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| Section | Weight | Objectives |
|---|
| Topic 1: Master Data Management | 5% | - Golden record and system of truth
- 1. Establishing single source of truth in single org
- MDM implementation approaches
- 1. Harmonization, consolidation, survivorship rules and thresholds
- 2. Canonical modeling and hierarchy management
|
| Topic 2: 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
|
| Topic 3: Large Data Volumes and Performance | 20% | - LDV architecture design
- 1. Data distribution, archiving and partitioning strategies
- Query and performance optimization
- 1. Indexing, selective queries and avoiding performance bottlenecks
- Storage and scalability planning
- 1. Data volume growth planning and storage limits
|
| Topic 4: 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. Synchronous vs asynchronous, batch vs real-time
- 2. APIs, middleware and external systems integration
|
| Topic 5: Data Migration | 15% | - Migration strategy and planning
- 1. Assessment, mapping, validation and rollback planning
- Data quality and validation
- 1. Cleaning, deduplication and post-migration verification
- Migration execution and tools
- 1. Data loader, ETL tools and bulk API usage
|
| Topic 6: 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
|
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Salesforce Certified Platform Data Architect Sample Questions (Q41-Q46):
NEW QUESTION # 41
For a production cutover, a large number of Account records will be loaded into Salesforce from a legacy system. The legacy system does not have enough information to determine the Ownership for these Accounts upon initial load. Which two recommended options assign Account ownership to mitigate potential performance problems?
- A. Let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy.
- B. Let the VP of the Sales department, who will report directly to the senior VP, own all the Account records.
- C. Let a "system user" own all the Account records and make this user part of the highest-level role in the Role Hierarchy.
- D. Let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy.
Answer: A,D
Explanation:
The two recommended options to assign Account ownership to mitigate potential performance problems are to let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy, or to let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy. This is because these options would reduce the number of sharing calculations and rules that need to be applied to the Account records, and improve the performance and scalability of the system. The other options are not recommended, as they would increase the sharing complexity and overhead, and potentially expose sensitive data to unauthorized users.
NEW QUESTION # 42
Universal Containers keeps its Account data in Salesforce and its Invoice data in a third-party ERP system. They have connected the Invoice data through a Salesforce external object. They want data from both Accounts and Invoices visible in one report in one place. What two approaches should an architect suggest for achieving this solution? Choose 2 answer
- A. Create a report in an external system combining Salesforce Account data and Invoice data from the ERP.
- B. Create a separate Salesforce report for Accounts and Invoices and combine them in a dashboard.
- C. Create a report combining data from the Account standard object and the Invoices external object.
- D. Create a Visualforce page combining Salesforce Account data and Invoice external object data.
Answer: A,D
Explanation:
Creating a report in an external system combining Salesforce Account data and Invoice data from the ERP, and creating a Visualforce page combining Salesforce Account data and Invoice external object data are two approaches that an architect can suggest for achieving this solution.
Both of these approaches can display data from both Accounts and Invoices in one place, using either an external reporting tool or a custom web page. Creating a report combining data from the Account standard object and the Invoices external object is not possible because Salesforce does not support reporting on external objects. Creating a separate Salesforce report for Accounts and Invoices and combining them in a dashboard is not ideal because it will not show the data in one report, but rather in two separate components.
NEW QUESTION # 43
Universal Containers (UC) is a business that works directly with individual consumers (B2C).
They are moving from a current home-grown CRM system to Salesforce. UC has about one million consumer records. What should the architect recommend for optimal use of Salesforce functionality and also to avoid data loading issues?
- A. Load one Account record and one Contact record for each individual consumer.
- B. Create one Account and load individual consumers as Contacts linked to that one Account.
- C. Create a Custom Object Individual Consumer c to load all individual consumers.
- D. Load all individual consumers as Account records and avoid using the Contact object.
Answer: B
Explanation:
According to the exam guide, one of the objectives is to "describe best practices for implementing a single-org strategy in a B2C scenario". This implies that option D is the best practice for loading individual consumers as contacts in Salesforce. This approach avoids creating unnecessary accounts and reduces data duplication.
NEW QUESTION # 44
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. Lighting platform plus
- B. Light Platform Start
- C. Sales Cloud
- D. Service Cloud
Answer: A
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 # 45
Company S was recently acquired by Company T. As part of the acquisition, all of the data for the Company S's Salesforce instance (source) must be migrated into the Company T's Salesforce instance (target). Company S has 6 million Case records. An Architect has been tasked with optimizing the data load time. What should the Architect consider to achieve this goal?
- A. Pre-process the data, then use Data Loader with SOAP API to upsert with zip compression enabled.
- B. Load the data in multiple sets using Bulk API parallel processes.
- C. Utilize the Salesforce Org Migration Tool from the Setup Data Management menu.
- D. Directly leverage Salesforce-to-Salesforce functionality to load Case data.
Answer: A
Explanation:
Pre-processing the data means transforming and cleansing the data before loading it into Salesforce. This can reduce the errors and conflicts that might occur during the data load. Using Data Loader with SOAP API to upsert with zip compression enabled can also improve the performance and efficiency of the data load by reducing the network bandwidth and avoiding duplication
NEW QUESTION # 46
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