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| Section | Weight | Objectives |
|---|
| Data Modeling and Database Design | 25% | - Data model design for Customer 360
- 1. Scalable design aligned with security and sharing model
- 2. Objects, fields, relationships and object features
- Metadata management
- 1. Business dictionary, data lineage, taxonomy and classification
- Data skew prevention
- 1. Avoid record locking, sharing issues and excessive parent-child relationships
- Object type selection
- 1. Standard/custom objects vs Big Objects: use cases, pros and cons
|
| Data Governance, Quality and Security | 15% | - Data governance framework
- 1. Policies, standards, ownership and stewardship
- Data security and compliance
- 1. Access control, encryption, compliance and audit
- Data quality management
- 1. Profiling, monitoring, cleansing and enrichment
|
| Data Integration | 20% | - 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 synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
|
| 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
|
| 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
|
| 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 (Q142-Q147):
NEW QUESTION # 142
Universal Containers (UC) has a custom discount request object set as a detail object with a custom product object as the master. There is a requirement to allow the creation of generic discount requests without the custom product object as its master record. What solution should an Architect recommend to UC?
- A. Remove the master-detail relationship and keep the objects separate.
- B. Mandate the selection of a custom product for each discount request.
- C. Change the master-detail relationship to a lookup relationship.
- D. Create a placeholder product record for the generic discount request.
Answer: C
Explanation:
Changing the master-detail relationship to a lookup relationship is the best solution for allowing the creation of generic discount requests without the custom product object as its master record.
A lookup relationship allows you to create child records without requiring a parent record. It also gives you more flexibility in defining the sharing and security settings for each object
NEW QUESTION # 143
Universal Containers is planning out their archiving and purging plans going forward for their custom objects Topic__c and Comment__c. Several options are being considered, including analytics snapshots, offsite storage, scheduled purges, etc. Which three questions should be considered when designing an appropriate archiving strategy?
- A. How many fields are defined on the custom objects that need to be archived?
- B. Will the data being archived need to be reported on or accessed in any way in the future?
- C. Are there any regulatory restrictions that will influence the archiving and purging plans?
- D. Which profiles and users currently have access to these custom object records?
- E. If reporting is necessary, can the information be aggregated into fewer, summary records?
Answer: B,C,E
Explanation:
The three questions that should be considered when designing an appropriate archiving strategy are: If reporting is necessary, can the information be aggregated into fewer, summary records?
Will the data being archived need to be reported on or accessed in any way in the future? Are there any regulatory restrictions that will influence the archiving and purging plans? These questions are important because they help determine the scope, frequency, and method of archiving and purging data from Salesforce. For example, if reporting is necessary, then summary records or analytics snapshots can be used to store aggregated data and reduce the number of records that need to be archived. If the data being archived needs to be accessed in the future, then offsite storage or external objects can be used to retain the data and make it available on demand. If there are any regulatory restrictions, such as GDPR or HIPAA, then the archiving and purging plans need to comply with them and ensure data security and privacy
NEW QUESTION # 144
NTO would like to retrieve their SF orgs meta data programmatically for backup within a various external. Which API is the best fit for accomplishing this task?
- A. Bulk API in serial mode
- B. Metadata API
- C. Tooling API
- D. SOAP API
Answer: B
Explanation:
The best API for retrieving Salesforce org metadata programmatically is the Metadata API. The Metadata API provides access to the metadata that defines the structure and configuration of an org, such as custom objects, fields, workflows, security settings, etc. It also supports deploying, retrieving, creating, updating, and deleting metadata components. The Metadata API can be used with various tools, such as Ant, Workbench, or IDEs.
NEW QUESTION # 145
DreamHouse Realty has a data model as shown in the image. The Project object has a private sharing model, and it has Roll-Up summary fields to calculate the number of resources assigned to the project, total hours for the project, and the number of work items associated to the project.
There will be a large amount of time entry records to be loaded regularly from an external system into Salesforce.

What should the Architect consider in this situation?
- A. Calculate summary values instead of Roll-Up by using triggers.
- B. Load all data after deferring sharing calculations.
- C. Load all data using external IDs to link to parent records.
- D. Calculate summary values instead of Roll-Up by using workflow.
Answer: B
Explanation:
According to the exam guide, one of the objectives is to "describe the use cases and considerations for deferring sharing calculations". This implies that option A is the correct way to load large amounts of data into Salesforce without affecting performance and data integrity.
Deferring sharing calculations allows the data to be loaded first and then the sharing rules to be applied later.
NEW QUESTION # 146
Which strategy reduces data skew risk?
- A. Assign all records to one user
- B. Use multiple record owners
- C. Use fewer objects
- D. Increase validation rules
Answer: B
Explanation:
Distributing ownership prevents skew.
NEW QUESTION # 147
......
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