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| Section | Objectives |
|---|
| Data Migration | - Data migration strategies and planning - Data cleansing and transformation
|
| Data Integration | - Integration patterns in Salesforce - API-based integration approaches - ETL vs ELT strategies
|
| Data Management | - Data governance principles - Master data management (MDM) concepts - Data quality management
|
| Data Architecture and Design | - Data modeling best practices in Salesforce - Conceptual and logical data modeling - Handling large data volume and scalability considerations
|
| Salesforce Data Model and Platform Capabilities | - Reporting and analytics considerations - Relationships and schema design - Standard and custom objects
|
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Salesforce Certified Platform Data Architect Sample Questions (Q95-Q100):
NEW QUESTION # 95
What is the best tool for analyzing SOQL query performance?
- A. Workbench
- B. Query Plan Tool
- C. Data Loader
- D. Debug Logs
Answer: B
Explanation:
It shows cost, selectivity, and index usage.
NEW QUESTION # 96
What is the selectivity threshold for standard indexed fields?
Answer: A
Explanation:
Queries should return less than ~30% of records to be selective.
NEW QUESTION # 97
A customer is facing locking issued when importing large data volumes of order records that are children in a master-detail relationship with the Account object. What is the recommended way to avoid locking issues during import?
- A. Import Order records and Account records separately and populate AccountID in orders using batch Apex.
- B. Import Account records first followed by order records after sorting order by OrderID.
- C. Import Account records first followed by order records after sorting orders by AccountID.
- D. Change the relationship to Lookup and update the relationship to master-detail after import.
Answer: C
Explanation:
Importing Account records first followed by order records after sorting orders by AccountID is the recommended way to avoid locking issues during import. This can reduce the number of lock contention errors by minimizing the number of parent records that are concurrently processed by multiple batches. Sorting orders by AccountID can also group the child records by their parent records and avoid updating the same parent record in different batches. Importing Account records first followed by order records after sorting order by OrderID will not help with avoiding locking issues because it does not group the child records by their parent records. Changing the relationship to Lookup and updating the relationship to master-detail after import will not work because changing a relationship from Lookup to master-detail requires that all child records have a parent record, which may not be the case after import. Importing Order records and Account records separately and populating AccountID in orders using batch Apex will not help with avoiding locking issues because it still requires updating the parent records in batches.
NEW QUESTION # 98
DreamHouse Realty has a data model as shown in the image. The Project object has a private sharing model, and it has Roll-Up summary fields to calculate the number of resources assigned to the project, total hours for the project, and the number of work items associated to the project.
There will be a large amount of time entry records to be loaded regularly from an external system into Salesforce.

What should the Architect consider in this situation?
- A. Calculate summary values instead of Roll-Up by using workflow.
- B. Load all data after deferring sharing calculations.
- C. Load all data using external IDs to link to parent records.
- D. Calculate summary values instead of Roll-Up by using triggers.
Answer: B
Explanation:
According to the exam guide, one of the objectives is to "describe the use cases and considerations for deferring sharing calculations". This implies that option A is the correct way to load large amounts of data into Salesforce without affecting performance and data integrity.
Deferring sharing calculations allows the data to be loaded first and then the sharing rules to be applied later.
NEW QUESTION # 99
Universal Containers (UC) is implementing its new Internet of Things technology, which consists of smart containers that provide information on container temperature and humidity updated every 10 minutes back to UC. There are roughly 10,000 containers equipped with this technology with the number expected to increase to 50,000 across the next five years. It is essential that Salesforce user have access to current and historical temperature and humidity data for each container. What is the recommended solution?
- A. Create new custom fields for temperature and humidity in the existing Container custom object, as well as an external ID field that is unique for each container. These custom fields are updated when a new measure is received.
- B. Create a new Lightning Component that displays last humidity and temperature data for a specific container and can also display historical trends obtaining relevant data from UC's existing data warehouse.
- C. Create a new Container Reading custom object, which is created when a new measure is received for a specific container. The Container Reading custom object has a master-detail relationship to the container object.
- D. Create a new Container Reading custom object with a master-detail relationship to Container which is created when a new measure is received for a specific container. Implement an archiving process that runs every hour.
Answer: D
Explanation:
The recommended solution for Universal Containers (UC) to implement its new Internet of Things technology is to create a new Container Reading custom object with a master-detail relationship to Container which is created when a new measure is received for a specific container.
Implement an archiving process that runs every hour. This solution would allow UC to store and access current and historical temperature and humidity data for each container on Salesforce, and use reports and dashboards to analyze it. However, since UC expects a large volume of data over time, they should implement an archiving process that moves data off-platform after a certain period of time to avoid hitting the Org data storage limit and maintain optimal performance. The other options are not recommended, as they would either not store the historical data on Salesforce, or create too many custom fields on the Container object that could impact performance and usability.
NEW QUESTION # 100
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