Authentic Salesforce Data-Architect Exam Questions with Answers

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| Section | Objectives |
|---|
| Large Data Volume and Performance | - Scalability considerations
- 1. Bulk data processing strategies
- 2. Indexing and query optimization
|
| 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
|
| Master Data Management (MDM) | - MDM architecture
- 1. Golden record design
- 2. Data synchronization approaches
|
| Data Integration | - Salesforce integration tools
- 1. MuleSoft and REST/SOAP APIs
- 2. Platform events and change data capture
- Integration patterns
- 1. API-based integration strategies
- 2. ETL vs real-time integration
|
| Data Modeling and Database Design | - Salesforce data model design
- 1. Standard and custom objects usage
- 2. Schema design for scalability
- Data modeling concepts
- 1. Normalization and denormalization strategies
- 2. Relational vs. non-relational data design
|
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Salesforce Certified Data Architect Sample Questions (Q258-Q263):
NEW QUESTION # 258
A manager at Cloud Kicks is importing Leads into Salesforce and needs to avoid creating duplicate records.
Which two approaches should the manager take to achieve this goal? (Choose two.)
- A. Implement Salesforce Matching and Duplicate Rules.
- B. Run the Salesforce Lead Mass de-duplication tool.
- C. Acquire an AppExchange Lead de-duplication application.
- D. Create a Workflow Rule to check for duplicate records.
Answer: A,C
NEW QUESTION # 259
Universal Containers is integrating a new Opportunity engagement system with Salesforce. According to their Master Data Management strategy, Salesforce is the system of record for Account, Contact, and Opportunity dat a. However, there does seem to be valuable Opportunity data in the new system that potentially conflicts with what is stored in Salesforce. What is the recommended course of action to appropriately integrate this new system?
- A. Stakeholders should be brought together to discuss the appropriate data strategy moving forward.
- B. The Opportunity engagement system should become the system of record for Opportunity records.
- C. The MDM strategy defines Salesforce as the system of record, so Salesforce Opportunity values prevail in all conflicts.
- D. A policy should be adopted so that the system whose record was most recently updated should prevail in conflicts.
Answer: A
NEW QUESTION # 260
NTO has multiple systems across its enterprise landscape including salesforce, with disparate version the customer records.
In salesforce, the customer is represented by the contact object.
NTO utilizes an MDM solution with these attributes:
1. The MDM solution keeps track of customer master with a master key.
2. The master key is a map to the record ID's from each external system that customer data is stored within.
3. The MDM solution provides de-duplication features, so it acts as the single source of truth.
How should a data architect implement the storage of master key within salesforce?
- A. Create an external object to store the master key with a lookup field to contact.
- B. Store the master key in Heroku postgres and use Heroku connect for synchronization.
- C. Store the master key on the contact object as an external ID (Field for referential imports)
- D. Create a custom object to store the master key with a lookup field to contact.
Answer: C
NEW QUESTION # 261
Universal Containers is looking to use Salesforce to manage their sales organization. They will be migrating legacy account data from two aging systems into Salesforce. Which two design considerations should an architect take to minimize data duplication? Choose 2 answers
- A. Use Salesforce matching and duplicate rules.
- B. Import the data concurrently.
- C. Clean data before importing to Salesforce.
- D. Use a workflow to check and prevent duplicates.
Answer: A,C
Explanation:
Cleaning data before importing to Salesforce and using Salesforce matching and duplicate rules are two design considerations that an architect should take to minimize data duplication when migrating legacy account data from two aging systems into Salesforce. Cleaning data before importing involves removing or correcting any inaccurate, incomplete, or inconsistent data from the source systems, as well as identifying and resolving any potential duplicates. This ensures that only high-quality and unique data is imported to Salesforce. Using Salesforce matching and duplicate rules allows the architect to define how Salesforce identifies duplicate records during import and how users can handle them. This prevents or reduces the creation of duplicate records in Salesforce and improves data quality. The other options are not effective or recommended for minimizing data duplication.
NEW QUESTION # 262
Universal Containers (UC) has deployed Salesforce to manage Marketing. Sales, and Support efforts in a multi -system ERP environment After reaching the limits of native reports & dashboards. UC leadership is looking to understand what options can be used to provide more analytical insights. What two approaches should an architect recommend? Choose 2 answers
- A. Weekly Snapshots
- B. Setup Audit Trails
- C. Wave Analytics
- D. AppExchange Apps
Answer: C,D
Explanation:
According to the exam guide, one of the objectives is to "describe the use cases and considerations for using AppExchange apps and Wave Analytics"1. This implies that options A and B are both valid approaches to provide more analytical insights. Option C is not correct because weekly snapshots are used to track changes over time, not to provide advanced analytics3. Option D is not correct because setup audit trails are used to monitor changes in the setup menu, not to provide analytical insights.
NEW QUESTION # 263
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