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Salesforce Data-Architect Exam Syllabus Topics:

SectionWeightObjectives
Data Modeling25%- Big Objects and external objects
- Large Data Volumes (LDV) design considerations
- Normalization and denormalization strategies
- Indexing strategies
- Skinny tables for performance optimization
Data Integration15%- Handling locks and parallelism during migration
- ETL tools and data migration strategies
- Real-time vs batch integration patterns
- API-based integration (REST, SOAP, Bulk API)
- Sharing rules impact on data integration
Data Governance20%- Data stewardship roles and responsibilities
- Compliance and regulatory considerations
- Data retention and archiving policies
- Data quality standards and metrics
Data Architecture20%- Archiving and data lifecycle management
- Architecture patterns and design principles
- Governor limits and bulk processing
- Performance tuning and optimization
Master Data Management20%- Data cleansing techniques
- Identity resolution
- Data duplication and matching rules

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Salesforce Certified Data Architect Sample Questions (Q154-Q159):

NEW QUESTION # 154
Universal Containers (UC) has a multi-level master-detail relationship for opportunities, a custom opportunity line item object, and a custom discount request. UC has opportunity as master and custom line item object as detail in master-detail relationship. UC also has a custom line item object as master and a custom discount request object as detail in another master-detail relationship. UC has a requirement to show all sums of discounts across line items at an opportunity level. What is the recommended solution to address these requirements?

Answer: C

Explanation:
The recommended solution to address the requirements of Universal Containers (UC) is to roll-up discount request amount at the line-item-level and line-item-level summary discount at the opportunity level. This solution would allow UC to show all sums of discounts across line items at an opportunity level using standard roll-up summary fields. Since UC has a multi-level master-detail relationship for opportunities, a custom opportunity line item object, and a custom discount request object, they can use two levels of roll-up summary fields to aggregate the discount amounts from the child objects to the parent objects. For example, they can create a roll-up summary field on the custom line item object to sum up the discount request amounts from the custom discount request object. Then, they can create another roll-up summary field on the opportunity object to sum up the line-item-level summary discounts from the custom line item object.


NEW QUESTION # 155
Universal Containers has multiple systems all containing and maintaining customer dat a. Although point-to-point integrations are in place, customers are complaining about consistency in the data.
What solution should the data architect recommend?

Answer: A

Explanation:
Master data management (MDM) is a solution that helps organizations manage their master data across multiple systems and ensure consistency and quality. An MDM solution can act as the customer master, with centralized integrations to other systems, to avoid data duplication and inconsistency.


NEW QUESTION # 156
What makes Skinny tables fast? Choose three answers.

Answer: B,D,E

Explanation:
Skinny tables are custom tables that contain frequently used fields from a standard or custom object. They are used to improve performance by reducing the number of database joins required for queries. Skinny tables have the following characteristics1:
They do not include soft-deleted records, which means they only contain active records and save space.
They avoid resource intensive joins by storing data from multiple objects in one table, which reduces the query time and complexity.
Their tables are kept in sync with their source tables when the source tables are modified, which ensures data consistency and accuracy.


NEW QUESTION # 157
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?

Answer: C

Explanation:
According to the Get Started with Custom Metadata Types unit on Trailhead, one of the use cases for custom metadata types is to define custom charges for an accounting app. The unit states that "Say that your org uses a standard accounting app. You can create a custom metadata type that defines custom charges, like duties and VAT rates. Then you can write some Apex code that calculates the total amount due for each invoice by using the metadata from your custom metadata type." Therefore, a similar approach can be used to maintain the pricing criteria for a custom pricing engine in Salesforce.


NEW QUESTION # 158
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?

Answer: C


NEW QUESTION # 159
......

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