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| Section | Objectives |
|---|
| Large Data Volume and Performance | - Scalability considerations
- 1. Bulk data processing strategies
- 2. Indexing and query optimization
|
| Master Data Management (MDM) | - MDM architecture
- 1. Data synchronization approaches
- 2. Golden record design
|
| Data Integration | - Integration patterns
- 1. ETL vs real-time integration
- 2. API-based integration strategies
- Salesforce integration tools
- 1. MuleSoft and REST/SOAP APIs
- 2. Platform events and change data capture
|
| Data Governance and Management | - Data quality management
- 1. Deduplication strategies
- 2. Data validation rules
- Security and compliance
- 1. Data access controls
- 2. Regulatory compliance considerations
|
| Data Modeling and Database Design | - Data modeling concepts
- 1. Normalization and denormalization strategies
- 2. Relational vs. non-relational data design
- Salesforce data model design
- 1. Schema design for scalability
- 2. Standard and custom objects usage
|
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Data-Architect Test Questions - Reliable Data-Architect Exam Papers
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Salesforce Certified Data Architect Sample Questions (Q205-Q210):
NEW QUESTION # 205
A customer is operating in a highly reputated industry and is planning to implement SF. The customer information maintained in SF, includes the following:
Personally, identifiable information (PII)
IP restrictions on profiles organized by Geographic location
Financial records that need to be private and accessible only by the assigned Sales associate.
User should not be allowed to export information from Salesforce.
Enterprise security has mandate access to be restricted to users within a specific geography and detail monitoring of user activity. Which 3 Salesforce shield capabilities should a data architect recommend? Choose
3 answers:
- A. Event monitoring to monitor all user activities
- B. Encrypt Sensitive Customer information maintained in SF.
- C. Prevent Sales users access to customer PII information
- D. Transaction security policies to prevent export of SF Data.
- E. Restrict access to SF from users outside specific geography
Answer: B,D,E
Explanation:
The best Salesforce Shield capabilities for the customer are to restrict access to SF from users outside specific geography, implement transaction security policies to prevent export of SF data, and encrypt sensitive customer information maintained in SF. Salesforce Shield is a set of security features that help protect enterprise data on the Salesforce platform. It includes three components: Event Monitoring, Platform Encryption, and Field Audit Trail. Restricting access to SF from users outside specific geography can be done using network-based security features, such as IP whitelisting or VPN. Transaction security policies can be used to define actions or notifications based on user behavior patterns, such as exporting data or logging in from an unknown device. Platform Encryption can be used to encrypt data at rest using a tenant secret key that is controlled by the customer.
NEW QUESTION # 206
Universal Containers is looking to use Salesforce to manage their sales organization. They will be migrating legacy account data from two aging systems into Salesforce. Which two design considerations should an architect take to minimize data duplication? Choose 2 answers
- A. Import the data concurrently.
- B. Clean data before importing to Salesforce.
- C. Use Salesforce matching and duplicate rules.
- D. Use a workflow to check and prevent duplicates.
Answer: B,C
NEW QUESTION # 207
UC is rolling out Sales App globally to bring sales teams together on one platform. UC expects millions of opportunities and accounts to be creates and is concerned about the performance of the application.
Which 3 recommendations should the data architect make to avoid the data skew? Choose 3 answers.
- A. Limit assigning one user 10000 records ownership.
- B. Assign 10000 opportunities to one account.
- C. Limit associating 10000 records looking up to same records.
- D. Use picklist fields rather than lookup to custom object.
- E. Limit associating 10000 opportunities to one account.
Answer: A,E
NEW QUESTION # 208
Universal Containers (UC) is in the process of selling half of its company. As part of this split, UC's main Salesforce org will be divided into two org:org A and org B, UC has delivered these requirements to its data architect
1. The data model for Org B will drastically change with different objects, fields, and picklist values.
2. Three million records will need to be migrated from org A to org B for compliance reasons.
3. The migrate will need occur within the next two month, prior to be split.
Which migrate strategy should a data architect use to successfully migrate the date?
- A. Use Data Loader for export and Data Import Wizard for import
- B. use as ETL tool to orchestrate the migration.
- C. Use the Salesforces CLI to query, export, and import
- D. Write a script to use the Bulk API
Answer: D
NEW QUESTION # 209
A large retail B2C customer wants to build a 360 view of its customer for its call center agents. The customer interaction is currently maintained in the following system:
1. Salesforce CRM
3. Customer Master Data management (MDM)
4. Contract Management system
5. Marketing solution
What should a data architect recommend that would help upgrade uniquely identify customer across multiple systems:
- A. Create a customer data base and use this id in all systems.
- B. Create a custom object that will serve as a cross reference for the customer id.
- C. Store the salesforce id in all the solutions to identify the customer.
- D. Create a custom field as external id to maintain the customer Id from the MDM solution.
Answer: D
Explanation:
To help uniquely identify customer across multiple systems, a data architect should recommend creating a custom field as external ID to maintain the customer ID from the MDM solution. An external ID is a custom field that has the "External ID" attribute enabled, which means that it contains unique record identifiers from a system outside of Salesforce. By using the customer ID from the MDM solution as an external ID in Salesforce CRM, Contract Management system, and Marketing solution, the data architect can ensure that each customer can be easily identified and integrated across these systems. Option A is incorrect because storing the Salesforce ID in all the solutions to identify the customer will not work if the customer records are created or updated in other systems besides Salesforce CRM. Option B is incorrect because creating a custom object that will serve as a cross reference for the customer ID will require additional configuration effort and may not be consistent with the actual customer records in each system. Option C is incorrect because creating a customer database and using this ID in all systems will require additional infrastructure cost and maintenance effort.
NEW QUESTION # 210
......
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