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| Section | Weight | Objectives |
|---|
| Data Integration | 20% | - Data synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
- External data sources
- 1. External Objects, OData and virtual data access
- Integration patterns and technologies
- 1. APIs, middleware and external systems integration
- 2. Synchronous vs asynchronous, batch vs real-time
|
| Data Governance, Quality and Security | 15% | - Data security and compliance
- 1. Access control, encryption, compliance and audit
- Data quality management
- 1. Profiling, monitoring, cleansing and enrichment
- Data governance framework
- 1. Policies, standards, ownership and stewardship
|
| Master Data Management | 5% | - Golden record and system of truth
- 1. Establishing single source of truth in single org
- MDM implementation approaches
- 1. Canonical modeling and hierarchy management
- 2. Harmonization, consolidation, survivorship rules and thresholds
|
| Data Modeling and Database Design | 25% | - Object type selection
- 1. Standard/custom objects vs Big Objects: use cases, pros and cons
- Metadata management
- 1. Business dictionary, data lineage, taxonomy and classification
- Data skew prevention
- 1. Avoid record locking, sharing issues and excessive parent-child relationships
- Data model design for Customer 360
- 1. Scalable design aligned with security and sharing model
- 2. Objects, fields, relationships and object features
|
| Data Migration | 15% | - Migration execution and tools
- 1. Data loader, ETL tools and bulk API usage
- Data quality and validation
- 1. Cleaning, deduplication and post-migration verification
- Migration strategy and planning
- 1. Assessment, mapping, validation and rollback planning
|
| Large Data Volumes and Performance | 20% | - Storage and scalability planning
- 1. Data volume growth planning and storage limits
- LDV architecture design
- 1. Data distribution, archiving and partitioning strategies
- Query and performance optimization
- 1. Indexing, selective queries and avoiding performance bottlenecks
|
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Salesforce Certified Platform Data Architect Sample Questions (Q92-Q97):
NEW QUESTION # 92
Universal Containers has a requirement to store more than 100 million records in salesforce and needs to create a custom big object to support this business requirement. Which two tools should a data architect use to build custom object?
- A. Use DX to create big object.
- B. Go to Big Object in setup select new to create big object.
- C. Use Metadata API to create big object.
- D. Go to Object Manager in setup and select new to create big object.
Answer: B,C
Explanation:
To build a custom big object to support storing more than 100 million records in Salesforce, a data architect should use Metadata API or Big Object in setup. Metadata API is an API that allows developers to create, retrieve, update, or delete metadata components in Salesforce programmatically. Big Object in setup is a user interface that allows admins to create big objects declaratively without writing code. Both tools can be used to define custom big objects and their fields, indexes, and relationships in Salesforce.
NEW QUESTION # 93
Universal Containers has two systems. Salesforce and an on-premise ERP system. An architect has been tasked with copying Opportunity records to the ERP once they reach a Closed/Won Stage. The Opportunity record in the ERP system will be read-only for all fields copied in from Salesforce. What is the optimal real-time approach that achieves this solution?
- A. Implement a workflow rule that sends Opportunity data through Outbound Messaging.
- B. Implement an hourly integration to send Salesforce Opportunities to the ERP system.
- C. Implement a Master Data Management system to determine system of record.
- D. Have the ERP poll Salesforce nightly and bring in the desired Opportunities.
Answer: A
Explanation:
Implementing a workflow rule that sends Opportunity data through Outbound Messaging is the optimal real-time approach that achieves the solution of copying Opportunity records to the ERP once they reach a Closed/Won Stage. A workflow rule can trigger an Outbound Message when an Opportunity record meets certain criteria, such as having a Closed/Won Stage. An Outbound Message can send data from Salesforce to an external system via SOAP API, without requiring any code. The external system can then process the data and create a read-only record in the ERP system. The other options are not optimal or real-time, as they would either require additional systems or tools, not provide real-time data synchronization, or not meet the frequency requirement
NEW QUESTION # 94
Universal Containers has been a customer of Salesforce for 10 years. Currently they have 2 million accounts in the system. Due to an erroneous integration built 3 years ago, it is estimated there are 500,000 duplicates in the system. Which solution should a data architect recommend to remediate the duplication issue?
- A. Implement duplicate rules
- B. Utilize a data warehouse as the system of truth
- C. Extract the data using data loader and use excel to merge the duplicate records
- D. Develop an ETL process that utilizers the merge API to merge the duplicate records
Answer: A
Explanation:
Implementing duplicate rules (option D) is the best solution to remediate the duplication issue, as it allows the data architect to identify and merge duplicate accounts in Salesforce using native features and tools.
NEW QUESTION # 95
A customer needs a sales model that allows the following:
- Opportunities need to be assigned to sales people based on the zip
code.
- Each sales person can be assigned to multiple zip codes.
- Each zip code is assigned to a sales area definition. Sales is
aggregated by sales area for reporting.
What should a data architect recommend?
- A. Assign opportunities using list views using zip code.
- B. Configure territory management feature to support opportunity assignment.
- C. Allow sales users to manually assign opportunity ownership based on zip code.
- D. Add custom fields in opportunities for zip code and use assignment rules.
Answer: B
Explanation:
The best solution to assign opportunities based on zip code and sales area is to configure territory management feature to support opportunity assignment. Territory management is a feature that allows you to organize your sales team into territories based on criteria such as geography, industry, product line, or customer segment. You can assign accounts and opportunities to territories using assignment rules or manual sharing. You can also define forecast managers and roll up forecasts by territory. Assign opportunities using list views using zip code is not a good solution because it is inefficient and does not support reporting by sales area. Add custom fields in opportunities for zip code and use assignment rules is not a good solution because it requires creating additional fields and does not support reporting by sales area. Allow sales users to manually assign opportunity ownership based on zip code is not a good solution because it is prone to errors and does not support reporting by sales area.
NEW QUESTION # 96
Universal Containers (UC) has 1,000 accounts and 50,000 opportunities. UC has an enterprise security requirement to export all sales data outside of Salesforce on a weekly basis. The security requirement also calls for exporting key operational data that includes events such as file downloads, logins, logouts, etc. Which two recommended approaches would address the above requirement?
- A. Use Weekly Export to extract transactional data to on-premise systems.
- B. Use Event Monitoring to extract event data to on-premise systems.
- C. Use Field Audit History to capture operational data and extract it to on-premise systems.
- D. Use a custom built extract job to extract operational data to on-premise systems.
Answer: A,B
Explanation:
Using Weekly Export to extract transactional data to on-premise systems and using Event Monitoring to extract event data to on-premise systems are two recommended approaches that would address the security requirement of UC. Weekly Export is a built-in feature that allows UC to download a zip file of their Salesforce data on a weekly basis. Event Monitoring is a tool that allows UC to access detailed information about various events that occur in their Salesforce org, such as logins, logouts, file downloads, etc.
NEW QUESTION # 97
......
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