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| Section | Weight | Objectives |
|---|
| Topic 1: Large Data Volumes and Performance | 20% | - Storage and scalability planning
- 1. Data volume growth planning and storage limits
- Query and performance optimization
- 1. Indexing, selective queries and avoiding performance bottlenecks
- LDV architecture design
- 1. Data distribution, archiving and partitioning strategies
|
| Topic 2: Master Data Management | 5% | - MDM implementation approaches
- 1. Harmonization, consolidation, survivorship rules and thresholds
- 2. Canonical modeling and hierarchy management
- Golden record and system of truth
- 1. Establishing single source of truth in single org
|
| Topic 3: Data Integration | 20% | - External data sources
- 1. External Objects, OData and virtual data access
- Data synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
- Integration patterns and technologies
- 1. APIs, middleware and external systems integration
- 2. Synchronous vs asynchronous, batch vs real-time
|
| Topic 4: Data Governance, Quality and Security | 15% | - Data security and compliance
- 1. Access control, encryption, compliance and audit
- Data governance framework
- 1. Policies, standards, ownership and stewardship
- Data quality management
- 1. Profiling, monitoring, cleansing and enrichment
|
| Topic 5: Data Modeling and Database Design | 25% | - 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 model design for Customer 360
- 1. Objects, fields, relationships and object features
- 2. Scalable design aligned with security and sharing model
- Metadata management
- 1. Business dictionary, data lineage, taxonomy and classification
|
| Topic 6: 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
|
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Salesforce Certified Platform Data Architect Sample Questions (Q72-Q77):
NEW QUESTION # 72
A casino is implementing Salesforce and is planning to build a customer 360 degree view for a customer who visits its resorts. The casino currently maintains the following systems that record customer activity:
1. Point-of-sale system: All purchases for a customer
2. Salesforce: Ail customer service activity and sales activities for a customer
3. Mobile app: All bookings, preferences, and browser activity for a customer
4. Marketing: All email, SMS, and social campaigns for a customer
Customer service agents using Salesforce would like to view the activities from all four systems to provide support to customers. The information has to be current and real time.
What strategy should the data architect implement to satisfy this requirement?
- A. Use a customer data mart to create the 360-degree view of the customer.
- B. Migrate customer activities fro, all four system into Salesforce.
- C. Periodically upload summary information in Salesforce to build a 360-degree view.
- D. Explore external data sources in Salesforce to build a 360-degree view of the customer.
Answer: D
Explanation:
Exploring external data sources in Salesforce to build a 360 degree view of the customer (option A) is the best strategy to satisfy this requirement, as it allows customer service agents to view the activities from all four systems in real time without storing or replicating the data in Salesforce.
NEW QUESTION # 73
Universal Containers is integrating a new Opportunity engagement system with Salesforce.
According to their Master Data Management strategy, Salesforce is the system of record for Account, Contact, and Opportunity data. However, there does seem to be valuable Opportunity data in the new system that potentially conflicts with what is stored in Salesforce. What is the recommended course of action to appropriately integrate this new system?
- A. A policy should be adopted so that the system whose record was most recently updated should prevail in conflicts.
- B. The MDM strategy defines Salesforce as the system of record, so Salesforce Opportunity values prevail in all conflicts.
- C. Stakeholders should be brought together to discuss the appropriate data strategy moving forward.
- D. The Opportunity engagement system should become the system of record for Opportunity records.
Answer: C
Explanation:
The recommended course of action to appropriately integrate the new Opportunity engagement system with Salesforce is to bring the stakeholders together to discuss the appropriate data strategy moving forward. This is because there may be valuable data in both systems that need to be reconciled and harmonized, and the Master Data Management (MDM) strategy may need to be revised or updated to accommodate the new system. The other options are not recommended, as they may result in data loss, inconsistency, or duplication.
NEW QUESTION # 74
UC is building a salesforce application to track contacts and their respective conferences that they have attended with the following requirements:
1. Contacts will be stored in the standard contact object.
2. Conferences will be stored in a custom conference_ c object.
3. Each contact may attend multiple conferences and each conference may be related to multiple contacts.
How should a data architect model the relationship between the contact and conference objects?
- A. Create a lookup relationship field on contact object.
- B. Create a master detail relationship field on the Contact object.
- C. Implement a Contact Conference junction object with master detail relationship to both contact and conference_c
- D. Create a master detail relationship field on the Conference object.
Answer: C
Explanation:
Implementing a Contact Conference junction object with master detail relationship to both contact and conference_c is the correct way to model the relationship between the contact and conference objects, as it allows a many-to-many relationship between them. This means that each contact can attend multiple conferences, and each conference can be related to multiple contacts. Creating a master detail relationship field on either the contact or the conference object would create a one-to- many relationship, which does not meet the requirements. Creating a lookup relationship field on contact object would also create a one-to-many relationship, and would not enforce referential integrity.
NEW QUESTION # 75
Which field is automatically indexed?
- A. Text field
- B. Record ID
- C. Formula field
- D. Picklist
Answer: B
Explanation:
Salesforce automatically indexes primary keys.
NEW QUESTION # 76
Universal Container (UC) stores 10 million rows of inventory data in a cloud database, As part of creating a connected experience in Salesforce, UC would like to this inventory data to Sales Cloud without a import. UC has asked its data architect to determine if Salesforce Connect is needed. Which three consideration should the data architect make when evaluating the need for Salesforce Connect?
- A. You have a large amount of data and would like to copy subsets of it into Salesforce.
- B. You want real-time access to the latest data, from other systems.
- C. You have a large amount of data that you don't want to copy into your Salesforce org.
- D. You need to small amounts of external data at any one time.
- E. You need to expose data via a virtual private connection.
Answer: B,C,D
Explanation:
The correct answer is A, D, and E. The data architect should consider these three factors when evaluating the need for Salesforce Connect: You want real-time access to the latest data from other systems, you have a large amount of data that you don't want to copy into your Salesforce org, and you need to small amounts of external data at any one time. These factors indicate that Salesforce Connect is a suitable solution for creating a connected experience in Salesforce without importing inventory data from a cloud database. Salesforce Connect allows Salesforce to access external data via OData or custom adapters without storing it in Salesforce, which reduces storage costs and ensures data freshness. Salesforce Connect also supports pagination and caching to optimize performance when accessing small amounts of external data at any one time.
NEW QUESTION # 77
......
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