Salesforce Data Management

A company is migrating 50 million records into Salesforce. They need to ensure data integrity while minimizing API consumption. Which strategy is most efficient for a one-time bulk data load?

Refer to the exhibit. An architect is reviewing an error log from a high-volume data load. Which pattern should be implemented to resolve this limit violation?

When designing a master data management (MDM) strategy for Salesforce, which THREE factors are critical to preventing duplicate data across the enterprise? (Select THREE)

Which tool should an architect select to perform a one-time migration of complex, relational data while maintaining parent-child relationships?

Refer to the exhibit. What is the primary benefit of configuring a field with these settings for data integration?

A bank requires a full audit trail of all record changes for compliance. What is the most effective way to track changes to sensitive fields?

Which security feature should an architect use to restrict access to sensitive fields based on a user's role?

An organization needs to integrate Salesforce with a legacy system that does not support modern authentication. What is the most secure architectural approach?

A company requires real-time reporting on millions of records. Which architecture enables this while minimizing impact on production database performance?

An enterprise organization is experiencing frequent data skew issues on the Account object, leading to severe record locking and performance degradation during parallel batch updates. What is the primary architectural cause of Account data skew in Salesforce?

Universal Containers is importing 5 million child records into a custom object using the Bulk API in parallel mode. The load frequently fails due to UNABLE_TO_LOCK_ROW errors because many child records share the same parent account. Which strategy should the architect recommend to resolve this failure?

A financial services firm needs to load 20 million records into an object with a complex sharing model involving many Sharing Rules and Role Hierarchy levels. To minimize the time taken for the data load and avoid performance degradation, which feature should the architect utilize?

Refer to the exhibit. An architect is reviewing a JSON configuration for a data load into a Big Object. Which statement correctly describes a requirement for successfully loading data into this specific object type?

Universal Containers needs to access real-time order data stored in an external legacy ERP system within Salesforce without storing the data locally. Which Salesforce feature is most appropriate for this data management requirement?

Universal Containers uses a Big Object named 'Log__b' to store audit trails. They need to generate a report that aggregates this data weekly for compliance. Standard SOQL queries are failing due to the volume of records. What should the architect recommend?

A healthcare company must retain patient interaction records for 10 years for regulatory compliance. However, records older than 2 years are rarely accessed and are causing performance issues in the live Org. Which TWO strategies should an architect recommend?

Refer to the exhibit. An architect is using the Salesforce CLI to perform a high-volume data upsert. What is the significance of the '-i Legacy_ID__c' parameter in this command?

Universal Containers needs to provide a Full Sandbox for testing, but they must ensure that sensitive customer data like Social Security Numbers and Credit Card details are not visible to developers. Which solution is most appropriate?

Universal Containers is classifying their data based on sensitivity levels (e.g., Public, Internal, Confidential, Restricted). Which Salesforce feature allows them to record this classification directly on the field definition?

A Data Architect is tasked with cleaning up duplicate records in a large Salesforce organization. The duplicates have been identified across multiple objects. What is the most effective approach to maintain data integrity during this process?

When designing a large-scale data architecture, what is the primary consideration regarding the 'Skinny Table' feature in Salesforce?

Refer to the exhibit. An integration user is encountering record locking errors during high-volume data updates. What is the most effective technical solution to resolve this contention?

A Data Architect is designing a strategy to manage 'soft-deleted' data in a Salesforce instance. The requirement is to maintain data for seven years, but only show active records in standard views. What is the most recommended approach?

A company is experiencing slow performance on reports that join multiple objects with millions of records. What architectural change should the Data Architect propose first to improve report performance?

A Data Architect needs to implement a field-level security strategy where PII is visible only to the 'HR' profile. However, other profiles need to run reports on the account data without seeing the PII. What is the correct way to handle this?

When evaluating external data integration, which THREE architectural patterns should a Data Architect consider to minimize the impact on Salesforce governor limits?

A Data Architect is designing a disaster recovery plan. Which data elements must be explicitly backed up outside of Salesforce to ensure business continuity?

Universal Containers wants to ensure data quality by preventing the creation of duplicate Leads from various sources. The architect recommends matching rules and duplicate rules. Which action should the architect take to ensure that users are alerted to potential duplicates during manual entry while blocking automated integrations?

An organization is consolidating multiple legacy systems into Salesforce. They need to track the lineage of data records back to their source systems for audit purposes. What is the recommended strategy for maintaining data lineage?

Universal Containers has a custom object Invoice__c with 8 million records. Users report that list views and reports filtering on the Invoice_Status__c picklist field are slow. The field is not indexed. What should the data architect do to improve query performance?

A Data Architect is designing a data retention policy for a custom object that stores transaction records. The object has a master-detail relationship to Account and contains over 50 million records. The business requires that records older than 7 years be automatically deleted, but they must be archived first for compliance. Which approach should the architect recommend?

A data architect is designing a data retention policy for a custom object Event_Log__c that stores 20 million records per year. The business requires that records older than 2 years be archived but still accessible for occasional reporting. What is the most appropriate approach?

A data architect is implementing a data governance strategy for a Salesforce org with multiple business units. The requirement is to ensure that data stewards can define and enforce data quality rules centrally, and that users are alerted when they attempt to save records that violate these rules. Which feature should be used?

A Data Architect is designing a data governance strategy for a Salesforce org that integrates with multiple external systems. The architect needs to ensure data quality and consistency across systems. Which two practices should be implemented? (Choose two.)

Cloud Kicks is ingesting 20 million Account records nightly from an external ERP into Salesforce using the Bulk API 2.0. The ERP also updates existing records. During testing, the data architect observes that some records are duplicated because the external system's unique identifier is not enforced in Salesforce. Which solution should the architect implement to prevent duplicates during the nightly load?

Universal Containers has a custom object Order__c with 10 million records. The object has a lookup relationship to Account. A data architect needs to create a report that shows the total order amount per account for the last fiscal year. The report must be accessible to 500 users and should load in under 10 seconds. Which solution should the architect recommend?

A data architect is designing a data retention policy for a custom object Event_Log__c that stores 20 million records per year. The business requires that records older than two years be archived to an external system but remain accessible for audit purposes. What is the most appropriate approach to meet these requirements while minimizing storage costs?

Universal Containers is implementing a data retention strategy for a custom object called Invoice__c that stores 120 million records. They need to archive records older than seven years to an external system while keeping the most recent records immediately accessible in Salesforce. Compliance requires that archived records remain queryable for audit purposes without impacting Salesforce performance. Which two Salesforce features should the architect recommend to meet these requirements? (Choose two.)

Universal Containers is implementing a data governance framework. They need to ensure that data quality is maintained across multiple business units. Which two practices should the data architect recommend to enforce data quality at the point of entry? (Choose two.)

A data architect needs to ensure that when a user updates a field on a custom object, a related record on another object is automatically updated to reflect the change. The architect wants to avoid writing code. Which declarative feature should be used?

Universal Containers wants to ensure that when a user updates a field on an Account record, the change is captured and stored for auditing purposes. The solution must be configurable without writing code and must retain field history for up to 18 months. What should a data architect implement?

A data architect at a healthcare company needs to ensure that only authorized users can view sensitive patient information stored in custom fields on the Patient__c object. The organization uses a role hierarchy and profiles. Which feature should the architect use to restrict access to these fields?

A Salesforce architect is designing a data integration strategy to synchronize 5 million records daily from an external ERP system into Salesforce. The integration must handle upserts, minimize API calls, and avoid governor limits. The external system can provide data in CSV format and supports REST APIs. Which approach should the architect recommend?