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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Data Governance and Compliance	20%	- Data lifecycle management 1. Data retention and archiving policies 2. Data privacy and security 3. Data classification and handling - Data governance framework 1. Compliance and regulatory requirements 2. Data stewardship and ownership 3. Data quality standards
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
Large Data Volume Considerations	20%	- Performance and scalability 1. Avoiding and resolving data skew 2. Governor limits and bulk processing 3. Handling millions of records - Storage and optimization 1. Performance tuning techniques 2. Storage limits and management 3. Archiving and off-platform storage
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. External data sources and objects 3. Real-time vs batch integration
Data Modeling and Database Design	25%	- Design scalable data models 1. Custom and standard object design 2. Object relationships and cardinality 3. Data model optimization for performance - Indexing and data structure 1. Standard and custom indexes 2. Query optimization strategies 3. Skinny tables and big objects

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

NEW QUESTION # 170
A shipping and logistics company has created a large number of reports within Sales Cloud since Salesforce was introduced. Some of these reports analyze large amounts of data regarding the whereabouts of the company's containers, and they are starting to time out when users are trying to run the reports. What is a recommended approach to avoid these time-out issues?

A. Improve reporting performance by replacing the existing reports in Sales Cloud with new reports based on Analytics Cloud.
B. Improve reporting performance by creating a dashboard that is scheduled to run the reports only once per day.
C. Improve reporting performance by creating an Apex trigger for the Report object that will pre-fetch data before the report is run.
D. Improve reporting performance by creating a custom Visualforce report that is using a cache of the records in the report.

Answer: A

Explanation:
Improving reporting performance by replacing the existing reports in Sales Cloud with new reports based on Analytics Cloud can avoid the time-out issues by leveraging the power and scalability of Analytics Cloud. Analytics Cloud can handle large volumes of data and provide faster and more interactive reports than Sales Cloud .

NEW QUESTION # 171
Universal Containers (UC) management has identified a total of ten text fields on the Contact object as important to capture any changes made to these fields, such as who made the change, when they made the change, what is the old value, and what is the new value. UC needs to be able to report on these field data changes within Salesforce for the past 3 months. What are two approaches that will meet this requirement?
Choose 2 answers

A. Write an Apex trigger on Contact after insert event and after update events and store the old values in another custom object.
B. Turn on field Contact object history tracking for these ten fields, then create reports on contact history.
C. Create a workflow to evaluate the rule when a record is created and use field update actions to store previous values for these ten fields in ten new fields.
D. Create a Contact report including these ten fields and Salesforce Id, then schedule the report to run once a day and send email to the admin.

Answer: A,B

Explanation:
To capture and report on any changes made to ten text fields on the Contact object for the past 3 months, the data architect should write an Apex trigger on Contact after insert and after update events and store the old values in another custom object, or turn on field Contact object history tracking for these ten fields and create reports on contact history. An Apex trigger can capture the old and new values of the fields, as well as the user and time of the change, and store them in a custom object that can be used for reporting. Field history tracking can also track the changes to the fields and store them in a history table that can be used for reporting.
However, field history tracking only retains data for up to 18 months or 24 months with an extension, so it may not be suitable for longer-term reporting needs. The other options are not feasible or effective for capturing and reporting on field data changes.

NEW QUESTION # 172
What makes Skinny tables fast? Choose three answers.

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

Answer: A,B,E

NEW QUESTION # 173
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. Create a external id field for each object in the target org and map source record ID's to this field.
C. Keep the relationship fields populated with the source record ID's in the import file.
D. Use data loader to export the data from source org and then import or Upsert into the target org in sequential order.
E. Replace source record ID's with new record ID's from the target org in the import file.

Answer: B,D,E

NEW QUESTION # 174
A manager at Cloud Kicks is importing Leads into Salesforce and needs to avoid creating duplicate records.
Which two approaches should the manager take to achieve this goal? (Choose two.)

A. Implement Salesforce Matching and Duplicate Rules.
B. Run the Salesforce Lead Mass de-duplication tool.
C. Create a Workflow Rule to check for duplicate records.
D. Acquire an AppExchange Lead de-duplication application.

Answer: A,D

NEW QUESTION # 175
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