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Salesforce Data-Architect Exam Syllabus Topics:

Section	Objectives
Topic 1: Master Data Management (MDM)	- MDM architecture 1. Data synchronization approaches 2. Golden record design
Topic 2: Data Modeling and Database Design	- Data modeling concepts 1. Normalization and denormalization strategies 2. Relational vs. non-relational data design - Salesforce data model design 1. Schema design for scalability 2. Standard and custom objects usage
Topic 3: Data Governance and Management	- Data quality management 1. Data validation rules 2. Deduplication strategies - Security and compliance 1. Regulatory compliance considerations 2. Data access controls
Topic 4: Data Integration	- Integration patterns 1. ETL vs real-time integration 2. API-based integration strategies - Salesforce integration tools 1. MuleSoft and REST/SOAP APIs 2. Platform events and change data capture
Topic 5: Large Data Volume and Performance	- Scalability considerations 1. Indexing and query optimization 2. Bulk data processing strategies

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Salesforce Certified Data Architect Sample Questions (Q165-Q170):

NEW QUESTION # 165
All accounts and opportunities are created in Salesforce. Salesforce is integrated with three systems:
* An ERP system feeds order data into Salesforce and updates both Account and Opportunity records.
* An accounting system feeds invoice data into Salesforce and updates both Account and Opportunity records.
* A commission system feeds commission data into Salesforce and updates both Account and Opportunity records.
How should the architect determine which of these systems is the system of record?

A. Whatever integration data flow runs last will, by default, determine which system is the system of record.
B. Account and opportunity data originates in Salesforce, and therefore Salesforce is the system of record.
C. Whatever system updates the attribute or object should be the system of record for that field or object.
D. Data flows should be reviewed with the business users to determine the system of record per object or field.

Answer: D

Explanation:
Option D is correct because data flows should be reviewed with the business users to determine the system of record per object or field1. The system of record is the authoritative source of data for a given entity or attribute2. It may vary depending on the business context and requirements. Option A is not correct because account and opportunity data originates in Salesforce, but it may not be the system of record for all attributes or objects if they are updated by other systems2. Option B is not correct because whatever system updates the attribute or object may not be the system of record for that field or object if there are conflicting or overlapping updates from other systems2. Option C is not correct because whatever integration data flow runs last may not determine which system is the system of record if there are different business rules or logic applied by different systems2.

NEW QUESTION # 166
Cloud Kicks is launching a Partner Community, which will allow users to register shipment requests that are then processed by Cloud Kicks employees. Shipment requests contain header information, and then a list of no more than 5 items being shipped.
First, Cloud Kicks will introduce its community to 6,000 customers in North America, and then to 24,000 customers worldwide within the next two years. Cloud Kicks expects 12 shipment requests per week per customer, on average, and wants customers to be able to view up to three years of shipment requests and use Salesforce reports.
What is the recommended solution for the Cloud Kicks Data Architect to address the requirements?

A. Create a custom object to track shipment requests with five lookup custom fields for each item being shipped Implement an archiving process that moves data off-platform after three years.
B. Create an external custom object to track shipment requests and a child external object to track shipment items. External objects are stored off-platform in Heroku's Postgres database.
C. Create a custom object to track shipment requests and a child custom object to track shipment items. Implement an archiving process that moves data off-platform after three years.
D. Create an external custom object to track shipment requests with five lookup custom fields for each item being shipped. External objects are stored off-platform in Heroku's Postgres database.

Answer: C

NEW QUESTION # 167
Universal Containers would like to have a Service-Level Agreement (SLA) of 1 day for any data loss due to unintentional or malicious updates of records in Salesforce. What approach should be suggested to address this requirement?

A. Schedule a Weekly Extract Service for key objects and extract data in XL sheets to on-premise systems.
B. Store all data in shadow custom objects on any updates and deletes, and extract them as needed .
C. Evaluate a third-party AppExchange app, such as OwnBackup or Spanning, etc., for backup and archival purposes.
D. Build a daily extract job and extract data to on-premise systems for long-term backup and archival purposes.

Answer: C

Explanation:
Evaluating a third-party AppExchange app, such as OwnBackup or Spanning, etc., for backup and archival purposes is the best approach to address the requirement of having a one-day SLA for any data loss. These apps can provide automated backups, granular restores, and compliance features that can help UC recover from any data loss or corruption scenarios.

NEW QUESTION # 168
Universal Containers (UC) loads bulk leads and campaigns from third-party lead aggregators on a weekly and monthly basis. The expected lead record volume is 500K records per week, and the expected campaign records volume is 10K campaigns per week. After the upload, Lead records are shared with various sales agents via sharing rules and added as Campaign members via Apex triggers on Lead creation. UC agents work on leads for 6 months, but want to keep the records in the system for at least 1 year for reference. Compliance requires them to be stored for a minimum of 3 years. After that, data can be deleted. What statement is true with respect to a data archiving strategy for UC?

A. UC can store long-term lead records in custom storage objects to avoid counting against storage limits.
B. UC can leverage a "tier"-based approach to classify the record storage need.
C. UC can leverage the Salesforce Data Backup and Recovery feature for data archival needs.
D. UC can leverage recycle bin capability, which guarantees record storage for 15 days after deletion.

Answer: B

NEW QUESTION # 169
UC has a legacy client server app that as a relational data base that needs to be migrated to salesforce.
What are the 3 key actions that should be done when data modeling in salesforce?
Choose 3 answers:

A. Implement legacy data model within salesforce using custom fields.
B. Identify data elements to be persisted in salesforce.
C. Map legacy data to salesforce objects.
D. Map legacy data to salesforce custom objects.
E. Work with legacy application owner to analysis legacy data model.

Answer: A,B,C

NEW QUESTION # 170
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