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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q251-Q256):

NEW QUESTION # 251
An Architect needs information about who is creating, changing, or deleting certain fields within the past four months.
How can the Architect access this information?

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

Answer: B

NEW QUESTION # 252
Universal Containers (CU) is in the process of implementing an enterprise data warehouse (EDW). UC needs to extract 100 million records from Salesforce for migration to the EDW.
What data extraction strategy should a data architect use for maximum performance?

A. Use the Bulk API in parallel mode.
B. Utilize PK Chunking with the Bulk API.
C. Install a third-party AppExchange tool.
D. Call the REST API in successive queries.

Answer: B

NEW QUESTION # 253
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. Consider whether the data is required for sales reports, dashboards and KPI's.
B. Ensure the data is CRM center and able to populate standard of custom objects.
C. Determine if the data is driver of key process implemented within salesforce.
D. Ensure there is a tight relationship between order data and an enterprise resource plaining (ERP) application.
E. A selection of the tool required to replicate the data.

Answer: B,C

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

NEW QUESTION # 254
To avoid creating duplicate Contacts, a customer frequently uses Data Loader to upsert Contact records into Salesforce. What common error should the data architect be aware of when using upsert?

A. Errors when a duplicate Contact name is found cause upsert to fail.
B. Errors with records being updated and inserted in the same CSV file.
C. Errors with duplicate external Id values within the same CSV file.
D. Errors with using the wrong external Id will cause the load to fail.

Answer: C

NEW QUESTION # 255
Universal Containers has millions of rows of data in Salesforce that are being used in reports to evaluate historical trends. Performance has become an issue, as well as data storage limits. Which two strategies should be recommended when talking with stakeholders?

A. Configure the Salesforce Archiving feature to archive older records and remove them from the data storage limits.
B. Use scheduled batch Apex to copy aggregate information into a custom object and delete the original records.
C. Use Data Loader to extract data, aggregate it, and write it back to a custom object, then delete the original records.
D. Combine Analytics Snapshots with a purging plan by reporting on the snapshot data and deleting the original records.

Answer: A,B

NEW QUESTION # 256
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As the tech industry continues to evolve and adapt to new technologies, professionals who hold the Salesforce Certified Data Architect (Data-Architect) certification are better equipped to navigate these changes and stay ahead of the curve, increasing their value to employers and clients. In today's fast-paced and ever-changing Salesforce sector, having the Salesforce Certified Data Architect (Data-Architect) certification has become a necessary requirement for individuals looking to advance their careers and stay competitive in the job market.

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