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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q222-Q227):

NEW QUESTION # 222
How can an architect find information about who is creating, changing, or deleting certain fields within the past two months?

A. Export the setup audit trail and find the fields in question.
B. Export the metadata and search it for the fields in question.
C. Create a field history report for the fields in question.
D. Remove "customize application" permissions from everyone else.

Answer: A

NEW QUESTION # 223
Get Cloudy Consulting needs to evaluate the completeness and consistency of contact information in Salesforce. Their sales reps often have incomplete information about their accounts and contacts. Additionally, they are not able to interpret the information in a consistent manner. Get Cloudy Consulting has identified certain ""key"" fields which are important to their sales reps.
What are two actions Get Cloudy Consulting can take to review their data for completeness and consistency?
(Choose two.)

A. Run a report that shows the percentage of blanks for the important fields.
B. Run one report per key field, grouped by that field, to understand its data variability.
C. Run a process that can fill in default values for blank fields.
D. Run a report which shows the last time the key fields were updated.

Answer: A,D

Explanation:
Running a report that shows the last time the key fields were updated can help Get Cloudy Consulting identify stale or outdated data and prioritize data cleansing activities. Running a report that shows the percentage of blanks for the important fields can help Get Cloudy Consulting measure the completeness of their data and identify gaps or missing value

NEW QUESTION # 224
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

NEW QUESTION # 225
DreamHouse Realty has a Salesforce deployment that manages Sales, Support, and Marketing efforts in a multi-system ERP environment. The company recently reached the limits of native reports and dashboards and needs options for providing more analytical insights.
What are two approaches an Architect should recommend? (Choose two.)

A. Setup Audit Trails
B. Weekly Snapshots
C. Einstein Analytics
D. AppExchange Apps

Answer: C,D

Explanation:
Einstein Analytics can provide more analytical insights than native reports and dashboards by allowing users to explore data from multiple sources, create interactive visualizations, and apply AI-powered features5. AppExchange Apps can also provide more analytical insights by offering pre-built solutions or integrations with external tools that can enhance the reporting and analytics capabilities of Salesforce6.

NEW QUESTION # 226
UC is migrating data from legacy system to SF. UC would like to preserve the following information on records being migrated:
Date time stamps for created date and last modified date.
Ownership of records belonging to inactive users being migrated to Salesforce.
Which 2 solutions should a data architect recommends to preserve the date timestamps and ownership on records? Choose 2 answers.

A. Enable update records with Inactive Owners Permission
B. Log a case with SF to update these fields
C. Enable modify all and view all permission.
D. Enable Set Audit fields upon Record Creation Permission

Answer: A,D

Explanation:
The two solutions that a data architect should recommend to preserve the date timestamps and ownership on records being migrated are:
Enable update records with Inactive Owners Permission: This permission allows users to update record owner and sharing-based records with inactive owners. This can help preserve the original ownership of records that belong to users who are no longer active in Salesforce8.
Enable Set Audit fields upon Record Creation Permission: This permission allows users to set audit fields (such as Created By or Last Modified By) when they create a record via API importing tools like Data Loader. This can help preserve the original date timestamps of records that were created or modified in another system9.
Log a case with SF to update these fields is not a good solution because it is not necessary or feasible to ask Salesforce support to update these fields manually or programmatically. Enable modify all and view all permission is not a good solution because it does not affect the ability to preserve the date timestamps and ownership on records, but rather grants users access to all records regardless of sharing settings

NEW QUESTION # 227
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