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| Section | Weight | Objectives |
|---|
| Data Governance, Quality and Security | 15% | - Data quality management
- 1. Profiling, monitoring, cleansing and enrichment
- Data governance framework
- 1. Policies, standards, ownership and stewardship
- Data security and compliance
- 1. Access control, encryption, compliance and audit
|
| Data Migration | 15% | - Data quality and validation
- 1. Cleaning, deduplication and post-migration verification
- Migration execution and tools
- 1. Data loader, ETL tools and bulk API usage
- 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
|
| 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
- Data model design for Customer 360
- 1. Scalable design aligned with security and sharing model
- 2. Objects, fields, relationships and object features
- Data skew prevention
- 1. Avoid record locking, sharing issues and excessive parent-child relationships
- Metadata management
- 1. Business dictionary, data lineage, taxonomy and classification
|
| Data Integration | 20% | - 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 synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
|
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Salesforce Certified Platform Data Architect Sample Questions (Q109-Q114):
NEW QUESTION # 109
Which solution improves performance for frequently accessed fields?
- A. External Objects
- B. Skinny Tables
- C. Data Categories
- D. Big Objects
Answer: B
Explanation:
Skinny tables reduce joins and improve read performance.
NEW QUESTION # 110
Universal Containers (UC) wants to capture information on how data entities are stored within the different applications and systems used within the company. For that purpose, the architecture team decided to create a data dictionary covering the main business domains within UC. Which two common techniques are used building a data dictionary to store information on how business entities are defined?
- A. Use an entity relationship diagram.
- B. Use the Salesforce Metadata API.
- C. Use Salesforce Object Query Language.
- D. Use a data definition language.
Answer: A,B
Explanation:
A data dictionary is a document that describes the structure, format, and meaning of data entities and attributes. A common technique to build a data dictionary is to use an entity relationship diagram (ERD), which shows the logical relationships between objects and fields in a graphical way. Another technique is to use the Salesforce Metadata API, which allows you to retrieve and deploy the metadata that defines your Salesforce org
NEW QUESTION # 111
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 # 112
Universal Containers (UC) has a requirement to create an Account plan object that is related to the Account object. Each Account plan needs to have an Account object, but the accessibility requirement of the Account plan is different from the Account object. What should an Architect recommend?
- A. Create a custom account plan object as detail with Account as master with additional sharing rules to allow access.
- B. Create a custom account plan object as detail with Account as mater in a master-detail relationship.
- C. Create an account plan object with a lookup relationship to Account with validation rules to enforce the Account association.
- D. Create an account plan object with a lookup relations to Account without any validation rules to enforce the Account association.
Answer: C
Explanation:
Creating an account plan object with a lookup relationship to Account with validation rules to enforce the Account association can help UC meet their requirement. A lookup relationship allows different accessibility requirements for the account plan object and the account object, as well as different ownership and sharing settings. A validation rule can ensure that each account plan has an account associated with it.
NEW QUESTION # 113
Universal Containers (UC) has implemented Sales Cloud for its entire sales organization, UC has built a custom object called projects_c that stores customers project detail and employee bitable hours.
The following requirements are needed:
- A subnet of individuals from the finance team will need to access to
the projects object for reporting and adjusting employee utilization.
- The finance users will not access to any sales objects, but they will need to interact with the custom object.
Which license type a data architect recommend for the finance team that best meets the requirements?
- A. Sales Cloud
- B. Light Platform Start
- C. Service Cloud
- D. Lighting platform plus
Answer: D
Explanation:
The data architect should recommend Lighting platform plus license type for the finance team that best meets the requirements. This license type allows users to access custom objects and run reports and dashboards on them, without accessing any sales objects.
NEW QUESTION # 114
......
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