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| Section | Weight | Objectives |
|---|
| Topic 1: Data Migration | 15% | - Migration execution and tools
- 1. Data loader, ETL tools and bulk API usage
- Migration strategy and planning
- 1. Assessment, mapping, validation and rollback planning
- Data quality and validation
- 1. Cleaning, deduplication and post-migration verification
|
| Topic 2: 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
|
| Topic 3: Data Integration | 20% | - 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
- External data sources
- 1. External Objects, OData and virtual data access
|
| Topic 4: Data Modeling and Database Design | 25% | - Metadata management
- 1. Business dictionary, data lineage, taxonomy and classification
- Data model design for Customer 360
- 1. Objects, fields, relationships and object features
- 2. Scalable design aligned with security and sharing model
- 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
|
| Topic 5: 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 6: 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
|
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Salesforce Certified Platform Data Architect Sample Questions (Q249-Q254):
NEW QUESTION # 249
Northern Trail outfitters in migrating to salesforce from a legacy CRM system that identifies the agent relationships in a look-up table. What should the data architect do in order to migrate the data to Salesfoce?
- A. Migrate to Salesforce without a record owner.
- B. Create custom objects to store agent relationships.
- C. Assign record owner based on relationship.
- D. Migrate the data and assign to a non-person system user.
Answer: B
Explanation:
The correct answer is A. To migrate the data to Salesforce, the data architect should create custom objects to store agent relationships. This will allow the data architect to replicate the look- up table structure from the legacy CRM system and maintain the relationship data in Salesforce.
NEW QUESTION # 250
Universal Containers (CU) is in the process of implementing an enterprise data warehouse (EDW). UC needs to extract 100 million records from Salesforce for migration to the EDW. What data extraction strategy should a data architect use for maximum performance?
- A. Install a third-party AppExchange tool.
- B. Call the REST API in successive queries.
- C. Use the Bulk API in parallel mode.
- D. Utilize PK Chunking with the Bulk API.
Answer: D
Explanation:
According to the Salesforce documentation, extracting large amounts of data from Salesforce can be challenging and time-consuming, as it can encounter performance issues, API limits, timeouts, etc. To extract 100 million records from Salesforce for migration to an enterprise data warehouse (EDW), a data extraction strategy that can provide maximum performance is:
Utilize PK Chunking with the Bulk API (option C). This means using a feature that allows splitting a large query into smaller batches based on the record IDs (primary keys) of the queried object.
This can improve performance and avoid timeouts by processing each batch asynchronously and in parallel using the Bulk API.
NEW QUESTION # 251
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 need to small amounts of external data at any one time.
- B. You need to expose data via a virtual private connection.
- C. You have a large amount of data that you don't want to copy into your Salesforce org.
- D. You want real-time access to the latest data, from other systems.
- E. You have a large amount of data and would like to copy subsets of it into Salesforce.
Answer: A,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 # 252
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 # 253
Universal Containers has defined a new Data Quality Plan for their Salesforce data and wants to know how they can enforce it throughout the organization. Which two approaches should an architect recommend to enforce this new plan? Choose 2 answer
- A. Schedule a weekly dashboard displaying records that are missing information to be sent to managers for review.
- B. Use Workflow, Validation Rules, and Force.com code (Apex) to enforce critical business processes.
- C. Schedule reports that will automatically catch duplicates and merge or delete the records every week.
- D. Store all data in an external system and set up an integration to Salesforce for view -only access.
Answer: A,B
Explanation:
Scheduling a weekly dashboard displaying records that are missing information to be sent to managers for review and using Workflow, Validation Rules, and Force.com code (Apex) to enforce critical business processes are two approaches that an architect should recommend to enforce the new Data Quality Plan for UC's Salesforce data. Scheduling a weekly dashboard can provide a regular and visual way of monitoring the data quality and identifying any gaps or issues that need to be addressed by the managers or users. Using Workflow, Validation Rules, and Apex can provide various ways of enforcing data quality standards and business logic by automating actions, displaying error messages, or executing custom code when users create or edit records. The other options are not suitable or helpful for enforcing the Data Quality Plan, as they would either not provide real-time feedback, not prevent data quality issues, or not leverage the capabilities of Salesforce
NEW QUESTION # 254
......
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