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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Data Integration	15%	- Sharing rules impact on data integration - Real-time vs batch integration patterns - API-based integration (REST, SOAP, Bulk API) - ETL tools and data migration strategies - Handling locks and parallelism during migration
Data Modeling	25%	- Normalization and denormalization strategies - Large Data Volumes (LDV) design considerations - Big Objects and external objects - Indexing strategies - Skinny tables for performance optimization
Master Data Management	20%	- Identity resolution - Data cleansing techniques - Data duplication and matching rules
Data Architecture	20%	- Architecture patterns and design principles - Performance tuning and optimization - Archiving and data lifecycle management - Governor limits and bulk processing
Data Governance	20%	- Data quality standards and metrics - Data retention and archiving policies - Data stewardship roles and responsibilities - Compliance and regulatory considerations

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Salesforce Certified Data Architect 認定 Data-Architect 試験問題 (Q245-Q250):

質問 # 245
A large automobile manufacturer has decided to use Salesforce as its CRM. It needs to maintain the following dealer types in their CRM:
Local dealers
Regional distributor
State distributor
Service dealer
The attributes are different for each of the customer types. The CRM users should be allowed to enter only attributes related to the customer types. The processes and business rules for each of the customer types could be different.
How should the different dealers be maintained in Salesforce?

A. Create dealers as Accounts, and build custom views for each of the dealer types.
B. Create Custom objects for each dealer types and custom fields for dealer attributes.
C. Use Accounts for dealers, and create record types for each of the dealer types.
D. Use Accounts for dealers and custom picklist field for each of the dealer types

正解：C

解説：
According to Trailhead2, record types are a feature that allows administrators to create different business processes, page layouts, and picklist values for different types of records within an object. Record types can be used to maintain different dealer types in Salesforce by creating record types for each of the dealer types and assigning them appropriate attributes, processes, and rules. Option A is the correct answer because it suggests using Accounts for dealers, and creating record types for each of the dealer types. Option B is incorrect because creating dealers as Accounts, and building custom views for each of the dealer types does not allow CRM users to enter only attributes related to the customer types, nor does it enable different processes and business rules for each of the customer types. Option C is incorrect because using Accounts for dealers and custom picklist field for each of the dealer types does not allow CRM users to enter only attributes related to the customer types, nor does it enable different processes and business rules for each of the customer types.
Option D is incorrect because creating Custom objects for each dealer types and custom fields for dealer attributes can be unnecessary and complex, as it requires creating multiple objects and relationships instead of using the standard Account object.

質問 # 246
Northern Trail Outfitters (NTO) wants to start a loyalty program to reward repeat customers. The program will track every item a customer has bought and grants them points for discounts. The following conditions will exist upon implementation:
Data will be used to drive marketing and product development initiatives.
NTO estimates that the program will generate 100 million rows of date monthly.
NTO will use Salesforce's Einstein Analytics and Discovery to leverage their data and make business and marketing decisions.
What should the Data Architect do to store, collect, and use the reward program data?

A. Create a big object in Einstein Analytics to capture the Loyalty Program data.
B. Create a custom object in Salesforce that will be used to capture the Reward Program data.
C. Have Einstein connect to the point of sales system to capture the Reward Program data.
D. Create a custom big object in Salesforce which will be used to capture the Reward Program data for consumption by Einstein.

正解：C

質問 # 247
A custom pricing engine for a Salesforce customer has to be decided by factors with the following hierarchy:
State in which the customer is located
City in which the customer is located if available
Zip code In which the customer is located if available
Changes to this information should have minimum code changes
What should a data architect recommend to maintain this information for the custom pricing engine that is to be built in Salesforce?

A. Configure the pricing criteria in price books.
B. Create a custom object to maintain the pricing criteria.
C. Assign the pricing criteria within customer pricing engine.
D. Maintain require pricing criteria in custom metadata types.

正解：D

質問 # 248
Northern Trail Outfitters (NTO) plans to maintain contact preferences for customers and employees. NTO has implemented the following:
1. Customers are Person Accounts for their retail business.
2. Customers are represented as Contacts for their commercial business.
3. Employees are maintained as Users.
4. Prospects are maintained as Leads.
NTO needs to implement a standard communication preference management model for Person Accounts, Contacts, Users, and Leads.
Which option should the data architect recommend NTO to satisfy this requirement?

A. Create custom fields for contact preferences in Lead, Person Account, and Users objects.
B. Use Individual objects to maintain the preferences with relationships to Lead, Person Account, and Users.
C. Create case for contact preferences, and use this to validate the preferences for Lead, Person Accounts, and Users.
D. Create a custom object to maintain preferences and build relationships to Lead, Person Account, and Users.

正解：B

質問 # 249
Every year, Ursa Major Solar has more than 1 million orders. Each order contains an average of 10 line items.
The Chief Executive Officer (CEO) needs the Sales Reps to see how much money each customer generates year-over-year. However, data storage is running low in Salesforce.
Which approach for data archiving is appropriate for this scenario?

A. 1. Annually aggregate order amount data to store in a custom object. 2. Delete those orders and order line items.
B. 1. Annually export and delete order line items. 2. Store them in a zip file in case the data is needed later.
C. 1. Annually delete orders and order line items. 2. Ensure the customer has order information in another system.
D. 1. Annually export and delete orders and order line items. 2. Store them in a zip file in case the data is needed later.

正解：A

解説：
Option B is the most appropriate approach for data archiving in this scenario1. By aggregating order amount data at a summary level and storing it in a custom object, you can reduce data storage and still provide visibility to the Sales Reps on how much money each customer generates year-over-year. Option A is not correct because storing data in a zip file does not make it available in Salesforce. Option C is not correct because exporting and deleting orders and order line items may lose important details that are needed for analysis or reporting. Option D is not correct because deleting orders and order line items without exporting them may cause data loss or inconsistency if the customer does not have order information in another system.

質問 # 250
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P.S.TopexamがGoogle Driveで共有している無料の2026 Salesforce Data-Architectダンプ：https://drive.google.com/open?id=1fZoM6KYxAaDjJSi8YP3pUfFdJqfGVBtA