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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q170-Q175):

NEW QUESTION # 170
Universal Containers (UC) has a complex system landscape and is implementing a data governance program for the first time Which two first steps would be appropriate for UC to initiate an assessment of data architecture? Choose 2 answers

A. Engage with executive sponsorship to assess enterprise data strategy and goals.
B. Engage with business units and IT to assess current operational systems and data models.
C. Engage with database administrators to assess current database performance metrics.
D. Engage with IT program managers to assess current velocity of projects in the pipeline.

Answer: A,B

Explanation:
Engaging with executive sponsorship to assess enterprise data strategy and goals, and engaging with business units and IT to assess current operational systems and data models are two first steps that would be appropriate for UC to initiate an assessment of data architecture. These steps will help to understand the current state of data management, the business needs and expectations, and the gaps and opportunities for improvement. Engaging with IT program managers to assess current velocity of projects in the pipeline, and engaging with database administrators to assess current database performance metrics are not relevant steps for assessing data architecture, as they are more related to project management and technical performance.

NEW QUESTION # 171
NTO has outgrown its current salesforce org and will be migrating to new org shortly. As part of this process NTO will be migrating all of its metadata and dat a. NTO's data model in the source org has a complex relationship hierarchy with several master detail and lookup relationships across objects, which should be maintained in target org.
What 3 things should a data architect do to maintain the relationship hierarchy during migration?
Choose 3 answers:

A. Redefine the master detail relationship fields to lookup relationship fields in the target org.
B. Replace source record ID's with new record ID's from the target org in the import file.
C. Create a external id field for each object in the target org and map source record ID's to this field.
D. Use data loader to export the data from source org and then import or Upsert into the target org in sequential order.
E. Keep the relationship fields populated with the source record ID's in the import file.

Answer: B,C,D

NEW QUESTION # 172
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

A. Review the setup audit trail for configuration changes.
B. Put the business purpose in the Description of each field.
C. Use the Force.com IDE to save the metadata files in source control.
D. Maintain a data dictionary with the justification for each field.

Answer: B,C

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 requirements 1 . The Description of each field provides a brief explanation of what the field is used for and why it is needed 2 . 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 requirements 1 . The Force.com IDE is an integrated development environment that allows developers to work with Salesforce metadata files and Apex code 3 . Source control is a system that tracks and manages changes to code and configuration files 4 .
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 # 173
Universal Containers (UC) requires 2 years of customer related cases to be available on SF for operational reporting. Any cases older than 2 years and upto 7 years need to be available on demand to the Service agents. UC creates 5 million cases per yr.
Which 2 data archiving strategies should a data architect recommend? Choose 2 options:

A. Sync cases older than 2 years to an external database, and provide access to Service agents to the database
B. Use custom objects for cases older than 2 years and use nightly batch to move them.
C. Use Big objects for cases older than 2 years, and use nightly batch to move them.
D. Use Heroku and external objects to display cases older than 2 years and bulk API to hard delete from Salesforce.

Answer: C,D

NEW QUESTION # 174
UC is planning a massive SF implementation with large volumes of dat
a. As part of the org's implementation, several roles, territories, groups, and sharing rules have been configured. The data architect has been tasked with loading all of the required data, including user data, in a timely manner.
What should a data architect do to minimize data load times due to system calculations?

A. Enable defer sharing calculations, and suspend sharing rule calculations
B. Leverage the Bulk API and concurrent processing with multiple batches
C. Enable granular locking to avoid "UNABLE _TO_LOCK_ROW" error.
D. Load the data through data loader, and turn on parallel processing.

Answer: A

NEW QUESTION # 175
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