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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q159-Q164):

NEW QUESTION # 159
A customer wishes to migrate 700,000 Account records in a single migration into Salesforce. What is the recommended solution to migrate these records while minimizing migration time?

A. Use Salesforce Bulk API in parallel mode.
B. Use Salesforce Soap API in serial mode.
C. Use Salesforce Soap API in parallel mode.
D. Use Salesforce Bulk API in serial mode.

Answer: A

NEW QUESTION # 160
Universal Containers (UC) has a very large and complex Salesforce org with hundreds of validation rules and triggers. The triggers are responsible for system updates and data manipulation as records are created or updates by users. A majority of the automation tool within UC'' org were not designed to run during a data load. UC is importing 100,000 records into Salesforce across several objects over the weekend.
What should a data architect do to mitigate any unwanted results during the import?

A. Ensure duplication and matching rules and defined.
B. Bulkily the trigger to handle import leads.
C. Ensure validation rules, triggers and other automation tools are disabled.
D. Import the data in smaller batches over a 24-hour period.

Answer: C

NEW QUESTION # 161
North Trail Outfitters (NTD) is in the process of evaluating big objects to store large amounts of asset data from an external system. NTO will need to report on this asset data weekly.
Which two native tools should a data architect recommend to achieve this reporting requirement?

A. Async SOQL with a custom object
B. Einstein Analytics
C. Standard SOQL queries
D. Standard reports and dashboards

Answer: A,B

Explanation:
Async SOQL with a custom object (option B) and Einstein Analytics (option D) are the two native tools that can be used to report on big object data. Async SOQL allows querying big object data and storing the results in a custom object, which can then be used for reporting. Einstein Analytics can connect to big object data sources and provide advanced analytics and visualization features. Standard reports and dashboards (option A) and standard SOQL queries (option C) cannot be used to report on big object data, as they do not support big object fields

NEW QUESTION # 162
Universal Containers is integrating a new Opportunity engagement system with Salesforce. According to their Master Data Management strategy, Salesforce is the system of record for Account, Contact, and Opportunity dat a. However, there does seem to be valuable Opportunity data in the new system that potentially conflicts with what is stored in Salesforce. What is the recommended course of action to appropriately integrate this new system?

A. The MDM strategy defines Salesforce as the system of record, so Salesforce Opportunity values prevail in all conflicts.
B. Stakeholders should be brought together to discuss the appropriate data strategy moving forward.
C. A policy should be adopted so that the system whose record was most recently updated should prevail in conflicts.
D. The Opportunity engagement system should become the system of record for Opportunity records.

Answer: B

NEW QUESTION # 163
Universal Container require all customers to provide either a phone number of an email address when registering for an account.
What should the data architect use to ensure this requirement is met?

A. Process Builder
B. Apex Class
C. required Fields
D. validation Rule

Answer: D

Explanation:
Using a validation rule is the best way to ensure that all customers provide either a phone number or an email address when registering for an account, as it allows defining a formula that evaluates whether a record meets certain criteria. Using required fields may not work if both phone number and email address are required.
Using an Apex class or a Process Builder may be more complex or cumbersome than using a validation rule.

NEW QUESTION # 164
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