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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Large Data Volume Considerations	20%	- Performance and scalability 1. Handling millions of records 2. Avoiding and resolving data skew 3. Governor limits and bulk processing - Storage and optimization 1. Archiving and off-platform storage 2. Storage limits and management 3. Performance tuning techniques
Topic 2: Data Integration and Master Data Management	10%	- Master data management 1. Data synchronization and consistency 2. Single source of truth design 3. MDM strategy and implementation - Integration patterns and tools 1. Real-time vs batch integration 2. REST, SOAP, and Bulk API usage 3. External data sources and objects
Topic 3: Data Modeling and Database Design	25%	- Design scalable data models 1. Custom and standard object design 2. Object relationships and cardinality 3. Data model optimization for performance - Indexing and data structure 1. Standard and custom indexes 2. Query optimization strategies 3. Skinny tables and big objects
Topic 4: Salesforce Data Management	25%	- Data import and export strategies 1. Tools: Data Loader, Import Wizard, Bulk API 2. Migration planning and execution 3. Data validation and cleansing - Sharing and visibility design 1. Sharing rules, manual sharing, Apex sharing 2. Organization-wide defaults, role hierarchy 3. Data access and security model
Topic 5: Data Governance and Compliance	20%	- Data lifecycle management 1. Data classification and handling 2. Data retention and archiving policies 3. Data privacy and security - Data governance framework 1. Compliance and regulatory requirements 2. Data quality standards 3. Data stewardship and ownership

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Salesforce Certified Data Architect Data-Architect Prüfungsfragen mit Lösungen (Q42-Q47):

42. Frage
Northern Trail Outfitters (NTO) wants to capture a list of customers that have bought a particular product. The solution architect has recommended to create a custom object for product, and to create a lookup relationship between its customers and its products.
Products will be modeled as a custom object (NTO_ Product__ c) and customers are modeled as person accounts. Every NTO product may have millions of customers looking up a single product, resulting in a lookup skew.
What should a data architect suggest to mitigate Issues related to lookup skew?

A. Create multiple similar products and distribute the skew across those products.
B. Select Clear the value of this field option while configuring the lookup relationship.
C. Create a custom object to maintain the relationship between products and customers.
D. Change the lookup relationship to master-detail relationship.

Antwort: A

43. Frage
A large automobile company has implemented Salesforce for its sales associates. Leads flow from its website to Salesforce using a batch integration in Salesforce. The batch job converts the leads to Accounts in Salesforce. Customers visiting their retail stores are also created in Salesforce as Accounts.
The company has noticed a large number of duplicate Accounts in Salesforce. On analysis, it was found that certain customers could interact with its website and also visit the store. The sales associates use Global Search to search for customers in Salesforce before they create the customers.
Which option should a data architect choose to implement to avoid duplicates?

A. Develop an Apex class that searches for duplicates and removes them nightly.
B. Build a custom search functionality that allows sales associates to search for customer in real time upon visiting their retail stores.
C. leverage duplicate rules in Salesforce to validate duplicates during the account creation process.
D. Implement an MDM solution to validate the customer information before creating Salesforce.

Antwort: C

Begründung:
Leveraging duplicate rules in Salesforce to validate duplicates during the account creation process (option A) is the best option to implement to avoid duplicates, as it allows the sales associates to identify and merge duplicate accounts before they are saved. Developing an Apex class that searches for duplicates and removes them nightly (option B) is not a good option, as it may cause data loss or conflicts, and it does not prevent duplicates from being created in the first place. Implementing an MDM solution to validate the customer information before creating Salesforce (option C) is also not a good option, as it may introduce additional complexity and cost, and it does not address the issue of customers interacting with both the website and the store. Building a custom search functionality that allows sales associates to search for customer in real time upon visiting their retail stores (option D) is also not a good option, as it may not be reliable or user-friendly, and it does not leverage the existing Global Search feature.

44. Frage
UC has large amount of orders coming in from its online portal. Historically all order are assigned to a generic user.
Which 2 measures should data architect recommend to avoid any performance issues while working with large number of order records? Choose 2 answers:

A. Create a pool of generic users and distribute the assignment of memory to the pool of users.
B. Clear the role field in the generic user record.
C. Salesforce handles the assignment of orders automatically and there is no performance impact.
D. Create a role at top of role hierarchy and assign the role to the generic user.

Antwort: B,D

45. Frage
Northern Trail Outfitters Is planning to build a consent form to record customer authorization for marketing purposes.
What should a data architect recommend to fulfill this requirement?

A. Utilize the Authorization Form Consent object to capture the consent.
B. Create a custom object to maintain the authorization.
C. Use AppExchange solution to address the requirement.
D. Use custom fields to capture the authorization details.

Antwort: A

Begründung:
The Authorization Form Consent object is a standard object that allows you to capture customer consent for marketing purposes. It has fields such as Consent Captured Date, Consent Captured Source, Consent Description, and Consent Status. You can use this object to create consent forms and track customer responses. This is the best option to fulfill the requirement, as it does not require any custom development or external solution.

46. Frage
Universal containers is implementing Salesforce lead management. UC Procure lead data from multiple sources and would like to make sure lead data as company profile and location information. Which solution should a data architect recommend to make sure lead data has both profile and location information? Option

A. Ask sales people to search for populating company profile and location data
B. Leverage external data providers populate company profile and location data
C. Export data out of Salesforce and send to another team to populate company profile and location data
D. Run reports to identify records which does not have company profile and location data

Antwort: B

Begründung:
The best solution to make sure lead data has both profile and location information is to leverage external data providers to populate company profile and location data. This is because external data providers can enrich lead data with additional information from third-party sources, such as Dun & Bradstreet, ZoomInfo, or Clearbit. This can help improve lead quality, segmentation, and conversion. Salesforce supports integrating with external data providers using Data.com Clean or other AppExchange solutions2. Asking sales people to search for populating company profile and location data is inefficient and prone to errors. Running reports to identify records which do not have company profile and location data is useful, but does not solve the problem of how to populate the missing data. Exporting data out of Salesforce and sending to another team to populate company profile and location data is cumbersome and time-consuming.

47. Frage
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