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| Section | Weight | Objectives |
|---|---|---|
| Data Integration | 15% | - Real-time vs batch integration patterns - ETL tools and data migration strategies - Handling locks and parallelism during migration - Sharing rules impact on data integration - API-based integration (REST, SOAP, Bulk API) |
| Master Data Management | 20% | - Data duplication and matching rules - Identity resolution - Data cleansing techniques |
| Data Architecture | 20% | - Performance tuning and optimization - Architecture patterns and design principles - Archiving and data lifecycle management - Governor limits and bulk processing |
| Data Modeling | 25% | - Large Data Volumes (LDV) design considerations - Normalization and denormalization strategies - Big Objects and external objects - Indexing strategies - Skinny tables for performance optimization |
| Data Governance | 20% | - Compliance and regulatory considerations - Data stewardship roles and responsibilities - Data quality standards and metrics - Data retention and archiving policies |
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NEW QUESTION # 124
NTO has multiple systems across its enterprise landscape including salesforce, with disparate version the customer records.
In salesforce, the customer is represented by the contact object.
NTO utilizes an MDM solution with these attributes:
1. The MDM solution keeps track of customer master with a master key.
2. The master key is a map to the record ID's from each external system that customer data is stored within.
3. The MDM solution provides de-duplication features, so it acts as the single source of truth.
How should a data architect implement the storage of master key within salesforce?
Answer: C
NEW QUESTION # 125
Universal Containers is setting up an external Business Intelligence (BI) system and wants to extract
1,000,000 Contact records. What should be recommended to avoid timeouts during the export process?
Answer: D
Explanation:
According to the exam guide, one of the objectives is to " describe the use cases and considerations for using various tools and techniques for data migration (for example, Data Loader, Bulk API) " 1 . This implies that option B is the correct way to extract large volumes of data from Salesforce. The Bulk API is designed to handle large-scale data operations and avoid timeouts. Option A is not correct because the SOAP API is not optimized for large data sets and may encounter limits. Option C is not correct because GZIP compression does not prevent timeouts, but rather reduces the size of the data transferred. Option D is not correct because Batch Apex is used to process records asynchronously in Salesforce, not to export data to an external system.
NEW QUESTION # 126
Universal Container require all customers to provide either a phone number of an email address when registering for an account.
What should the data architect use to ensure this requirement is met?
Answer: B
Explanation:
Using a validation rule is the best way to ensure that all customers provide either a phone number or an email address when registering for an account, as it allows defining a formula that evaluates whether a record meets certain criteria. Using required fields may not work if both phone number and email address are required. Using an Apex class or a Process Builder may be more complex or cumbersome than using a validation rule.
NEW QUESTION # 127
UC has the following system:
Billing system.
Customer support system.
CRM system.
US has been having trouble with business intelligence across the different systems. Recently US implemented a master data management (MDM) solution that will be the system of truth for the customer records.
Which MDM data element is needed to allow reporting across these systems?
Answer: C
Explanation:
The correct answer is A, global unique customer number. A global unique customer number is a data element that can uniquely identify each customer across different systems. It can be used as a key to link customer records from different sources and enable reporting across these systems. Email address, phone number, and full name are not reliable or consistent identifiers for customers, as they can change over time or be shared by multiple customers.
NEW QUESTION # 128
Universal Containers keeps its Account data in Salesforce and its Invoice data in a third -party ERP system. They have connected the Invoice data through a Salesforce external object. They want data from both Accounts and Invoices visible in one report in one place. What two approaches should an architect suggest for achieving this solution? Choose 2 answers
Answer: B,C
Explanation:
Creating a report in an external system combining Salesforce Account data and Invoice data from the ERP, and creating a Visualforce page combining Salesforce Account data and Invoice external object data are two approaches that an architect can suggest for achieving this solution. Both of these approaches can display data from both Accounts and Invoices in one place, using either an external reporting tool or a custom web page. Creating a report combining data from the Account standard object and the Invoices external object is not possible because Salesforce does not support reporting on external objects. Creating a separate Salesforce report for Accounts and Invoices and combining them in a dashboard is not ideal because it will not show the data in one report, but rather in two separate components.
NEW QUESTION # 129
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