Data-Architect Study Guide & Data-Architect Test Dumps & Data-Architect Practice Test

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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q209-Q214):

NEW QUESTION # 209
UC has to built a B2C ecommerce site on Heroku that shares customer and order data with a Heroku Postgres database. UC is currently utilizing Postgres as the single source of truth for both customers and orders. UC has asked a data architect to replicate the data into salesforce so that salesforce can now act as the system of record.
What are the 3 considerations that data architect should weigh before implementing this requirement? Choose 23 answers:

A. Determine if the data is driver of key process implemented within salesforce.
B. Consider whether the data is required for sales reports, dashboards and KPI's.
C. Ensure there is a tight relationship between order data and an enterprise resource plaining (ERP) application.
D. A selection of the tool required to replicate the data.
E. Ensure the data is CRM center and able to populate standard of custom objects.

Answer: A,C,D

Explanation:
a. - Heroku Connect is required but this is confusing

NEW QUESTION # 210
UC has a classic encryption for Custom fields and is leveraging weekly data reports for data backups. During the data validation of exported data UC discovered that encrypted field values are still being exported as part of data exported. What should a data architect recommend to make sure decrypted values are exported during data export?

A. Create another field to copy data from encrypted field and use this field in export
B. Set up a custom profile for data migration user and assign view encrypted data.
C. Leverage Apex class to decrypt data before exporting it.
D. Set a standard profile for Data Migration user, and assign view encrypted data

Answer: B

NEW QUESTION # 211
A large automobile manufacturer has decided to use Salesforce as its CRM. It needs to maintain the following dealer types in their CRM:
Local dealers
Regional distributor
State distributor
Service dealer
The attributes are different for each of the customer types. The CRM users should be allowed to enter only attributes related to the customer types. The processes and business rules for each of the customer types could be different.
How should the different dealers be maintained in Salesforce?

A. Use Accounts for dealers and custom picklist field for each of the dealer types
B. Create Custom objects for each dealer types and custom fields for dealer attributes.
C. Create dealers as Accounts, and build custom views for each of the dealer types.
D. Use Accounts for dealers, and create record types for each of the dealer types.

Answer: D

Explanation:
According to Trailhead2, record types are a feature that allows administrators to create different business processes, page layouts, and picklist values for different types of records within an object. Record types can be used to maintain different dealer types in Salesforce by creating record types for each of the dealer types and assigning them appropriate attributes, processes, and rules. Option A is the correct answer because it suggests using Accounts for dealers, and creating record types for each of the dealer types. Option B is incorrect because creating dealers as Accounts, and building custom views for each of the dealer types does not allow CRM users to enter only attributes related to the customer types, nor does it enable different processes and business rules for each of the customer types. Option C is incorrect because using Accounts for dealers and custom picklist field for each of the dealer types does not allow CRM users to enter only attributes related to the customer types, nor does it enable different processes and business rules for each of the customer types.
Option D is incorrect because creating Custom objects for each dealer types and custom fields for dealer attributes can be unnecessary and complex, as it requires creating multiple objects and relationships instead of using the standard Account object.

NEW QUESTION # 212
Due to security requirements, Universal Containers needs to capture specific user actions, such as login, logout, file attachment download, package install, etc. What is the recommended approach for defining a solution for this requirement?

A. Use Event Monitoring to capture these changes.
B. Use a third-party AppExchange app to capture changes.
C. Use a custom object and trigger to capture changes.
D. Use a field audit trail to capture field changes.

Answer: A

Explanation:
Event Monitoring is a feature that allows you to track user actions, such as logins, logouts, downloads, etc., in your Salesforce org. You can use Event Monitoring to monitor performance, usage, security, and compliance

NEW QUESTION # 213
Universal Containers has a custom object with millions of rows of data.
When executing SOQL queries, which three options prevent a query from being selective? (Choose three.)

A. Using leading % wildcards.
B. Using NOT and != operators.
C. Using trailing % wildcards.
D. Using a custom index on a deterministic formula field.
E. Performing large loads and deletions.

Answer: A,B,E

Explanation:
Using leading % wildcards, performing large loads and deletions, and using NOT and != operators are three options that prevent a query from being selective. These options can cause the query to scan a large number of records or indexes, which can negatively impact the performance and scalability of the query5. Using a custom index on a deterministic formula field, on the other hand, can improve the query selectivity by allowing the query to use the index instead of scanning all the records6.

NEW QUESTION # 214
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