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| Section | Weight | Objectives |
|---|
| Data Migration | 15% | - Describe the tools and best practices for data migration - Describe the implications of data migration on data quality - Describe the considerations for data migration
|
| Large Data Volumes | 20% | - Describe the implications of LDV on data modeling - Describe the considerations for Large Data Volumes (LDV) - Describe the features and best practices for LDV
|
| Master Data Management | 5% | - Describe the considerations for a Master Data Management strategy - Describe the methods for aligning data across systems
|
| Data Governance | 10% | - Describe the elements of a data governance framework - Describe the considerations for data classification - Describe the considerations for data quality
|
| Data Modeling/Database Design | 25% | - Describe the implications of LDV on data modeling - Explain the usage of external objects - Describe the options and considerations for Large Data Volumes (LDV) - Describe the considerations when designing a data model for Salesforce
|
| Salesforce Data Management | 25% | - Describe the considerations for data governance - Describe the implications of LDV on data management - Describe the considerations for data migration - Describe the considerations for data archival
|
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Salesforce Certified Platform Data Architect Sample Questions (Q221-Q226):
NEW QUESTION # 221
Universal Containers (UC) uses Salesforce for tracking opportunities (Opportunity). UC uses an internal ERP system for tracking deliveries and invoicing. The ERP system supports SOAP API and OData for bi-directional integration between Salesforce and the ERP system. UC has about one million opportunities. For each opportunity, UC sends 12 invoices, one per month. UC sales reps have requirements to view current invoice status and invoice amount from the opportunity page. When creating an object to model invoices, what should the architect recommend, considering performance and data storage space?
- A. Create a custom object Invoice _c with a master -detail relationship with Opportunity.
- B. Use Streaming API to get the current status from the ERP and display on the Opportunity page.
- C. Create a custom object Invoice _c with a Lookup relationship with Opportunity.
- D. Create an external object Invoice _x with a Lookup relationship with Opportunity.
Answer: D
Explanation:
Creating an external object Invoice_x with a Lookup relationship with Opportunity is the best option for modeling invoices, considering performance and data storage space. An external object allows the data to be stored in the ERP system and accessed via OData in Salesforce.
This reduces the data storage consumption in Salesforce and improves the performance of queries and reports. A Lookup relationship allows the sales reps to view the invoice status and amount from the opportunity page. The other options would either consume more data storage space, require additional customization, or not provide real-time data access
NEW QUESTION # 222
Universal Container (UC) has accumulated data over years and has never deleted data from its Salesforce org. UC is now exceeding the storage allocations in the org. UC is now looking for option to delete unused from the org. Which three recommendations should a data architect make is order to reduce the number of records from the org? Choose 3 answer
- A. Use hard delete in Bulk API to permanently delete records from Salesforce.
- B. Use hard delete in batch Apex to permanently delete records from Salesforce.
- C. Identify records in objects that have not been modified or used In last 3 years.
- D. Use Rest API to permanently delete records from the Salesforce org.
- E. Archive the records in enterprise data warehouse (EDW) before deleting from Salesforce.
Answer: A,C,E
Explanation:
Using hard delete in Bulk API, identifying records that have not been modified or used in last 3 years, and archiving the records in EDW before deleting from Salesforce are all good recommendations to reduce the number of records from the org. Using hard delete in batch Apex or Rest API may not be as efficient or scalable as Bulk API
NEW QUESTION # 223
What 2 data management policies does the data classification feature allow customers to classify in salesforce? Choose 2 answer
- A. Data governance policy.
- B. Compliance categorization policy.
- C. Reference data policy.
- D. Data sensitivity level
Answer: B,D
Explanation:
The data classification feature allows customers to classify their data in Salesforce based on two policies:
Data sensitivity level: This policy defines how sensitive the data is and what level of protection it requires. For example, high sensitivity data may require encryption or masking.
Compliance categorization policy: This policy defines how the data is regulated by various laws and standards. For example, GDPR or PCI DSS.
NEW QUESTION # 224
Which solution improves performance for frequently accessed fields?
- A. Data Categories
- B. External Objects
- C. Skinny Tables
- D. Big Objects
Answer: C
Explanation:
Skinny tables reduce joins and improve read performance.
NEW QUESTION # 225
What makes Skinny tables fast? Choose three answer
- A. They avoid resource intensive joins
- B. They support up to a max of 100 of columns
- C. They can contain fields from other objects
- D. Their tables are kept in sync with their source tables when the source tables are modified
- E. They do not include soft-deleted records
Answer: A,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 characteristics:
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 # 226
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