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| Section | Weight | Objectives |
|---|---|---|
| Data Integration | 15% | - Real-time vs batch integration patterns - Handling locks and parallelism during migration - Sharing rules impact on data integration - ETL tools and data migration strategies - API-based integration (REST, SOAP, Bulk API) |
| Data Modeling | 25% | - Large Data Volumes (LDV) design considerations - Skinny tables for performance optimization - Indexing strategies - Big Objects and external objects - Normalization and denormalization strategies |
| 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 retention and archiving policies - Data stewardship roles and responsibilities - Data quality standards and metrics - Compliance and regulatory considerations |
| Master Data Management | 20% | - Data duplication and matching rules - Data cleansing techniques - Identity resolution |
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NEW QUESTION # 132
Which two aspects of data does an Enterprise data governance program aim to improve?
Answer: B,D
NEW QUESTION # 133
Universal Containers (UC) has 1,000 accounts and 50,000 opportunities. UC has an enterprise security requirement to export all sales data outside of Salesforce on a weekly basis. The security requirement also calls for exporting key operational data that includes events such as file downloads, logins, logouts, etc.
Which two recommended approaches would address the above requirement?
Answer: C,D
Explanation:
Using Weekly Export to extract transactional data to on-premise systems and using Event Monitoring to extract event data to on-premise systems are two recommended approaches that would address the security requirement of UC. Weekly Export is a built-in feature that allows UC to download a zip file of their Salesforce data on a weekly basis. Event Monitoring is a tool that allows UC to access detailed information about various events that occur in their Salesforce org, such as logins, logouts, file downloads, etc.
NEW QUESTION # 134
As part of a phased Salesforce rollout. there will be 3 deployments spread out over the year. The requirements have been carefully documented. Which two methods should an architect use to trace back configuration changes to the detailed requirements? Choose 2 answers
Answer: A,D
Explanation:
Option B is correct because putting the business purpose in the Description of each field is a method that an architect can use to trace back configuration changes to the detailed requirements 1 . The Description of each field provides a brief explanation of what the field is used for and why it is needed 2 . Option D is correct because using the Force.com IDE to save the metadata files in source control is another method that an architect can use to trace back configuration changes to the detailed requirements 1 . The Force.com IDE is an integrated development environment that allows developers to work with Salesforce metadata files and Apex code 3 . Source control is a system that tracks and manages changes to code and configuration files 4 .
Option A is not correct because reviewing the setup audit trail for configuration changes is not a method to trace back configuration changes to the detailed requirements, but a way to monitor and audit the changes made in the setup area. Option C is not correct because maintaining a data dictionary with the justification for each field is not a method to trace back configuration changes to the detailed requirements, but a document that provides information about the data entities and attributes in a system.
NEW QUESTION # 135
UC is migrating individual customers (B2C) data from legacy systems to SF. There are millions of customers stored as accounts and contacts in legacy database.
Which object model should a data architect configure within SF?
Answer: C
Explanation:
The best object model to configure within SF for migrating individual customers (B2C) data from legacy systems is to leverage person account object in Salesforce. Person accounts are a special type of accounts that store information about individual people by combining certain account and con tact fields into a single record
4 . Person accounts are useful for B2C scenarios where there is no need to associate a company name with a contact. Person accounts also support standard Salesforce features and functionality, such as leads, campaigns, reports, dashboards, etc 5 . Leverage custom person account object in SF is not a good option because there is no such thing as a custom person account object. Leverage custom account and contact object in SF is not a good option because it would require creating and maintaining additional objects and fields that may not be necessary or compatible with standard Salesforce features. Leverage standard account and contact object in SF is not a good option because it would require filling in dummy values for the account name field, which is mandatory for standard accounts.
NEW QUESTION # 136
Universal Container has a Sales Cloud implementation for a sales team and an enterprise resource planning (ERP) as a customer master Sales team are complaining about duplicate account and data quality issues with account data.
Which two solutions should a data architect recommend to resolve the complaints?
Answer: A,D
Explanation:
Integrating Salesforce with ERP and making ERP the system of truth (option B) and implementing a de-dupe solution and establishing account ownership in Salesforce (option D) are the two solutions that a data architect should recommend to resolve the complaints. Option B ensures that account data is consistent and accurate across both systems, while option D prevents duplicate records and clarifies who owns each account in Salesforce. Building a nightly batch job to de-dupe data and merge account records (option A) is not a good solution, as it does not address the root cause of the duplication and may result in data loss or conflicts. Building a nightly sync job from ERP to Salesforce (option C) is also not sufficient, as it does not prevent duplication or establish ownership in Salesforce.
NEW QUESTION # 137
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