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Home Free IT Exam Dumps

Certified Data Architect Dump Free

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  • Certified Data Architect Dump Free – 50 Practice Questions to Sharpen Your Exam Readiness.
  • Access Full Certified Data Architect Dump Free

Certified Data Architect Dump Free – 50 Practice Questions to Sharpen Your Exam Readiness.

Looking for a reliable way to prepare for your Certified Data Architect certification? Our Certified Data Architect Dump Free includes 50 exam-style practice questions designed to reflect real test scenarios—helping you study smarter and pass with confidence.

Using an Certified Data Architect dump free set of questions can give you an edge in your exam prep by helping you:

  • Understand the format and types of questions you’ll face
  • Pinpoint weak areas and focus your study efforts
  • Boost your confidence with realistic question practice

Below, you will find 50 free questions from our Certified Data Architect Dump Free collection. These cover key topics and are structured to simulate the difficulty level of the real exam, making them a valuable tool for review or final prep.

Question 1

Northern Trail Outfitters (NTO) has a loyalty program to reward repeat customers. The following conditions exist:
1. Reward levels are earned based on the amount spent during the previous 12 months.
2. The program will track every item a customer has bought and grant them points for discounts.
3. The program generates 100 million records each month.
NTO Customer Support would like to see a summary of a customer's recent transactions and the reward level(s) they have attained.
Which solution should the data architect use to provide the information within Salesforce for the customer support agents?

A. Create a custom big object to capture the reward program data, display it on the contact record, and update nightly from the point-of-sale system.

B. Create a custom object in Salesforce to capture and store all reward programs, populate nightly from the point-of-sale system, and present on the customer record.

C. Provide a button so that the agent can quickly open the point-of-sale system that displays the customer’s history.

D. Capture the reward program data in an external data store, and present the 12-month trailing summary in Salesforce using Salesforce Connect and an external object.

 


Suggested Answer: D

Community Answer: D

 

Question 2

Northern Trail Outfitters (NTO) is in the process of evaluating big objects to store large amounts of asset data from an external system. NTO will need to report on this asset data weekly.
Which two native tools should a data architect recommend to achieve this reporting requirement? (Choose two.)

A. Standard SOQL queries

B. Async SOQL with a custom object

C. Standard reports and dashboards

D. Einstein Analytics

 


Suggested Answer: BD

Community Answer: BD

 

Question 3

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. Migrate the legacy data leveraging an ETL tool to transform data types and load data into Salesforce.

C. Export legacy data into CSV files and leverage data loader to load data into Salesforce.

D. Export legacy data into the staging database and leverage stored procedures to transform data types before loading into Salesforce.

 


Suggested Answer: B

 

Question 4

A casino is implementing Salesforce and is planning to build a customer 360-degree view for a customer who visits its resorts. The casino currently maintains the following systems that record customer activity:
1. Point-of-sale system: All purchases for a customer
2. Salesforce: Ail customer service activity and sales activities for a customer
3. Mobile app: All bookings, preferences, and browser activity for a customer
4. Marketing: All email, SMS, and social campaigns for a customer
Customer service agents using Salesforce would like to view the activities from all four systems to provide support to customers. The information has to be current and real time.
What strategy should the data architect implement to satisfy this requirement?

A. Use a customer data mart to create the 360-degree view of the customer.

B. Periodically upload summary information in Salesforce to build a 360-degree view.

C. Migrate customer activities from all four systems into Salesforce.

D. Explore external data sources in Salesforce to build a 360-degree view of the customer.

 


Suggested Answer: D

Community Answer: D

 

Question 5

Universal Containers (UC) is in the process of implementing an enterprise data warehouse (EDW). UC needs to extract 100 million records from Salesforce for migration to the EDW.
What data extraction strategy should a data architect use for maximum performance?

A. Utilize PK Chunking with the Bulk API.

B. Install a third-party AppExchange tool.

C. Use the Bulk API in parallel mode.

D. Call the REST API in successive queries.

 


Suggested Answer: A

Community Answer: A

 

Question 6

Universal Containers (UC) has one Salesforce 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 orgs in near-real time.
Which three options should a data architect recommend to share data between Org A and Org B? (Choose three.)

A. Install a third-party AppExchange tool to handle the data sharing.

B. Leverage Heroku Connect and Heroku Postgres to bidirection ally sync Opportunities.

C. Develop an Apex class that pushes Opportunity data between orgs daily via the Apex scheduler.

D. Use Salesforce Connect and the cross-org adapter to virtualize Opportunities into external objects.

E. Leverage middleware tools to bidirectionally send Opportunity data across orgs.

 


Suggested Answer: ABE

Community Answer: ABE

 

Question 7

Northern Trail Outfitters (NTO) has implemented Salesforce for its sales users. The opportunity management in Salesforce 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. Change PPS integration to update only Opportunity Amount field when the value is null.

B. Create a custom field for Opportunity Amount that sales users update separating the field that PPS updates.

C. Create a custom field for Opportunity amount that PPS updates separating the field sales user updates.

D. Change Opportunity Amount field access to Read Only for sales users using field-level security.

 


Suggested Answer: D

Community Answer: D

 

Question 8

Universal Containers is migrating individual customers (B2C) data from legacy systems to Salesforce. There are millions of customers stored as accounts and contacts in the legacy database.
Which object model should a data architect configure within Salesforce?

A. Leverage a custom person account object in Salesforce.

B. Leverage a custom account and contact object in Salesforce.

C. Leverage the standard account and contact object in Salesforce.

D. Leverage the person account object in Salesforce.

 


Suggested Answer: D –

Community Answer: A

 

Question 9

Universal Containers is preparing to implement Sales Cloud and would like its users to have Read Only access to an Account record if they have access to its child Opportunity record.
How would a data architect implement this sharing requirement between objects?

A. Implicit sharing will automatically handle this with standard functionality.

B. Create an owner-based sharing rule.

C. Add appropriate users to the Account team.

D. Create a criteria-based sharing rule.

 


Suggested Answer: A

Community Answer: A

 

Question 10

Northern Trail Outfitters is 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 Salesforce?

A. Migrate to Salesforce without a record owner.

B. Migrate the data and assign to a non-person system user.

C. Create custom object to store agent relationships.

D. Assign record owners based on relationship.

 


Suggested Answer: D

Community Answer: D

 

Question 11

Universal Containers is migrating 100,000 accounts from an enterprise resource planning (ERP) to Salesforce and is concerned about ownership skew and performances.
Which three recommendations should a data architect provide to prevent ownership skew? (Choose three.)

A. Assign a default user as owner of accounts and assign the user to the top most role in the hierarchy.

B. Assign a default user as owner of accounts and do not assign any role to the default user.

C. Keep users out of public groups that can be used as the source for sharing rules.

D. Assign a default user as owner of accounts and assign them a role in the hierarchy.

E. Assign View All permissions to a group of users for the Account object.

 


Suggested Answer: ABC

Community Answer: ABC

 

Question 12

Universal Containers requires all customers to provide either a phone number or an email address when registering for an account.
What should the data architect use to ensure this requirement is met?

A. Validation Rule

B. Apex Class

C. Process Builder

D. Required Fields

 


Suggested Answer: A

Community Answer: A

 

Question 13

Universal Containers (UC) has implemented Salesforce. UC is running out of storage and needs to have an archiving solution. UC would like to maintain two years of data in Salesforce and archive older data out of Salesforce.
Which solution should a data architect recommend as an archiving solution?

A. Build a batch job to move all records off platform, and delete all records from Salesforce.

B. Build a batch job to move two-year-old records off platform, and delete old records from Salesforce.

C. Build a batch job to move all records off platform, and delete old records from Salesforce.

D. Use a third-party backup solution to back up all data off platform.

 


Suggested Answer: B

Community Answer: B

 

Question 14

Universal Containers (UC) has lead assignment rules to assign leads to owners. Leads not routed by assignment rules are assigned to a dummy user. Sales rep are complaining of high load times and issues with accessing leads assigned to the dummy user.
What should a data architect recommend to solve these performance issues?

A. Assign dummy user last role in role hierarchy.

B. Assign dummy user to highest role in role hierarchy.

C. Periodically delete leads to reduce number of leads.

D. Create multiple dummy user and assign leads to them.

 


Suggested Answer: D

Community Answer: B

 

Question 15

Universal Containers (UC) stores 10 million rows of inventory data in a cloud database. As part of creating a connected experience in Salesforce, UC would like to expose this inventory data to Sales Cloud without a direct import. UC has asked its data architect to determine if Salesforce Connect is needed.
Which three considerations should the data architect make when evaluating the need for Salesforce Connect? (Choose three.)

A. You want real-time access to the latest data from other systems.

B. You need small amounts of external data at any one time.

C. You need to expose data via a virtual private connection.

D. You have a large amount of data and would like to copy subsets of it into Salesforce.

E. You have a large amount of data that you don’t want to copy into your Salesforce org.

 


Suggested Answer: ABE

Community Answer: ABE

 

Question 16

Universal Containers has been a customer of Salesforce for 10 years. Currently they have 2 million accounts in the system. Due to an erroneous integration built 3 years ago, it is estimated there are 500,000 duplicates in the system.
Which solution should a data architect recommend to remediate the duplication issue?

A. Extract the data using data loader and use excel to merge the duplicate records

B. Utilize a data warehouse as the system of truth

C. Develop an ETL process that utilizes the merge API to merge the duplicate records

D. Implement duplicate rules

 


Suggested Answer: C

Community Answer: D

 

Question 17

To address different compliance requirements such as General Data Protection Regulation (GDPR), personally identifiable information (PII), Health Insurance Portability and Accountability Act (HIPPA) and others, a Salesforce customer decided to categorize each data element in Salesforce with the following:
1. Data owner
2. Security level (i.e. confidential)
3. Compliance type (i.e. GDPR. PII, HIPAA)
A compliance audit would require Salesforce admins to generate reports to manage compliance.
What should a data architect recommend to address this requirement?

A. Build reports for field Information, then export the information to classify and report for audits.

B. Create a custom object and field to capture necessary compliance information and build custom reports.

C. Use the Metadata API to extract field attribute information and use the extract to classify and build reports.

D. Use field metadata attributes for compliance categorization, data owner, and data sensitivity level.

 


Suggested Answer: D

Community Answer: D

 

Question 18

Universal Containers (UC) is implementing Salesforce for lead management. UC procures lead data from multiple sources and would like to make sure lead data has company profile and location information.
Which solution should a data architect recommend to make sure lead data has both profile and location information?

A. Export data out of Salesforce and send to another team to populate company profile and location data.

B. Leverage external data providers to populate company profile and location data.

C. Run reports to identify records which do not have company profile and location data.

D. Ask sales people to search for and populate company profile and location data.

 


Suggested Answer: B

Community Answer: B

 

Question 19

Universal Containers (UC) is in the process of selling half of its company. As part of this split, UC’s main Salesforce org will be divided into two orgs: Org A and Org B. UC has delivered these requirements to its data architect:
1. The data model for Org B will drastically change with different objects, fields, and picklist values.
2. Three million records will need to be migrated from Org A to Org B for compliance reasons.
3. The migration will need occur within the next two months, prior to the spilt.
Which migration strategy should a data architect use to successfully migrate the data?

A. Use an ETL tool to orchestrate the migration.

B. Write a script to use the Bulk API.

C. Use the Salesforce CLI to query, export, and import.

D. Use Data Loader for export and Data Import Wizard for import.

 


Suggested Answer: A

Community Answer: A

 

Question 20

A customer is operating in a highly regulated industry and is planning to implement Salesforce. The customer information maintained in Salesforce. includes the following:
1. Personally Identifiable information (PII)
2. IP restrictions on profiles organized by geographic location
3. Financial records that need to be private and accessible only by the assigned sales associate
Enterprise Security has mandated access to be restricted to users within a specific geography with detailed monitoring of user activity. Additionally, users should not be allowed to export information from Salesforce.
Which three Salesforce Shield capabilities should a data architect recommend? (Choose three.)

A. Event monitoring to monitor all user activity.

B. Encrypt sensitive customer information maintained in Salesforce.

C. Prevent sales users access to customer PII information.

D. Restrict access to Salesforce from users outside specific geography.

E. Transaction Security policies to prevent export of Salesforce data.

 


Suggested Answer: ABE

Community Answer: ABE

 

Question 21

Northern Trail Outfitters (NTO) runs its entire business out of an enterprise data warehouse (EDW). NTO’s sales team is starting to use Salesforce after a recent implementation, but currently lacks the data required to advance leads and opportunities to the next stage.
NTO’s management has researched Salesforce Connect and would like to use it to virtualize and report on data from the EOW 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. Maximum page size for server-driven paging

B. Maximum external objects per org

C. OData callout limits per day

D. Maximum number of records returned

 


Suggested Answer: C

Community Answer: C

 

Question 22

Universal Containers (UC) has the following systems:
1. Billing system
2. Customer support system
3. CRM system
UC has been having trouble with business intelligence across the different systems. Recently UC implemented a master data management (MDM) solution that will be the system of truth for the customer records.
Which MDM data element is needed to allow reporting across these systems?

A. Phone number

B. Email address

C. Full name

D. Globally Unique Identifier

 


Suggested Answer: D

Community Answer: D

 

Question 23

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. Sales Cloud License

B. Salesforce License

C. Service Cloud License

D. Lightning Platform Starter License

 


Suggested Answer: C

Community Answer: C

 

Question 24

Northern Trail Outfitters (NTO) operates a majority of its business from a central Salesforce org. NTO also owns several secondary orgs that the service, finance, and marketing teams work out of. At the moment, there is no integration between central and secondary orgs, leading to data visibility issues.
Moving forward, NTO has identified that a hub-and-spoke model is the proper architecture to manage its data, where the central org is the hub and the secondary orgs are the spokes.
Which tool should a data architect use to orchestrate data between the hub org and spoke orgs?

A. A middleware solution that extracts and distributes data across both the hub and spokes.

B. Develop custom APIs to poll the spoke org for change data and push into the hub org.

C. Develop custom APIs to poll the hub org for change data and push into the spoke orgs.

D. A backup and archive solution that extracts and restores data across orgs.

 


Suggested Answer: A

Community Answer: A

 

Question 25

The data architect for Universal Containers 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 uses 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. Change query to SOSL.

C. Remove description from the requested field set.

D. Add LIMIT 100 to the query.

 


Suggested Answer: C

Community Answer: A

 

Question 26

Universal Containers (UC) is transitioning from Classic to Lightning Experience.
What does UC need to do to ensure users have access to its notes and attachments in Lightning Experience?

A. Manually upload Notes in Lightning Experience.

B. Manually upload Attachments in Lightning Experience.

C. Add Notes and Attachments Related Lists to Page Layouts in Lightning Experience.

D. Migrate Notes and Attachments to Enhanced Notes and Piles using a migration tool.

 


Suggested Answer: D

Community Answer: D

 

Question 27

Universal Containers (UC) has millions of case records with case history and service level agreement data. UC's compliance team would like historical cases to be accessible for 10 years for audit purposes.
What solution should a data architect recommend?

A. Purchase more data storage to support the case object.

B. Use a custom big object to store archived case data.

C. Archive case data using a Salesforce Archival solution.

D. Use a custom object to store archived case data.

 


Suggested Answer: B

Community Answer: B

 

Question 28

Northern Trail Outfitters (NTO) has a variety of customers that include households, businesses, and individuals.
The following conditions exist within its system:
1. NTO has a total of five million customers.
2. Duplicate records exist, which is replicated across many systems, including Salesforce.
Given these conditions, there is a lack of consistent presentation and clear identification of a customer record.
Which three options should a data architect perform to resolve the Issues with the customer data? (Choose three.)

A. Invest in data duplication tool to de-dupe and merge duplicate records across all systems.

B. Use Salesforce CDC to sync customer data across all systems to keep customer record in sync.

C. Create a customer master database external to Salesforce as a system of truth and sync the customer data with all systems.

D. Create a unique global customer ID for each customer and store that in all systems for referential identity.

E. Duplicate customer records across the systems and provide a two-way sync of data between the systems.

 


Suggested Answer: ACD

Community Answer: ACD

 

Question 29

Northern Trail Outfitters (NTO) has the following systems:
Customer master—source of truth for customer information
Service cloud—customer support -
Marketing cloud—marketing communications
Enterprise data warehouse-business reporting
The customer data is duplicated across all these systems and are not kept in sync. Customers are also complaining that they get repeated marketing emails and have to call in to update their information.
NTO is planning to implement a master data management (MDM) solution across the enterprise.
Which three data issues will an MDM tool solve? (Choose three.)

A. Data loss and recovery

B. Data accuracy and quality

C. Data completeness

D. Data duplication

E. Data standardization

 


Suggested Answer: BDE

Community Answer: BCD

 

Question 30

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

A. Enable granular locking.

B. Enable parallel sharing rule calculation.

C. Enable defer sharing calculation.

D. Enable implicit sharing.

 


Suggested Answer: A

Community Answer: A

 

Question 31

A large automobile company has implemented Salesforce for its sales associates. Leads flow from its website to Salesforce using a batch integration in Salesforce. The batch job converts the leads to Accounts in Salesforce. Customers visiting their retail stores are also created in Salesforce as Accounts.
The company has noticed a large number of duplicate Accounts in Salesforce. On analysis, it was found that certain customers could interact with its website and also visit the store. The sales associates use Global Search to search for customers in Salesforce before they create the customers.
Which option should a data architect choose to implement to avoid duplicates?

A. Develop an Apex class that searches for duplicates and removes them nightly.

B. Build a custom search functionality that allows sales associates to search for customer in real time upon visiting their retail stores.

C. Leverage duplicate rules in Salesforce to validate duplicates during the account creation process.

D. Implement an MDM solution to validate the customer information before creating Accounts in Salesforce.

 


Suggested Answer: C

Community Answer: C

 

Question 32

A large retail company has recently chosen Salesforce as Its CRM solution. They have the following record counts:
2,500,000 Accounts
25,000,000 Contacts
When doing an initial performance test, the data architect noticed an extremely slow response-time for reports and list views.
What should a data architect do to solve the performance issues?

A. Create a Skinny Table to represent Account and Contact objects.

B. Limit data loading to the 2,000 most recently created records.

C. Add Custom Indexes on frequently searched Account and Contact fields.

D. Load only data that the user is permitted to access.

 


Suggested Answer: C

Community Answer: C

 

Question 33

Northern Trail Outfitters (NTO) has outgrown its current Salesforce org and will be migrating to a new org shortly. As part of this process, NTO will be migrating all of its metadata and data. NTO's data model in the source org has a complex relationship hierarchy with several master-detail and lookup relationships across objects, which should be maintained in the target org.
Which three things should a data architect do to maintain the relationship hierarchy during migration? (Choose three.)

A. Redefine the master-detail relationship fields to lookup relationship fields in the target org.

B. Use Data Loader to export the data from the source org and then import/upsert into the target org in sequential order.

C. Keep the relationship fields populated with the source record IDs in the import file.

D. Replace source record IDs with new record IDs from the target org in the import file.

E. Create an external ID field for each object in the target org and map source record IDs to this field.

 


Suggested Answer: BDE

 

Question 34

As part of addressing General Data Protection Regulation (GDPR) requirements, Universal Containers (UC) plans to implement a data classification policy for all of its internal systems that store customer information including Salesforce.
What should a data architect recommend so that UC can easily classify customer information maintained in Salesforce under both standard and custom objects?

A. Use Data Classification metadata fields available in Field definition.

B. Build reports that contain customer data and classify manually.

C. Create a custom picklist field to capture classification of information on the Contact object.

D. Use an AppExchange product to classify fields based on policy.

 


Suggested Answer: A

Community Answer: A

 

Question 35

Universal Containers has a requirement to store more than 100 million records in Salesforce and needs to create a custom big object to support this business requirement.
Which two tools should a data architect use to build custom big object? (Choose two.)

A. Go to Big Object in Setup and select new to create big object.

B. Use Metadata API to create big object.

C. Go to Object Manager in Setup and select new to create big object.

D. Use DX to create big object.

 


Suggested Answer: AB

Community Answer: AB

 

Question 36

Universal Containers (UC) has implemented a master data management strategy, which uses a central system of truth, to ensure the entire company has the same customer information in all systems. UC customer data changes need to be accurate at all times in all of the systems. Salesforce is the identified system of record for this information.
What is the correct solution for ensuring all systems using customer data are kept up to date?

A. Send customer record changes from Salesforce to the system of truth in real time.

B. Send customer data nightly to the system of truth in a scheduled batch job.

C. Have each system pull the record changes from Salesforce using change data capture.

D. Send customer record changes from Salesforce to each system in a nightly batch job.

 


Suggested Answer: A

Community Answer: C

 

Question 37

Northern Trail Outfitters (NTO) wants to implement backup and restore for Salesforce data. Currently, it has data backup processes that runs weekly, which backs up all Salesforce data to an enterprise data warehouse (EDW). NTO wants to move to daily backups and provide restore capability to avoid any data loss in case of outage.
What should a data architect recommend for a daily backup and restore solution?

A. Change weekly backup process to daily backup, and implement a custom restore solution.

B. Use Bulk API to extract data on daily basis to EDW and REST API for restore.

C. Use ETL tool for backup and restore from EDW.

D. Use AppExchange package for backup and restore.

 


Suggested Answer: D

Community Answer: D

 

Question 38

Northern Trail Outfitters has implemented Salesforce for its sales associates nationwide. Senior management is concerned that the executive dashboards are not reliable for their real-time decision-making. On analysis, the team found the following issues with data entered in
Salesforce:
1. Information in certain records is incomplete.
2. Incorrect entry in certain fields causes records to be excluded in report filters.
3. Duplicate entries cause incorrect counts.
Which three steps should a data architect recommend to address the issues? (Choose three.)

A. Explore third-party data providers to enrich and augment information entered in Salesforce.

B. Build a sales data warehouse with purpose-built data marts for dashboards and senior management reporting.

C. Design and implement data-quality dashboard to monitor and act on records that are incomplete or incorrect.

D. Periodically export data to cleanse data and import them back into Salesforce for executive reports.

E. Leverage Salesforce features, such as validation rules, to avoid incomplete and incorrect records.

 


Suggested Answer: ACE

Community Answer: ACE

 

Question 39

Universal Containers (UC) is replacing a home grown CRM solution with Salesforce. UC has decided to migrate operational (open and active) records to Salesforce, while keeping historical records in legacy system. UC would like historical records to be available in Salesforce on an as needed basis.
Which solution should a data architect recommend to meet business requirement?

A. Leverage real-time integration to pull records into Salesforce.

B. Build a swivel chair solution to go into the legacy system and display records.

C. Leverage mashup to display historical records in Salesforce.

D. Bring all data in Salesforce, and delete it after a year.

 


Suggested Answer: C

Community Answer: C

 

Question 40

Universal Containers (UC) needs to run monthly and yearly reports on opportunities and orders for sales reporting. There are 5 million opportunities and 10 million orders. Sales users are complaining that the report will regularly timeout.
What is the fastest and most effective way for a data architect to solve the time-out issue?

A. Create a skinny table in Salesforce, and copy order and opportunity fields into the skinny table and create the required reports on it.

B. Extract opportunity and order data from Salesforce, and use a third-party reporting tool to run reports outside of Salesforce.

C. Create custom fields on opportunity, and copy data from order into those custom fields and run all reports on Opportunity object.

D. Create an aggregate custom object that summarizes the monthly and yearly values into the required format for the required reports.

 


Suggested Answer: D

Community Answer: D

 

Question 41

Universal Container has implemented Sales Cloud to manage patient and related health records. During a recent security audit of the system, it was discovered that some standard and custom fields need to encrypted.
Which solution should a data architect recommend to encrypt existing fields?

A. Implement shield platform encryption to encrypt custom and standard fields.

B. Export data out of Salesforce and encrypt custom and standard fields.

C. Implement classic encryption to encrypt custom and standard fields.

D. Use Apex Crypto Class to encrypt custom and standard fields.

 


Suggested Answer: A

Community Answer: A

 

Question 42

Universal Containers (UC) owns a complex Salesforce org with many Apex classes, triggers, and automated processes that will modify records if available. UC has identified that, in its current development state, UC runs chance of encountering race conditions on the same record.
What should a data architect recommend to guarantee that records are not being updated at the same time?

A. Embed the keywords FOR UPDATE after SOQL statements.

B. Refactor or optimize classes and triggers for maximum CPU performance.

C. Migrate programmatic logic to processes and flows.

D. Disable classes or triggers that have the potential to obtain the same record.

 


Suggested Answer: A

Community Answer: A

 

Question 43

Northern Trail Outfitters (NTO) needs to extract 50 million records from a custom object every day from its Salesforce org. NTO is facing query time-out issues while extracting these records.
What should a data architect recommend in order to get around the time-out issue?

A. Use a custom auto number and formula field to chunk records while extracting data,

B. Use the Rest API to extract data as it automatically chunks records by 200.

C. Use extract, transform, load (ETL) tool for extraction of records.

D. Ask Salesforce support to increase the query timeout value.

 


Suggested Answer: C

Community Answer: C

 

Question 44

Universal Containers has a rollup summary field on account to calculate the number of contacts associated with an account. During the account load, Salesforce is throwing an "UNABLE_TO_LOCK_ROW" error.
Which solution should a data architect recommend to resolve the error?

A. Perform a batch job in parallel mode and reduce the batch size.

B. Defer rollup summary field calculation during data migration.

C. Perform a batch job in serial mode and reduce the batch size.

D. Leverage Data Loader’s platform API to load data.

 


Suggested Answer: C

Community Answer: C

 

Question 45

Universal Containers needs to load a large volume of leads into Salesforce on a weekly basis. During this process the validation rules are disabled.
What should a data architect recommend to ensure data quality is maintained in Salesforce?

A. Allow validation rules to be activated during the load of leads into Salesforce.

B. Develop a custom Batch Apex process to improve quality once the load is completed.

C. Activate validation rules once the leads are loaded into Salesforce to maintain quality.

D. Ensure the lead data is preprocessed for quality before loading into Salesforce.

 


Suggested Answer: D

Community Answer: D

 

Question 46

Universal Containers has a legacy client server app that has a relational database that needs to be migrated to Salesforce.
What are the three key actions that should be done when data modeling in Salesforce? (Choose three.)

A. Work with legacy application owner to analyze the legacy data model.

B. Map legacy data to Salesforce objects.

C. Implement the legacy data model within Salesforce using custom fields.

D. Identify data elements to be persisted in Salesforce.

E. Map legacy data to custom metadata types.

 


Suggested Answer: ABD

Community Answer: ABD

 

Question 47

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 updated by users. A majority of the automation tools within UC's 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?

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

B. Ensure duplication and matching rules are defined

C. Bulkify the triggers to handle import loads

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

 


Suggested Answer: A

Community Answer: A

 

Question 48

Universal Containers (UC) Is migrating data from a legacy system to Salesforce. UC would like to preserve the following information on records being migrated:
1. Date time stamps for created date and last modified date
2. Ownership of records belonging to inactive users being migrated to Salesforce
Which two solutions should a data architect recommend to preserve date timestamps and ownership on records? (Choose two.)

A. Log a case with Salesforce to allow updating these fields.

B. Enable Modify All and View All permissions.

C. Enable Update Records with Inactive Owners permission.

D. Enable Set Audit Fields upon Record Creation permission.

 


Suggested Answer: CD

Community Answer: CD

 

Question 49

Universal Containers (UC) would like to build a Human Resources application on Salesforce to manage employee details, payroll, and hiring efforts. To adequately maintain and store the relevant data, the application will need to leverage 45 custom objects. In addition to this, UC expects roughly 20,000 API calls into Salesforce from an on-premise application dally.
Which license type should a data architect recommend that best fits these requirements?

A. Lightning Platform Plus

B. Service Cloud

C. Lightning External Apps Starter

D. Lightning Platform Starter

 


Suggested Answer: A

Community Answer: A

 

Question 50

Universal Containers (UC) requires 2 years of customer related cases to be available on Salesforce for operational reporting. Any cases older than 2 years and up to 7 years need to be available on demand to service agents. UC creates 5 million cases per year.
Which two data archiving strategies should a data architect recommend? (Choose two.)

A. Sync cases older than 2 years to an external database and provide service agents access to the database.

B. Use Custom objects for cases older than 2 years and use a nightly batch to move them.

C. Use Heroku and external objects to display cases older than 2 years and the Bulk API to hard delete them from Salesforce.

D. Use Big objects for cases older than 2 years and use a nightly batch to move them.

 


Suggested Answer: AD

Community Answer: AD

 

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