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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Master Data Management	20%	- Identity resolution - Data cleansing techniques - Data duplication and matching rules
Data Architecture	20%	- Architecture patterns and design principles - Governor limits and bulk processing - Archiving and data lifecycle management - Performance tuning and optimization
Data Governance	20%	- Data quality standards and metrics - Data retention and archiving policies - Compliance and regulatory considerations - Data stewardship roles and responsibilities
Data Integration	15%	- ETL tools and data migration strategies - Sharing rules impact on data integration - API-based integration (REST, SOAP, Bulk API) - Handling locks and parallelism during migration - Real-time vs batch integration patterns
Data Modeling	25%	- Normalization and denormalization strategies - Large Data Volumes (LDV) design considerations - Big Objects and external objects - Indexing strategies - Skinny tables for performance optimization

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Salesforce Certified Data Architect Sample Questions (Q34-Q39):

NEW QUESTION # 34
A casino is implementing salesforce and is planning to build a customer 360 view for a customer who visits its resorts. The casino currently maintained the following systems that records customer activity:
1.Point of sales system: All purchases for a customer.
2.Salesforce: All customer service activity and sales activity 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 salesforce would like to view the activities from all system to provide supports to customers. The information has to be current and real time.
What strategy should the data architect implement to satisfy this requirement?

A. Use a customer data mart to view the 360 view of customer.
B. Periodically upload summary information in salesforce to build 360 view.
C. Migrate customer activities from all 4 systems into salesforce.
D. Explore external data sources in salesforce to build 360 view of customer.

Answer: D

Explanation:
Exploring external data sources in Salesforce to build 360 view of customer is the best strategy to satisfy the requirement, as it allows real-time access to data from other systems without storing it in Salesforce3. Using a customer data mart may not provide real-time information or may require additional integration efforts.
Migrating customer activities from all 4 systems into Salesforce may exceed the storage limits or cause data quality issues. Periodically uploading summary information in Salesforce may not provide current or detailed information.

NEW QUESTION # 35
What makes Skinny tables fast? Choose three answers.

A. They do not include soft-deleted records
B. They avoid resource intensive joins
C. They can contain fields from other objects
D. Their tables are kept in sync with their source tables when the source tables are modified
E. They support up to a max of 100 of columns

Answer: A,B,D

Explanation:
Skinny tables are custom tables that contain frequently used fields from a standard or custom object. They are used to improve performance by reducing the number of database joins required for queries. Skinny tables have the following characteristics1:
They do not include soft-deleted records, which means they only contain active records and save space.
They avoid resource intensive joins by storing data from multiple objects in one table, which reduces the query time and complexity.
Their tables are kept in sync with their source tables when the source tables are modified, which ensures data consistency and accuracy.

NEW QUESTION # 36
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. Encrypt Sensitive Customer information maintained in SF.
B. Transaction security policies to prevent export of SF Data.
C. Event monitoring to monitor all user activities
D. Restrict access to SF from users outside specific geography
E. Prevent Sales users access to customer PII information

Answer: A,B,D

NEW QUESTION # 37
Universal Containers is experiencing frequent and persistent group membership locking issues that severely restricts its ability to manage manual and a automated updates at the same time.
What should a data architect do in order to restore the issue?

A. Enable defer sharing calculation
B. Enable implicit sharing
C. Enable parallel sharing rule calculation.
D. Enable granular locking

Answer: D

Explanation:
Enabling granular locking allows concurrent sharing rule calculations and group membership updates to run without locking each other1. This can help resolve the group membership locking issues that UC is experiencing.

NEW QUESTION # 38
Which two statements are accurate with respect to performance testing a Force.com application?

A. Application performance benchmarked in a sandbox can also be expected in production.
B. Applications with highly customized code or large volumes should be performance tested.
C. All Force.com applications must be performance tested in a sandbox as well as production.
D. A performance test plan must be created and submitted to Salesforce customer support.

Answer: B,D

NEW QUESTION # 39
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