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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q124-Q129):

NEW QUESTION # 124
The architect is planning a large data migration for Universal Containers from their legacy CRM system to Salesforce. What three things should the architect consider to optimize performance of the data migration? Choose 3 answers

A. Determine if the legacy system is still in use.
B. Review the time zones of the User loading the data.
C. Defer sharing calculations of the Salesforce Org.
D. Remove custom indexes on the data being loaded.
E. Deactivate approval processes and workflow rules.

Answer: C,D,E

Explanation:
Removing custom indexes on the data being loaded will prevent unnecessary index maintenance and improve the data load speed. Deferring sharing calculations of the Salesforce Org will avoid frequent sharing rule evaluations and reduce the load time. Deactivating approval processes and workflow rules will prevent triggering any automation logic that might slow down or fail the data load.

NEW QUESTION # 125
Universal Containers (UC) is implementing its new Internet of Things technology, which consists of smart containers that provide information on container temperature and humidity updated every 10 minutes back to UC. There are roughly 10,000 containers equipped with this technology with the number expected to increase to 50,000 across the next five years. It is essential that Salesforce user have access to current and historical temperature and humidity data for each container. What is the recommended solution?

A. Create new custom fields for temperature and humidity in the existing Container custom object, as well as an external ID field that is unique for each container. These custom fields are updated when a new measure is received.
B. Create a new Lightning Component that displays last humidity and temperature data for a specific container and can also display historical trends obtaining relevant data from UC's existing data warehouse.
C. Create a new Container Reading custom object with a master-detail relationship to Container which is created when a new measure is received for a specific container. Implement an archiving process that runs every hour.
D. Create a new Container Reading custom object, which is created when a new measure is received for a specific container. The Container Reading custom object has a master-detail relationship to the container object.

Answer: C

Explanation:
The recommended solution for Universal Containers (UC) to implement its new Internet of Things technology is to create a new Container Reading custom object with a master-detail relationship to Container which is created when a new measure is received for a specific container. Implement an archiving process that runs every hour. This solution would allow UC to store and access current and historical temperature and humidity data for each container on Salesforce, and use reports and dashboards to analyze it. However, since UC expects a large volume of data over time, they should implement an archiving process that moves data off-platform after a certain period of time to avoid hitting the Org data storage limit and maintain optimal performance. The other options are not recommended, as they would either not store the historical data on Salesforce, or create too many custom fields on the Container object that could impact performance and usability.

NEW QUESTION # 126
(NTO) has multiple salesforce orgs based on geographical reports (AMER, EMEA, APAC). NTO products are in the AMER org and need to be created in the EMEA and APAC after the products are approved.
Which two features should a data architect recommend to share records between salesforce orgs? Choose 2.

A. Salesforce 2 Salesforce
B. Salesforce connect.
C. Federation search
D. Change data capture (CDC)

Answer: A,D

Explanation:
The two features that a data architect should recommend to share records between Salesforce orgs are:
Change Data Capture (CDC): This is a feature that publishes change events for changes in Salesforce records, such as create, update, delete, and undelete operations. Change events can be subscribed by external systems or other Salesforce orgs using various tools, such as Platform Events, Streaming API, or CometD. CDC can help keep data in sync between Salesforce orgs in near real time89.
Salesforce to Salesforce (S2S): This is a feature that allows sharing records and related data with other Salesforce orgs that you partner with. You can choose which records and fields to share, and which orgs to share with. You can also accept updates from the other orgs to keep the data consistent10.
Salesforce Connect is not a good feature to share records between Salesforce orgs because it is intended for integrating external data sources with Salesforce using external objects. Federation Search is not a good feature to share records between Salesforce orgs because it is intended for searching across multiple Salesforce orgs without sharing data.

NEW QUESTION # 127
Cloud Kicks has the following requirements:
* Their Shipment custom object must always relate to a Product, a Sender, and a Receiver (all separate custom objects).
* If a Shipment is currently associated with a Product, Sender, or Receiver, deletion of those records should not be allowed.
* Each custom object must have separate sharing models.
What should an Architect do to fulfill these requirements?

A. Create a required Lookup relationship to each of the three parent records.
B. Create two Master-Detail and one Lookup relationship to the parent records.
C. Associate the Shipment to each parent record by using a VLOOKUP formula field.
D. Create a Master-Detail relationship to each of the three parent records.

Answer: A

Explanation:
A required Lookup relationship ensures that the Shipment record must have a value for each of the three parent records, and also prevents the deletion of those parent records if they are referenced by a Shipment record. A Master-Detail relationship would not allow separate sharing models for each custom object, and a VLOOKUP formula field would not enforce the relationship or prevent deletion

NEW QUESTION # 128
Universal Containers is creating a new B2C service offering for consumers to ship goods across continents.
This is in addition to their well-established B2B offering. Their current Salesforce org uses the standard Account object to track B2B customers. They are expecting to have over 50,000,000 consumers over the next five years across their 50 business regions. B2C customers will be individuals. Household data is not required to be stored. What is the recommended data model for consumer account data to be stored in Salesforce?

A. Use 50 umbrella Accounts for each region, with customers as associated Contacts.
B. Create a new picklist value for B2C customers on the Account Type field.
C. Use the Account object with Person Accounts and a new B2C page layout.
D. Use the Account object with a newly created Record Type for B2C customers.

Answer: C

Explanation:
The recommended data model for consumer account data to be stored in Salesforce is to use the Account object with Person Accounts and a new B2C page layout. Person Accounts are a special type of accounts that allow you to store information about individual consumers who are not associated with a business account2. Person Accounts have the following advantages3:
They allow you to use the same standard objects and features that you use for business accounts, such as contacts, opportunities, cases, etc.
They enable you to create different page layouts and record types for B2C and B2B customers, which allows you to customize the user interface and business logic for each segment.
They support large data volumes and can scale up to 50 million records or more, which meets the expected growth of consumers over the next five years.

NEW QUESTION # 129
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