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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q98-Q103):

NEW QUESTION # 98
UC has one SF org (Org A) and recently acquired a secondary company with its own Salesforce org (Org B). UC has decided to keep the orgs running separately but would like to bidirectionally share opportunities between the orgs in near-real time.
Which 3 options should a data architect recommend to share data between Org A and Org B?
Choose 3 answers.

A. Leverage Heroku Connect and Heroku Postgres to bidirectionally sync Opportunities.
B. Install a 3rd party AppExchange tool to handle the data sharing
C. Develop an Apex class that pushes opportunity data between orgs daily via the Apex schedule.
D. Leverage middleware tools to bidirectionally send Opportunity data across orgs.
E. Use Salesforce Connect and the cross-org adapter to visualize Opportunities into external objects

Answer: C,D,E

NEW QUESTION # 99
Universal Containers (UC) uses Salesforce for tracking opportunities (Opportunity). UC uses an internal ERP system for tracking deliveries and invoicing. The ERP system supports SOAP API and OData for bi-directional integration between Salesforce and the ERP system. UC has about one million opportunities. For each opportunity, UC sends 12 invoices, one per month. UC sales reps have requirements to view current invoice status and invoice amount from the opportunity page. When creating an object to model invoices, what should the architect recommend, considering performance and data storage space?

A. Create an external object Invoice _x with a Lookup relationship with Opportunity.
B. Use Streaming API to get the current status from the ERP and display on the Opportunity page.
C. Create a custom object Invoice _c with a master -detail relationship with Opportunity.
D. Create a custom object Invoice _c with a Lookup relationship with Opportunity.

Answer: A

NEW QUESTION # 100
DreamHouse Realty has an integration that creates records in a Salesforce Custom Object. The Custom Object has a field marked as required on the page layout.
DreamHouse Realty has noticed that many of the records coming from the external system are missing data in this field.
The Architect needs to ensure this field always contains data coming from the source system.
Which two approaches should the Architect take? Choose 2 answers

A. Blame the customer's external system for bad data.
B. Create a Workflow to default a value into this field.
C. Set up a Validation Rule to prevent blank values.
D. Mark the field required in setup at the field level.

Answer: C,D

Explanation:
Setting up a Validation Rule to prevent blank values and marking the field required in setup at the field level are two approaches that the Architect should take to ensure that the field always contains data coming from the source system. A Validation Rule can display an error message when a record is created or edited with a blank value for the field, and prevent it from being saved. Marking the field required in setup at the field level can enforce the requirement for all records, regardless of the page layout or the source system. The other options are not effective or recommended for ensuring data quality, as they would either not prevent blank values, not apply to all records, or not address the root cause of the problem

NEW QUESTION # 101
A data architect is working with a large B2C retailer and needs to model the consumer account structure in Salesforce.
What standard feature should be selected in this scenario?

A. Account Contact
B. Person Accounts
C. Individual Accounts
D. Contacts

Answer: B

Explanation:
According to this article, person accounts are designed to store information about individual people by combining certain account and contact fields into a single record. This is suitable for a large B2C retailer that needs to model the consumer account structure in Salesforce.

NEW QUESTION # 102
Universal Containers (UC) owns a complex Salesforce org with many Apex classes, triggers, and automated processes that will modify records if available. UC has identified that, in its current development state, UC runs change of encountering race condition on the same record.
What should a data architect recommend to guarantee that records are not being updated at the same time?

A. Migrate programmatic logic to processes and flows.
B. Embed the keywords FOR UPDATE after SOQL statements.
C. Disable classes or triggers that have the potential to obtain the same record.
D. Refactor or optimize classes and trigger for maximum CPU performance.

Answer: B

Explanation:
According to the How to avoid row lock or race condition in Apex blog post, one of the ways to prevent race condition in Apex is to use the FOR UPDATE keyword in SOQL statements. The blog post states that
"We need to lock the records on which we are working such that other batches or threads will not be having any effect on them. How can we lock a record, then? We need to make use of FOR UPDATE keyword in the SOQL query." Therefore, a data architect should recommend this solution to guarantee that records are not being updated at the same time by different processes.

NEW QUESTION # 103
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