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| Section | Weight | Objectives |
|---|
| Data Governance, Quality and Security | 15% | - Data governance framework
- 1. Policies, standards, ownership and stewardship
- Data quality management
- 1. Profiling, monitoring, cleansing and enrichment
- Data security and compliance
- 1. Access control, encryption, compliance and audit
|
| Master Data Management | 5% | - MDM implementation approaches
- 1. Canonical modeling and hierarchy management
- 2. Harmonization, consolidation, survivorship rules and thresholds
- Golden record and system of truth
- 1. Establishing single source of truth in single org
|
| 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
|
| Data Migration | 15% | - Migration strategy and planning
- 1. Assessment, mapping, validation and rollback planning
- Migration execution and tools
- 1. Data loader, ETL tools and bulk API usage
- Data quality and validation
- 1. Cleaning, deduplication and post-migration verification
|
| Data Integration | 20% | - Data synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
- Integration patterns and technologies
- 1. Synchronous vs asynchronous, batch vs real-time
- 2. APIs, middleware and external systems integration
- External data sources
- 1. External Objects, OData and virtual data access
|
| Data Modeling and Database Design | 25% | - Metadata management
- 1. Business dictionary, data lineage, taxonomy and classification
- Data model design for Customer 360
- 1. Scalable design aligned with security and sharing model
- 2. Objects, fields, relationships and object features
- Object type selection
- 1. Standard/custom objects vs Big Objects: use cases, pros and cons
- Data skew prevention
- 1. Avoid record locking, sharing issues and excessive parent-child relationships
|
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Salesforce Certified Platform Data Architect Sample Questions (Q169-Q174):
NEW QUESTION # 169
NTO has 1 million customer records spanning 25 years. As part of its new SF project, NTO would like to create a master data management strategy to help preserve the history and relevance of its customer data. Which 3 activities will be required to identify a successful master data management strategy? Choose 3 answer
- A. Install a data warehouse
- B. Create a data archive strategy
- C. Identify data to be replicated
- D. Choose a Business Intelligence tool.
- E. Define the systems of record for critical data
Answer: B,C,E
Explanation:
The three activities that will be required to identify a successful master data management strategy are:
Identify data to be replicated: This activity involves determining which data elements need to be copied from one system to another, and how frequently the replication should occur. This can help ensure data consistency and availability across systems.
Create a data archive strategy: This activity involves defining how historical data will be stored, accessed, and deleted over time. This can help optimize data storage, performance, and compliance.
Define the systems of record for critical data: This activity involves identifying which system owns and maintains the authoritative version of each data element. This can help avoid data conflicts and duplication across systems.
Install a data warehouse is not a required activity, but rather a possible option for consolidating data from multiple sources for analytics purposes. Choose a Business Intelligence tool is not a required activity, but rather a possible option for visualizing and reporting on data from various sources.
NEW QUESTION # 170
Universal Containers (UC) is building a Service Cloud call center application and has a multisystem support solution. UC would like or ensure that all systems have access to the same customer information. What solution should a data architect recommend?
- A. Let each system be an owner of data it generates.
- B. Load customer data in all systems.
- C. Make Salesforce the system of record for all data.
- D. Implement a master data management (MDM) strategy for customer data.
Answer: D
Explanation:
A master data management (MDM) strategy for customer data can help UC ensure that all systems have access to the same customer information, without loading or duplicating data in all systems. An MDM strategy can also help UC avoid data conflicts and inconsistencies that may arise from having multiple systems as owners of data.
NEW QUESTION # 171
Salesforce is being deployed in Ursa Major Solar's disparate, multi-system ERP environment.
Ursa major Solar wants to maintain data synchronization between systems. Which two techniques should be used to achieve this goal? (Choose two.)
- A. Build synchronization reports and dashboards.
- B. Integrate Salesforce with the ERP environment.
- C. Utilize workbench to update files within systems.
- D. Utilize an MDM strategy to outline a single source of truth.
Answer: B,D
Explanation:
Option A is correct because integrating Salesforce with the ERP environment is a technique to maintain data synchronization between systems. Option C is correct because utilizing an MDM strategy to outline a single source of truth is another technique to ensure data quality and consistency across systems.
NEW QUESTION # 172
UC is implementing sales cloud for patient management and would like to encrypt sensitive patient records being stored in files. Which solution should a data architect recommend to solve this requirement?
- A. Implement shield platform encryption to encrypt files.
- B. Implement 3rd party App Exchange app to encrypt files.
- C. Store files outside of salesforce and access them to real time.
- D. Use classic encryption to encrypt files.
Answer: A
Explanation:
Shield platform encryption is the recommended solution for encrypting sensitive patient records stored in files, as it provides encryption at rest for files and attachments, as well as standard and custom fields. Classic encryption only supports text fields with a maximum length of 175 characters, and does not encrypt files. Third-party App Exchange apps may not provide the same level of security and compliance as shield platform encryption. Storing files outside of salesforce may introduce additional complexity and latency
NEW QUESTION # 173
Universal Containers would like to remove data silos and connect their legacy CRM together with their ERP and with Salesforce. Most of their sales team has already migrated to Salesforce for daily use, although a few users are still on the old CRM until some functionality they require is completed. Which two techniques should be used for smooth interoperability now and in the future?
- A. Work with stakeholders to establish a Master Data Management plan for the system of record for specific objects, records, and fields.
- B. Do not connect Salesforce and the legacy CRM to each other during this transition period, but do allow both to interact with the ERP.
- C. Replicate ongoing changes in the legacy CRM to Salesforce to facilitate a smooth transition when the legacy CRM is eventually retired.
- D. Specify the legacy CRM as the system of record during transition until it is removed from operation and fully replaced by Salesforce.
Answer: A,D
Explanation:
Specify the legacy CRM as the system of record during transition until it is removed from operation and fully replaced by Salesforce. This is a good technique to ensure data consistency and avoid conflicts between the two systems. Work with stakeholders to establish a Master Data Management plan for the system of record for specific objects, records, and fields. This is another good technique to define the data governance and stewardship policies and processes for managing data quality and integrity across multiple systems.
NEW QUESTION # 174
......
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