Salesforce Certified Data Architect Exam Questions
Salesforce Certified Data Architecture and Management Designer (Page 3 )

Updated On: 21-Feb-2026

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 approachshould the architect recommend?

  1. Allow users to import their data using the Salesforce Import tools.
  2. Utilize a 3rd -party solution from the AppExchange for data uploads.
  3. Utilize an app from the AppExchange to create data -quality dashboards.
  4. Use Apex to validate the format of phone numbers and postal codes.

Answer(s): C



Cloud Kicks has the following requirements:

- Data needs to be sent from Salesforce to an external system to generate invoices from their Order Management System (OMS).

- A Salesforceadministrator must be able to customize which fields will be sent to the external system without changing code.

What are two approaches for fulfilling these requirements? (Choose two.)

  1. A set<sobjectFieldset> to determine which fields to send in an HTTP callout.
  2. An Outbound Message to determine which fields to send to the OMS.
  3. A Field Set that determines which fields to send in an HTTP callout.
  4. Enable the field -level security permissions for the fields to send.

Answer(s): B,C



Universal Containers (UC) is concerned about the accuracyof their Customer information in Salesforce. They have recently created an enterprise-wide trusted source MDM for Customer data which they have certified to be accurate. UC has over 20 million unique customer records in the trusted source and Salesforce.

What should an Architect recommend to ensure the data in Salesforce is identical to the MDM?

  1. Extract the Salesforce data into Excel and manually compare this against the trusted source.
  2. Load the Trusted Source data into Salesforce and run an ApexBatch job to find difference.
  3. Use an AppExchange package for Data Quality to match Salesforce data against the Trusted source.
  4. Leave the data in Salesforce alone and assume that it will auto-correct itself over time.

Answer(s): C



NTO processes orders from its website via an order management system (OMS). The OMS stores over 2 million historical records and is currently not integrated with SF. The Sales team at NTOusing Sales cloud and would like visibility into related customer orders yet they do not want to persist millions of records directly in Salesforce. NTO has asked the data architect to evaluate SF connect and the concept of data verification.

Which 3 considerations are needed prior to a SF Connect implementation?

Choose 3 answers:

  1. Create a 2nd system Admin user for authentication to the external source.
  2. Develop an object relationship strategy.
  3. Identify the external tables to sync into external objects
  4. Assess whether the external data source is reachable via an ODATA endpoint.
  5. Configure a middleware tool to poll external table data

Answer(s): B,C,D



Get Cloudy Consulting needs to evaluate thecompleteness 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.)

  1. Run a report which shows the last time the keyfields were updated.
  2. Run one report per key field, grouped by that field, to understand its data variability.
  3. Run a report that shows the percentage of blanks for the important fields.
  4. Run a process that can fill in default values for blank fields.

Answer(s): A,C






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