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| Section | Objectives |
|---|
| Large Data Volume and Performance | - Scalability considerations
- 1. Bulk data processing strategies
- 2. Indexing and query optimization
|
| Master Data Management (MDM) | - MDM architecture
- 1. Data synchronization approaches
- 2. Golden record design
|
| Data Governance and Management | - Security and compliance
- 1. Regulatory compliance considerations
- 2. Data access controls
- Data quality management
- 1. Deduplication strategies
- 2. Data validation rules
|
| 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. ETL vs real-time integration
- 2. API-based integration strategies
|
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Salesforce Certified Data Architect Sample Questions (Q247-Q252):
NEW QUESTION # 247
Northern Trail Outfitters is concerned because some of its data is sensitive and needs to be identified for access.
What should be used to provide ways to filter and identify the sensitive data?
- A. Define data grouping metadata.
- B. Implement field-level security.
- C. Custom checkbox denoting sensitive data.
- D. Define data classification metadata.
Answer: D
Explanation:
According to the official Salesforce guide1, data classification metadata is a feature that allows administrators to classify data fields based on their sensitivity level, such as confidential, restricted, or general. Data classification metadata can be used to filter and identify sensitive data fields and apply appropriate security measures, such as encryption, masking, or auditing. Option D is the correct answer because it suggests using data classification metadata to provide ways to filter and identify sensitive data. Option A is incorrect because data grouping metadata is not a feature in Salesforce. Option B is incorrect because field-level security is a feature that controls the visibility and editability of fields based on user profiles or permission sets, but it does not provide ways to filter and identify sensitive data. Option C is incorrect because creating a custom checkbox denoting sensitive data is not a scalable or reliable solution, as it requires manual maintenance and does not enforce any security measures.
NEW QUESTION # 248
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. Wave Analytics
- C. Setup Audit Trails
- D. AppExchange Apps
Answer: B,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 # 249
Get Cloudy Consulting is migrating their legacy system's users and data to Salesforce. They will be creating 15,000 users, 1.5 million Account records, and 15 million Invoice records. The visibility of these records is controlled by a 50 owner and criteria-based sharing rules.
Get Cloudy Consulting needs to minimize data loading time during this migration to a new organization.
Which two approaches will accomplish this goal? (Choose two.)
- A. First, load all account records, and then load all user records.
- B. Create the users, upload all data, and then deploy the sharing rules.
- C. Contact Salesforce to activate indexing before uploading the data.
- D. Defer sharing calculations until the data has finished uploading.
Answer: B,D
Explanation:
Creating the users, uploading all data, and then deploying the sharing rules will reduce the number of sharing recalculations that occur during the data load. Deferring sharing calculations until the data has finished uploading will also improve the performance by postponing the sharing rule evaluation. These are the recommended best practices for loading large data sets into Salesforce
NEW QUESTION # 250
Universal Containers would like to have a Service-Level Agreement (SLA) of 1 day for any data loss due to unintentional or malicious updates of records in Salesforce. What approach should be suggested to address this requirement?
- A. Evaluate a third-party AppExchange app, such as OwnBackup or Spanning, etc., for backup and archival purposes.
- B. Build a daily extract job and extract data to on-premise systems for long-term backup and archival purposes.
- C. Schedule a Weekly Extract Service for key objects and extract data in XL sheets to on-premise systems.
- D. Store all data in shadow custom objects on any updates and deletes, and extract them as needed .
Answer: A
Explanation:
Evaluating a third-party AppExchange app, such as OwnBackup or Spanning, etc., for backup and archival purposes is the best approach to address the requirement of having a one-day SLA for any data loss. These apps can provide automated backups, granular restores, and compliance features that can help UC recover from any data loss or corruption scenarios.
NEW QUESTION # 251
UC has a roll-up summary field on Account to calculate the count of contacts associated with an account. During the account load, SF is throwing an "Unable to lock a row" error.
Which solution should a data architect recommend, to resolve the error?
- A. Defer roll-up summary fields calculation during data migration.
- B. Perform Batch job in serial mode and reduce batch size
- C. Perform Batch job in parallel mode and reduce Batch size
- D. Leverage data loader platform API to load data.
Answer: C
NEW QUESTION # 252
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