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Salesforce Data-Architect Exam Syllabus Topics:

SectionWeightObjectives
Master Data Management20%- Data cleansing techniques
- Identity resolution
- Data duplication and matching rules
Data Architecture20%- Architecture patterns and design principles
- Archiving and data lifecycle management
- Performance tuning and optimization
- Governor limits and bulk processing
Data Integration15%- ETL tools and data migration strategies
- API-based integration (REST, SOAP, Bulk API)
- Real-time vs batch integration patterns
- Sharing rules impact on data integration
- Handling locks and parallelism during migration
Data Governance20%- Data quality standards and metrics
- Data stewardship roles and responsibilities
- Data retention and archiving policies
- Compliance and regulatory considerations
Data Modeling25%- Indexing strategies
- Large Data Volumes (LDV) design considerations
- Skinny tables for performance optimization
- Big Objects and external objects
- Normalization and denormalization strategies

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Salesforce Certified Data Architect Sample Questions (Q81-Q86):

NEW QUESTION # 81
A casino is implementing Salesforce and is planning to build a customer 360 degree view for a customer who visits its resorts. The casino currently maintains the following systems that record customer activity: L Point-of-sale system: All purchases for a customer
2. Salesforce; All customer service activity and sales activities for a customer
3. Mobile app: All bookings, preferences, and browser activity for a customer
4. Marketing: All email, SMS, and social campaigns for a customer
Customer service agents using Salesforee would like to view the activities from all four systems to provide support to customers. The information has to be current and real time.
What strategy should the data architect implement to satisfy this requirement?

Answer: D


NEW QUESTION # 82
Universal Containers (UC) is implementing its new Internet of Things technology, which consists of smart containers that provide information on container temperature and humidity updated every 10 minutes back to UC. There are roughly 10,000 containers equipped with this technology with the number expected to increase to 50,000 across the next five years. It is essential that Salesforce user have access to current and historical temperature and humidity data for each container. What is the recommended solution?

Answer: C


NEW QUESTION # 83
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: B,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 requirements1. The Description of each field provides a brief explanation of what the field is used for and why it is needed2. 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 requirements1. The Force.com IDE is an integrated development environment that allows developers to work with Salesforce metadata files and Apex code3. Source control is a system that tracks and manages changes to code and configuration files4. 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 # 84
UC needs to load a large volume of leads into salesforce on a weekly basis. During this process the validation rules are disabled.
What should a data architect recommend to ensure data quality is maintained in salesforce.

Answer: B

Explanation:
Ensuring the lead data is preprocessed for quality before loading into Salesforce is the best way to maintain data quality2. Activating validation rules after the load or developing a custom Apex batch process may not catch all the errors or may require additional time and resources. Allowing validation rules to be activated during the load may cause failures or delays.


NEW QUESTION # 85
Universal Containers (UC) has implemented Sales Cloud for its entire sales organization, UC has built a custom object called projects_c that stores customers project detail and employee bitable hours.
The following requirements are needed:
A subnet of individuals from the finance team will need to access to the projects object for reporting and adjusting employee utilization.
The finance users will not access to any sales objects, but they will need to interact with the custom object.
Which license type a data architect recommend for the finance team that best meets the requirements?

Answer: B


NEW QUESTION # 86
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