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Salesforce Data-Architect Certification Exam is designed to validate the skills and knowledge required to design and implement data architecture and management strategies on the Salesforce platform. It is a highly sought-after certification for professionals who work with Salesforce data and have expertise in data modeling, data integration, data migration, and data governance. Data-Architect exam is intended for those who have a deep understanding of the Salesforce platform and can create innovative solutions to complex business problems.
Salesforce Data-Architect certification exam is intended for professionals who have experience in Salesforce data architecture and management. Candidates should have a deep understanding of Salesforce data model, data architecture, and data management principles. They should also have experience in designing and implementing data integration, migration, and analytics solutions in Salesforce.
NEW QUESTION # 45
Universal Containers (UC) is a major supplier of office supplies. Some products are produced by UC and some by other manufacturers. Recently, a number of customers have complained that product descriptions on the invoices do not match the descriptions in the online catalog and on some of the order confirmations (e.g.,
"ballpoint pen" in the catalog and "pen" on the invoice, and item color labels are inconsistent: "what vs.
"White" or "blk" vs. "Black"). All product data is consolidated in the company data warehouse and pushed to Salesforce to generate quotes and invoices. The online catalog and webshop is a Salesforce Customer Community solution. What is a correct technique UC should use to solve the data inconsistency?
- A. Change integration to let product master systems update product data directly in Salesforce via the Salesforce API.
- B. Add custom fields to the Product standard object in Salesforce to store data from the different source systems.
- C. Build Apex Triggers in Salesforce that ensure products have the correct names and labels after data is loaded into salesforce.
- D. Define a data taxonomy for product data and apply the taxonomy to the product data in the data warehouse.
Answer: D
Explanation:
A correct technique UC should use to solve the data inconsistency is to define a data taxonomy for product data and apply the taxonomy to the product data in the data warehouse. A data taxonomy is a hierarchical classification of data entities and attributes that defines their meaning, format, and relationships. A data taxonomy can help ensure consistency, accuracy, and completeness of product data across different systems and channels
NEW QUESTION # 46
UC migrating 100,000 Accounts from an enterprise resource planning (ERP) to salesforce and is concerned about ownership skew and performance.
Which 3 recommendations should a data architect provide to prevent ownership skew?
Choose 3 answers:
- A. Keep users out of public groups that can be used as the source for sharing rules.
- B. Assign a default user as owner of account and do not assign any role to default user.
- C. Assign "view all" permission on profile to give access to account.
- D. Assign a default user as owner of accounts and assigned top most role in hierarchy.
- E. Assigned a default user as owner of accounts, and assign role in hierarchy.
Answer: A,B,D
NEW QUESTION # 47
Universal Containers (UC) has built a custom application on Salesforce to help track shipments around the world. A majority of the shipping records are stored on premise in an external data source. UC needs shipment details to be exposed to the custom application, and the data needs to be accessible in real time. The external data source is not OData enabled, and UC does not own a middleware tool.
Which Salesforce Connect procedure should a data architect use to ensure UC's requirements are met?
- A. Write a custom adapter with the Apex Connector Framework.
- B. Write an Apex class that makes a REST callout to the external API.
- C. Migrate the data to Heroku and register Postgres as a data source.
- D. Develop a process that calls an inviable web service method.
Answer: A
NEW QUESTION # 48
NTO has a loyalty program to reward repeat customers. The following conditions exists:
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 discount.
3.The program generates 100 million records each month.
NTO customer support would like to see a summary of a customer's recent transaction and reward level(s) they have attained.
Which solution should the data architect use to provide the information within the salesforce for the customer support agents?
- A. Capture the reward program data in an external data store and present the 12 months trailing summary in salesforce using salesforce connect and then external object.
- B. Create a custom big object to capture the reward program data and display it on the contact record and update nightly from the point-of-scale system.
- C. Provide a button so that the agent can quickly open the point of sales system displaying the customer history.
- D. Create a custom object in salesforce to capture and store all reward program. Populate nightly from the point-of-scale system, and present on the customer record.
Answer: B
Explanation:
According to the Get Started with Big Objects unit on Trailhead, one of the use cases for custom big objects is to store and manage loyalty program data for customers. The unit states that "From loyalty programs to transactions, order, and billing information, use a custom big object to keep track of every detail." Therefore, a custom big object can be used to capture the reward program data and display it on the contact record.
Additionally, according to the Big Objects Implementation Guide, big objects can handle massive amounts of data (up to billions of records) and can be updated nightly from external systems using Bulk API or batch Apex. Therefore, a custom big object can meet the requirements of NTO's loyalty program scenario.
NEW QUESTION # 49
UC has a classic encryption for Custom fields and is leveraging weekly data reports for data backups. During the data validation of exported data UC discovered that encrypted field values are still being exported as part of data exported. What should a data architect recommend to make sure decrypted values are exported during data export?
- A. Create another field to copy data from encrypted field and use this field in export
- B. Set up a custom profile for data migration user and assign view encrypted data.
- C. Leverage Apex class to decrypt data before exporting it.
- D. Set a standard profile for Data Migration user, and assign view encrypted data
Answer: B
NEW QUESTION # 50
Universal Container (US) 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. Bring all data Salesforce, and delete it after a year.
- B. Leverage real-time integration to pull records into Salesforce.
- C. Leverage mashup to display historical records in Salesforce.
- D. Build a chair solution to go the legacy system and display records.
Answer: C
NEW QUESTION # 51
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?
- A. As needed, make call outs into Heroku postgres and persist the data in salesforce.
- B. Use Heroku connect to bi-directional, sync all data between systems.
- C. Virtualize the remaining set of data with salesforce connect and external objects.
- D. Migrate the data to big objects and leverage async SOQL with custom objects.
Answer: C
NEW QUESTION # 52
Ursa Major Solar has defined a new Data Quality Plan for their Salesforce data.
Which two approaches should an Architect recommend to enforce the plan throughout the organization? (Choose two.)
- A. Ensure all data is stored in an external system and set up an integration to Salesforce for view-only access.
- B. Enforce critical business processes by using Workflow, Validation Rules, and Apex code.
- C. Schedule reports that will automatically catch duplicates and merge or delete the records every week.
- D. Schedule a weekly dashboard displaying records that are missing information to be sent to managers for review.
Answer: B,D
NEW QUESTION # 53
Universal Containers (UC) has a Salesforce instance with over 10.000 Account records. They have noticed similar, but not identical. Account names and addresses. What should UC do to ensure proper data quality?
- A. Make the Account Owner clean their Accounts' addresses, then merge Accounts with the same address.
- B. Enable Account de -duplication by creating matching rules in Salesforce, which will mass merge duplicate Accounts.
- C. Run a report, find Accounts whose name starts with the same five characters, then merge those Accounts.
- D. Use a service to standardize Account addresses, then use a 3rd -party tool to merge Accounts based on rules.
Answer: B
Explanation:
Enabling Account de-duplication by creating matching rules in Salesforce, which will mass merge duplicate Accounts, is what UC should do to ensure proper data quality for their Account records. Matching rules allow UC to define how Salesforce identifies duplicate Accounts based on various criteria, such as name, address, phone number, etc. Mass merge allows UC to merge up to 200 duplicate Accounts at a time, based on the matching rules. This simplifies and automates the process of de-duplicating Accounts and improves data quality. The other options are either more time-consuming, costly, or error-prone for ensuring proper data quality.
NEW QUESTION # 54
A company has 12 million records, and a nightly integration queries these records.
Which two areas should a Data Architect investigate during troubleshooting if queries are timing out? (Choose two.)
- A. Create a formula field instead of having multiple filter criteria.
- B. Create custom indexes on the fields used in the filter criteria.
- C. Modify the integration users' profile to have View All Data.
- D. Make sure the query doesn't contain NULL in any filter criteria.
Answer: B,D
Explanation:
Making sure the query does not contain NULL in any filter criteria can avoid full table scans and leverage indexes more efficiently. Queries with NULL filters are not selective and can cause performance issues.
Creating custom indexes on the fields used in the filter criteria can also enhance the query performance by reducing the number of records to scan.
NEW QUESTION # 55
Get Cloudy Consulting needs to evaluate the completeness and consistency of contact information in Salesforce. Their sales reps often have incomplete information about their accounts and contacts. Additionally, they are not able to interpret the information in a consistent manner. Get Cloudy Consulting has identified certain ""key"" fields which are important to their sales reps.
What are two actions Get Cloudy Consulting can take to review their data for completeness and consistency? (Choose two.)
- A. Run a report which shows the last time the key fields were updated.
- B. Run a process that can fill in default values for blank fields.
- C. Run one report per key field, grouped by that field, to understand its data variability.
- D. Run a report that shows the percentage of blanks for the important fields.
Answer: A,D
NEW QUESTION # 56
Universal Containers (UC) is using Salesforce Sales & Service Cloud for B2C sales and customer service but they are experiencing a lot of duplicate customers in the system. Which are two recommended approaches for UC to avoid duplicate data and increase the level of data quality?
- A. Use an Enterprise Service Bus.
- B. Use Duplicate Management.
- C. Use a data warehouse.
- D. Use Data.com Clean
Answer: B,D
Explanation:
Using Duplicate Management and Data.com Clean are two recommended approaches for UC to avoid duplicate data and increase the level of data quality. Duplicate Management can prevent or alert users when they try to create or edit records that are duplicates of existing records. Data.com Clean can compare Salesforce records with Data.com records and provide suggestions for updates or removals of duplicate records.
NEW QUESTION # 57
Universal Containers (UC) has multi -level account hierarchies that represent departments within their major Accounts. Users are creating duplicate Contacts across multiple departments. UC wants to clean the data so as to have a single Contact across departments. What two solutions should UC implement to cleanse their data? Choose 2 answers
- A. Use Data.com to standardize Contact address information to help identify duplicates.
- B. Make use of a third -party tool to help merge duplicate Contacts across Accounts.
- C. Make use of the Merge Contacts feature of Salesforce to merge duplicates for an Account.
- D. Use Workflow rules to standardize Contact information to identify and prevent duplicates.
Answer: A,B
Explanation:
Making use of a third-party tool to help merge duplicate Contacts across Accounts and using Data.com to standardize Contact address information to help identify duplicates are two solutions that UC should implement to cleanse their data and have a single Contact across departments. A third-party tool, such as an app from the AppExchange, can provide advanced features and capabilities for finding and merging duplicate Contacts across different Accounts, based on various criteria and rules. Data.com can provide address verification and standardization services that can enhance the quality and consistency of Contact address information and make it easier to identify duplicates. The other options are not feasible or effective for cleansing the data, as they would either not work across different Accounts, not address the root cause of duplication, or not provide sufficient functionality for merging duplicates
NEW QUESTION # 58
Universal Containers (UC) provides shipping services to its customers. They use Opportunities to track customer shipments. At any given time, shipping status can be one of the 10 values. UC has 200,000 Opportunity records. When creating a new field to track shipping status on opportunity, what should the architect do to improve data quality and avoid data skew?
- A. Create a Master -Detail to custom object ShippingStatus c.
- B. Create a Lookup to custom object ShippingStatus c.
- C. Create a picklist field, values sorted alphabetically.
- D. Create a text field and make it an external I
Answer: C
NEW QUESTION # 59
North 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 architect 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. Develop custom APIs to poll the hub org for change data and push into the spoke orgs.
- B. A middleware solution that extracts and distributes data across both the hub and spokes.
- C. A backup and archive solution that extracts and restores data across orgs.
- D. Develop custom APIs to poll the spoke for change data and push into the org.
Answer: B
Explanation:
According to the Salesforce documentation, a hub-and-spoke model is an integration architecture pattern that allows connecting multiple Salesforce orgs using a central org (hub) and one or more secondary orgs (spokes).
The hub org acts as the master data source and orchestrates the data flow between the spoke orgs. The spoke orgs act as the consumers or producers of the data and communicate with the hub org.
To orchestrate data between the hub org and spoke orgs, a data architect should use:
A middleware solution that extracts and distributes data across both the hub and spokes (option A). This means using an external service or tool that can connect to multiple Salesforce orgs using APIs or connectors, and perform data extraction, transformation, and distribution operations between the hub and spoke orgs. This can provide a scalable, flexible, and reliable way to orchestrate data across multiple orgs.
Developing custom APIs to poll the hub org for change data and push into the spoke orgs (option B) is not a good solution, as it can be complex, costly, and difficult to maintain. It may also not be able to handle large volumes of data or complex transformations efficiently. Developing custom APIs to poll the spoke orgs for change data and push into the hub org (option C) is also not a good solution, as it can have the same drawbacks as option B. It may also not be able to handle conflicts or errors effectively. Using a backup and archive solution that extracts and restores data across orgs (option D) is also not a good solution, as it can incur additional costs and dependencies. It may also not be able to handle real-time or near-real-time data orchestration requirements.
NEW QUESTION # 60
Universal Containers (UC) provides shipping services to its customers. They use Opportunities to track customer shipments. At any given time, shipping status can be one of the 10 values. UC has 200,000 Opportunity records. When creating a new field to track shipping status on opportunity, what should the architect do to improve data quality and avoid data skew?
- A. Create a Master -Detail to custom object ShippingStatus c.
- B. Create a Lookup to custom object ShippingStatus c.
- C. Create a picklist field, values sorted alphabetically.
- D. Create a text field and make it an external ID.
Answer: C
NEW QUESTION # 61
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. Service Cloud License
- B. Lightning Platform Starter License
- C. Sales Cloud License
- D. Salesforce License
Answer: A
NEW QUESTION # 62
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 all records via the Upsert operation to determine new records vs. existing records.
- D. Load Contact records together using the Streaming API via the Upsert operation.
Answer: B
NEW QUESTION # 63
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