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Salesforce Data-Architect Exam Syllabus Topics:

Section	Objectives
Data Governance and Management	- Security and compliance 1. Regulatory compliance considerations 2. Data access controls - Data quality management 1. Data validation rules 2. Deduplication strategies
Data Modeling and Database Design	- Salesforce data model design 1. Schema design for scalability 2. Standard and custom objects usage - Data modeling concepts 1. Normalization and denormalization strategies 2. Relational vs. non-relational data design
Master Data Management (MDM)	- MDM architecture 1. Golden record design 2. Data synchronization approaches
Large Data Volume and Performance	- Scalability considerations 1. Bulk data processing strategies 2. Indexing and query optimization
Data Integration	- Salesforce integration tools 1. Platform events and change data capture 2. MuleSoft and REST/SOAP APIs - Integration patterns 1. ETL vs real-time integration 2. API-based integration strategies

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Salesforce Certified Data Architect Sample Questions (Q78-Q83):

NEW QUESTION # 78
NTO has decided that it is going to build a channel sales portal with the following requirements:
1. External resellers are able to authenticate to the portal with a login.
2. Lead data, opportunity data and order data are available to authenticated users.
3. Authenticated users many need to run reports and dashboards.
4. There is no need for more than 10 custom objects or additional file storage.
Which community cloud license type should a data architect recommend to meet the portal requirements?

A. Customer community plus.
B. Partner community.
C. Lightning external apps starter.
D. Customer community.

Answer: B

NEW QUESTION # 79
Which three characteristics of a Skinny table help improve report and query performance?

A. Skinny tables do not include records that are available in the recycle bin.
B. Skinny tables provide a view across multiple objects for easy access to combined data.
C. Skinny tables can contain frequently used fields and thereby help avoid joins.
D. Skinny tables can be used to create custom indexes on multi-select picklist fields.
E. Skinny tables are kept in sync with changes to data in the source tables.

Answer: B,C,E

NEW QUESTION # 80
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. Utilize the Authorization Form Consent object to capture the consent.
D. Use AppExchange solution to address the requirement.

Answer: C

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 # 81
Universal Containers (UC) plans to implement consent management for its customers to be compliant with General Data Protection Regulation (GDPR). UC has the following requirements:
UC uses Person Accounts and Contacts in Salesforce for its customers.
Data Protection and Privacy is enabled in Salesforce.
Consent should be maintained in both these objects.
UC plans to verify the consent provided by customers before contacting them through email or phone.
Which option should the data architect recommend to implement these requirements?

A. Delete contact information from customers who have declined consent to be contacted.
B. Build Custom object to store consent information in Person Account and Contact, validate against this object before contacting customers.
C. Configure custom fields in Person Account and Contact to store consent provided by customers, and validate consent against the fields.
D. Use the Consent Management Feature to validate consent provide under the person Account and Contact that is provided by the customer.

Answer: D

NEW QUESTION # 82
A large insurance provider is looking to implement Salesforce. The following exist.
1. Multiple channel for lead acquisition
2. Duplication leads across channels
3. Poor customer experience and higher costs
On analysis, it found that there are duplicate leads that are resulting to mitigate the issues?

A. Standard lead information across all channels.
B. Implement third-party solution to clean and event lead data.
C. Build a custom solution to identify and merge duplicate leads.
D. Implement de-duplication strategy to prevent duplicate leads
E. Build process is manually search and merge duplicates.

Answer: A,B,D

Explanation:
According to the Salesforce documentation2, duplicate leads are leads that have the same or similar information as other leads in Salesforce. Duplicate leads can cause poor customer experience, higher costs, and inaccurate reporting. To mitigate the issues caused by duplicate leads, some of the recommended practices are:
Standardize lead information across all channels (option B). This means using consistent formats, values, and fields for capturing lead data from different sources, such as web forms, email campaigns, or third-party vendors. This can help reduce data quality issues and make it easier to identify and prevent duplicate leads.
Implement a third-party solution to clean and enrich lead data (option D). This means using an external service or tool that can validate, correct, update, and enhance lead data before or after importing it into Salesforce. This can help improve data quality and accuracy, and reduce duplicate leads.
Implement a de-duplication strategy to prevent duplicate leads (option E). This means using Salesforce features or custom solutions that can detect and block duplicate leads from being created or imported into Salesforce. For example, using Data.com Duplicate Management3, which allows defining matching rules and duplicate rules for leads and other objects.
Building a process to manually search and merge duplicates (option A) is not a good practice, as it can be time-consuming, error-prone, and inefficient. Building a custom solution to identify and merge duplicate leads (option C) is also not a good practice, as it can be complex, costly, and difficult to maintain. It is better to use existing Salesforce features or third-party solutions that can handle duplicate leads more effectively.

NEW QUESTION # 83
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