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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q109-Q114):

NEW QUESTION # 109
Universal Containers (UC) is concerned about the accuracy of their Customer information in Salesforce. They have recently created an enterprise-wide trusted source MDM for Customer data which they have certified to be accurate. UC has over 20 million unique customer records in the trusted source and Salesforce. What should an Architect recommend to ensure the data in Salesforce is identical to the MDM?

A. Leave the data in Salesforce alone and assume that it will auto-correct itself over time.
B. Extract the Salesforce data into Excel and manually compare this against the trusted source.
C. Load the Trusted Source data into Salesforce and run an Apex Batch job to find difference.
D. Use an AppExchange package for Data Quality to match Salesforce data against the Trusted source.

Answer: D

Explanation:
Using an AppExchange package for Data Quality is a good way to match Salesforce data against a trusted source, such as an MDM system. You can use tools like Cloudingo, DupeCatcher, or DemandTools to identify and merge duplicate records, standardize data formats, and enrich data with external sources

NEW QUESTION # 110
UC is preparing to implement sales cloud and would like to its users to have read only access to an account record if they have access to its child opportunity record. How would a data architect implement this sharing requirement between objects?

A. Create an owner-based sharing rule.
B. Add appropriate users to the account team.
C. Create a criteria-based sharing rule.
D. Implicit sharing will automatically handle with standard functionality.

Answer: D

NEW QUESTION # 111
Universal Containers wishes to maintain Lead data from Leads even after they are deleted and cleared from the Recycle Bin. What approach should be implemented to achieve this solution?

A. Query Salesforce with the queryAll API method or using the ALL ROWS SOQL keywords.
B. Send data to a Data Warehouse and mark Leads as deleted in that system.
C. Use a Converted Lead report to display data on Leads that have been deleted.
D. Use a Lead standard report and filter on the IsDeleted standard field.

Answer: B

NEW QUESTION # 112
(NTO) has multiple salesforce orgs based on geographical reports (AMER, EMEA, APAC). NTO products are in the AMER org and need to be created in the EMEA and APAC after the products are approved.
Which two features should a data architect recommend to share records between salesforce orgs? Choose 2.

A. Federation search
B. Salesforce 2 Salesforce
C. Change data capture (CDC)
D. Salesforce connect.

Answer: B,C

NEW QUESTION # 113
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. Use AppExchange solution to address the requirement.
C. Create a custom object to maintain the authorization.
D. Use custom fields to capture the authorization details.

Answer: A

Explanation:
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.

NEW QUESTION # 114
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