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Salesforce Data-Architect Exam Syllabus Topics:

Section	Objectives
Topic 1: Data Governance and Management	- Security and compliance 1. Regulatory compliance considerations 2. Data access controls - Data quality management 1. Deduplication strategies 2. Data validation rules
Topic 2: 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 3: Large Data Volume and Performance	- Scalability considerations 1. Indexing and query optimization 2. Bulk data processing strategies
Topic 4: 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. Standard and custom objects usage 2. Schema design for scalability
Topic 5: Master Data Management (MDM)	- MDM architecture 1. Golden record design 2. Data synchronization approaches

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Salesforce Certified Data Architect Sample Questions (Q250-Q255):

NEW QUESTION # 250
UC has millions of case records with case history and SLA dat
a. UC's compliance team would like historical cases to be accessible for 10 years for Audit purpose.
What solution should a data architect recommend?

A. Archive Case data using Salesforce Archiving process
B. Use a custom Big object to store archived case data.
C. Use a custom object to store archived case data.
D. Purchase more data storage to support case object

Answer: B

NEW QUESTION # 251
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. Build a daily extract job and extract data to on-premise systems for long-term backup and archival purposes.
D. Evaluate a third-party AppExchange app, such as OwnBackup or Spanning, etc., for backup and archival purposes.

Answer: D

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 # 252
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 database administrators to assess current database performance metrics.
B. Engage with business units and IT to assess current operational systems and data models.
C. Engage with IT program managers to assess current velocity of projects in the pipeline.
D. Engage with executive sponsorship to assess enterprise data strategy and goals.

Answer: B,D

NEW QUESTION # 253
UC recently migrated 1 Billion customer related records from a legacy data store to Heroku Postgres. A subset of the data need to be synchronized with salesforce so that service agents are able to support customers directly within the service console. The remaining non- synchronized set of data will need to be accessed by salesforce at any point in time, but UC management is concerned about storage limitations.
What should a data architect recommend to meet these requirements with minimal effort?

A. Use Heroku connect to bi-directional, sync all data between systems.
B. Migrate the data to big objects and leverage async SOQL with custom objects.
C. As needed, make call outs into Heroku postgres and persist the data in salesforce.
D. Virtualize the remaining set of data with salesforce connect and external objects.

Answer: D

NEW QUESTION # 254
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. Use custom objects for cases older than 2 years and use nightly batch to move them.
B. Sync cases older than 2 years to an external database, and provide access to Service agents to the database
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 # 255
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