maintained in Salesforce
3. Contact center interactions maintained in Salesforce
4. Email campaign activity to customer from its marketing systems.
What should a data architect do to fulfill these requirements with minimum development effort in Salesforce?
- A. Create web tabs in Service Console to show website and marketing activities.
- B. Build customer view in Service Console with components that show website data and marketing data as mashup.
- C. Build custom components in Service Console to bring information from the marketing and website information.
- D. Use Salesforce Connect to integrate the website and the marketing system into Service Console using external objects.
Answer: B
NEW QUESTION # 35
Universal Containers has a custom object with millions of rows of data.
When executing SOQL queries, which three options prevent a query from being selective? (Choose three.)
- A. Using a custom index on a deterministic formula field.
- B. Using trailing % wildcards.
- C. Performing large loads and deletions.
- D. Using NOT and != operators.
- E. Using leading % wildcards.
Answer: C,D,E
Explanation:
Using leading % wildcards, performing large loads and deletions, and using NOT and != operators are three options that prevent a query from being selective. These options can cause the query to scan a large number of records or indexes, which can negatively impact the performance and scalability of the query5. Using a custom index on a deterministic formula field, on the other hand, can improve the query selectivity by allowing the query to use the index instead of scanning all the records6.
NEW QUESTION # 36
A Salesforce customer has plenty of data storage. Sales Reps are complaining that searches are bringing back old records that aren't relevant any longer. Sales Managers need the data for their historical reporting.What strategy should a data architect use to ensure a better user experience for the Sales Reps?
- A. Use Batch Apex to archive old data on a rolling nightly basis.
- B. Create a Permission Set to hide old data from Sales Reps.
- C. Set data access to Private to hide old data from Sales Reps.
- D. Archive and purge old data from Salesforce on a monthly basis.
Answer: D
NEW QUESTION # 37
Northern trail Outfitters (NTO) runs its entire out of an enterprise data warehouse (EDW), NTD's sales team starting to use Salesforce after a recent implementation, but currently lacks data required to advanced and opportunity to the next stage.
NTO's management has research Salesforce Connect and would like to use It to virtualize and report on data from the EDW within Salesforce. NTO will be running thousands of reports per day across 10 to 15 external objects.
What should a data architect consider before implementing Salesforce Connect for reporting?
- A. OData callout limits per day
- B. Maximum page size for server-driven paging
- C. Maximum external objects per org
- D. Maximum number for records returned
Answer: A
NEW QUESTION # 38
Universal Container require all customers to provide either a phone number of an email address when registering for an account.
What should the data architect use to ensure this requirement is met?
- A. Process Builder
- B. Apex Class
- C. required Fields
- D. validation Rule
Answer: D
Explanation:
Using a validation rule is the best way to ensure that all customers provide either a phone number or an email address when registering for an account, as it allows defining a formula that evaluates whether a record meets certain criteria. Using required fields may not work if both phone number and email address are required.
Using an Apex class or a Process Builder may be more complex or cumbersome than using a validation rule.
NEW QUESTION # 39
Universal Containers (UC) is planning to move away from legacy CRM to Salesforce. As part of one-time data migration, UC will need to keep the original date when a contact was created in the legacy system. How should an Architect design the data migration solution to meet this requirement?
- A. After the data is migrated, perform an update on all records to set the original date in a standard CreatedDate field.
- B. Create a new field on Contact object to capture the Created Date. Hide the standard CreatedDate field using Field -Level Security.
- C. Enable "Set Audit Fields" and assign the permission to the user loading the data for the duration of the migration.
- D. Write an Apex trigger on the Contact object, before insert event to set the original value in a standard CreatedDate field.
Answer: C
NEW QUESTION # 40
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. Load new records via the Insert operation and existing records via the Update operation.
- B. Load Contact records together using the Streaming API via the Upsert operation.
- C. Load all records via the Upsert operation to determine new records vs. existing records.
- D. Delete all existing records, and then load all records together via the Insert operation.
Answer: A
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 # 41
Which API should a data architect use if exporting 1million records from Salesforce?
- A. Streaming API
- B. Bulk API
- C. REST API
- D. SOAP API
Answer: B
NEW QUESTION # 42
Northern Trail outfitters in migrating to salesforce from a legacy CRM system that identifies the agent relationships in a look-up table.
What should the data architect do in order to migrate the data to Salesfoce?
- A. Assign record owner based on relationship.
- B. Create custom objects to store agent relationships.
- C. Migrate the data and assign to a non-person system user.
- D. Migrate to Salesforce without a record owner.
Answer: B
NEW QUESTION # 43
Northern Trail Outfitters Is planning to build a consent form to record customer authorization for marketing purposes.
What should a data architect recommend to fulfill this requirement?
- A. Use custom fields to capture the authorization details.
- B. Create a custom object to maintain the authorization.
- C. Use AppExchange solution to address the requirement.
- D. Utilize the Authorization Form Consent object to capture the consent.
Answer: D
Explanation:
The Authorization Form Consent object is a standard object that allows you to capture customer consent for marketing purposes. It has fields such as Consent Captured Date, Consent Captured Source, Consent Description, and Consent Status. You can use this object to create consent forms and track customer responses. This is the best option to fulfill the requirement, as it does not require any custom development or external solution.
NEW QUESTION # 44
Universal Containers wants to implement a data -quality process to monitor the data that users are manually entering into the system through the Salesforce UI. Which approach should the architect recommend?
- A. Allow users to import their data using the Salesforce Import tools.
- B. Utilize an app from the AppExchange to create data -quality dashboards.
- C. Use Apex to validate the format of phone numbers and postal codes.
- D. Utilize a 3rd -party solution from the AppExchange for data uploads.
Answer: B
NEW QUESTION # 45
Northern Trail Outfitters (NTO) has implemented Salesforce for its sales users. The opportunity management in Saiesforce Is implemented as follows:
1. Sales users enter their opportunities in Salesforce for forecasting and reporting purposes.
2. NTO has a product pricing system (PPS) that is used to update the Opportunity Amount field on opportunities on a daily basis.
3. PPS is the trusted source within NTO for Opportunity Amount.
4. NTO uses Opportunity Forecast for its sales planning and management.
Sales users have noticed that their updates to the Opportunity Amount field are overwritten when PPS updates their opportunities.
How should a data architect address this overwriting issue?
- A. Create a custom field for Opportunity amount that sales users update separating the field that PPS updates.
- B. Change Opportunity Amount field access to Read Only for sales users field-level security.
- C. Change PSS integration to update only Opportunity Amount field when the value is null.
- D. Create a custom field for Opportunity amount that PSS updates separating the field sales user updates.
Answer: B
NEW QUESTION # 46
Universal Containers (UC) is migrating data from legacy system to Salesforce. During data analysis it was discovered that data types of fields being migrated do not match with Salesforce data types.
Which solution should a data architect use to ensure successful data migrations?
- A. Migrate legacy data to a staging database for mapping then leverage an ETL tool to transform the data and load into Salesforce.
- B. Export legacy data into CSV files and leverage data loader to load data into Salesforce.
- C. Export legacy data into the staging database and leverage stored procedures to transform data types before loading into Salesforce.
- D. Migrate the legacy data leveraging an ETL tool to transform data types and load data into Salesforce.
Answer: D
NEW QUESTION # 47
Cloud Kicks has the following requirements:
* Their Shipment custom object must always relate to a Product, a Sender, and a Receiver (all separate custom objects).
* If a Shipment is currently associated with a Product, Sender, or Receiver, deletion of those records should not be allowed.
* Each custom object must have separate sharing models.
What should an Architect do to fulfill these requirements?
- A. Create a Master-Detail relationship to each of the three parent records.
- B. Create a required Lookup relationship to each of the three parent records.
- C. Associate the Shipment to each parent record by using a VLOOKUP formula field.
- D. Create two Master-Detail and one Lookup relationship to the parent records.
Answer: B
NEW QUESTION # 48
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 a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy.
- 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 the VP of the Sales department, who will report directly to the senior VP, own all the Account records.
Answer: A,C
Explanation:
The two recommended options to assign Account ownership to mitigate potential performance problems are to let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy, or to let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy. This is because these options would reduce the number of sharing calculations and rules that need to be applied to the Account records, and improve the performance and scalability of the system34. The other options are not recommended, as they would increase the sharing complexity and overhead, and potentially expose sensitive data to unauthorized users.
NEW QUESTION # 49
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. Use Bulk API serial mode for data migration
- C. Insert the order in another custom object and use Batch Apex to move the records to Service_ Order__ c object.
- D. Change the lookup configuration to "Clear the value of this field" when lookup record is deleted.
Answer: B
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 # 50
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Salesforce Certified Data-Architect exam is a challenging exam that tests the knowledge and expertise of the candidate in various areas, including data modeling, data integration, data architecture, and data governance. Data-Architect exam consists of multiple-choice questions and scenario-based questions, and it requires in-depth knowledge of the Salesforce platform and its capabilities.
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