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Salesforce Data-Architect Exam Syllabus Topics:

Section	Objectives
Topic 1: Data Modeling and Database Design	- Salesforce data model design 1. Standard and custom objects usage 2. Schema design for scalability - Data modeling concepts 1. Relational vs. non-relational data design 2. Normalization and denormalization strategies
Topic 2: Data Governance and Management	- Data quality management 1. Deduplication strategies 2. Data validation rules - Security and compliance 1. Regulatory compliance considerations 2. Data access controls
Topic 3: Large Data Volume and Performance	- Scalability considerations 1. Indexing and query optimization 2. Bulk data processing strategies
Topic 4: Master Data Management (MDM)	- MDM architecture 1. Golden record design 2. Data synchronization approaches
Topic 5: Data Integration	- Salesforce integration tools 1. MuleSoft and REST/SOAP APIs 2. Platform events and change data capture - Integration patterns 1. ETL vs real-time integration 2. API-based integration strategies

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Salesforce Certified Data Architect Sample Questions (Q108-Q113):

NEW QUESTION # 108
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. Provide a button so that the agent can quickly open the point of sales system displaying the customer history.
B. 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.
C. 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.
D. 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.

Answer: D

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 # 109
Universal Containers (UC) is a business that works directly with individual consumers (B2C). They are moving from a current home-grown CRM system to Salesforce. UC has about one million consumer records. What should the architect recommend for optimal use of Salesforce functionality and also to avoid data loading issues?

A. Load one Account record and one Contact record for each individual consumer.
B. Load all individual consumers as Account records and avoid using the Contact object.
C. Create a Custom Object Individual Consumer c to load all individual consumers.
D. Create one Account and load individual consumers as Contacts linked to that one Account.

Answer: D

Explanation:
According to the exam guide, one of the objectives is to "describe best practices for implementing a single-org strategy in a B2C scenario"1. This implies that option D is the best practice for loading individual consumers as contacts in Salesforce. This approach avoids creating unnecessary accounts and reduces data duplication. Option C is not correct because it creates one account per contact, which increases data volume and complexity. Options A and B are not correct because they do not leverage the standard contact object, which provides native functionality and integration with other Salesforce features.

NEW QUESTION # 110
Universal Containers (UC) has an open sharing model for its Salesforce users to allow all its Salesforce internal users to edit all contacts, regardless of who owns the contact. However, UC management wants to allow only the owner of a contact record to delete that contact. If a user does not own the contact, then the user should not be allowed to delete the record. How should the architect approach the project so that the requirements are met?

A. Create a validation rule on the Contact object to check if the current user is not the owner.
B. Set the Sharing settings as Public Read Only for the Contact object.
C. Create a "before delete" trigger to check if the current user is not the owner.
D. Set the profile of the users to remove delete permission from the Contact object.

Answer: C

Explanation:
To allow only the owner of a contact record to delete that contact, the data architect should create a "before delete" trigger to check if the current user is not the owner. The trigger can use the UserInfo.getUserId() method to get the current user's ID and compare it with the OwnerId field of the contact record. If they are not equal, the trigger can add an error to the record and prevent it from being deleted. The other options are not suitable for meeting the requirements, as they would either restrict the edit access or delete access for all users, regardless of ownership.

NEW QUESTION # 111
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 the VP of the Sales department, who will report directly to the senior VP, own all the Account records.
B. Let a "system user" own the Account records and assign this user to the lowest-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 a "system user" own all the Account records and make this user part of the highest-level role in the Role Hierarchy.

Answer: B,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 # 112
UC is migrating individual customers (B2C) data from legacy systems to SF. There are millions of customers stored as accounts and contacts in legacy database.
Which object model should a data architect configure within SF?

A. Leverage custom account and contact object in SF
B. Leverage custom person account object in SF
C. Leverage person account object in Salesforce
D. Leverage standard account and contact object in SF

Answer: C

Explanation:
The best object model to configure within SF for migrating individual customers (B2C) data from legacy systems is to leverage person account object in Salesforce. Person accounts are a special type of accounts that store information about individual people by combining certain account and contact fields into a single record4. Person accounts are useful for B2C scenarios where there is no need to associate a company name with a contact. Person accounts also support standard Salesforce features and functionality, such as leads, campaigns, reports, dashboards, etc5. Leverage custom person account object in SF is not a good option because there is no such thing as a custom person account object. Leverage custom account and contact object in SF is not a good option because it would require creating and maintaining additional objects and fields that may not be necessary or compatible with standard Salesforce features. Leverage standard account and contact object in SF is not a good option because it would require filling in dummy values for the account name field, which is mandatory for standard accounts.

NEW QUESTION # 113
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