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| Section | Weight | Objectives |
|---|
| Topic 1: 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 2: Data Integration | 20% | - Integration patterns and technologies
- 1. Synchronous vs asynchronous, batch vs real-time
- 2. APIs, middleware and external systems integration
- Data synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
- External data sources
- 1. External Objects, OData and virtual data access
|
| Topic 3: 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
|
| Topic 4: Large Data Volumes and Performance | 20% | - Query and performance optimization
- 1. Indexing, selective queries and avoiding performance bottlenecks
- LDV architecture design
- 1. Data distribution, archiving and partitioning strategies
- Storage and scalability planning
- 1. Data volume growth planning and storage limits
|
| Topic 5: Data Modeling and Database Design | 25% | - 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 model design for Customer 360
- 1. Scalable design aligned with security and sharing model
- 2. Objects, fields, relationships and object features
|
| Topic 6: Data Migration | 15% | - Migration execution and tools
- 1. Data loader, ETL tools and bulk API usage
- Data quality and validation
- 1. Cleaning, deduplication and post-migration verification
- Migration strategy and planning
- 1. Assessment, mapping, validation and rollback planning
|
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Salesforce Certified Platform Data Architect Sample Questions (Q185-Q190):
NEW QUESTION # 185
Universal Container (US) is replacing a home-grown CRM solution with Salesforce, UC has decided to migrate operational (Open and active) records to Salesforce, while keeping historical records in legacy system, UC would like historical records to be available in Salesforce on an as needed basis. Which solution should a data architect recommend to meet business requirement?
- A. Leverage mashup to display historical records in Salesforce.
- B. Bring all data Salesforce, and delete it after a year.
- C. Leverage real-time integration to pull records into Salesforce.
- D. Build a chair solution to go the legacy system and display records.
Answer: A
Explanation:
According to the Using Mashups article on Salesforce Developers, one of the techniques for deploying large data volumes is to use mashups to display historical records in Salesforce. The article states that "Mashups are a way to display data from an external system within a Salesforce page without copying or synchronizing the data. Mashups use a combination of Visualforce, Apex callouts, and JavaScript code that runs in the browser. Mashups are useful when you want to display large amounts of read-only data that is stored outside of Salesforce." Therefore, a data architect should recommend this solution to meet the business requirement of UC.
NEW QUESTION # 186
UC has a legacy client server app that as a relational data base that needs to be migrated to salesforce. What are the 3 key actions that should be done when data modeling in salesforce?
Choose 3 answer
- A. Map legacy data to salesforce objects.
- B. Identify data elements to be persisted in salesforce.
- C. Work with legacy application owner to analysis legacy data model.
- D. Implement legacy data model within salesforce using custom fields.
- E. Map legacy data to salesforce custom objects.
Answer: A,B,D
Explanation:
According to the Data Modeling unit on Trailhead, some of the key actions that should be done when data modeling in Salesforce are identifying data elements, mapping legacy data, and implementing legacy data model. The unit states that "Before you start creating objects and fields in Salesforce, you need to identify the data elements that you want to store and work with. ...
Next, you need to map your legacy data to Salesforce objects and fields. ... Finally, you need to implement your data model in Salesforce by creating custom objects and fields using declarative tools or Metadata API." Therefore, these are the correct actions for migrating a legacy client server app to Salesforce.
NEW QUESTION # 187
A custom pricing engine for a Salesforce customer has to be decided by factors with the following hierarchy:
- State in which the customer is located
- City in which the customer is located if available
- Zip code in which the customer is located if available
- Changes to this information should have minimum code changes
What should a data architect recommend to maintain this information for the custom pricing engine that is to be built in Salesforce?
- A. Configure the pricing criteria in price books.
- B. Assign the pricing criteria within customer pricing engine.
- C. Maintain require pricing criteria in custom metadata types.
- D. Create a custom object to maintain the pricing criteria.
Answer: C
Explanation:
According to the Get Started with Custom Metadata Types unit on Trailhead, one of the use cases for custom metadata types is to define custom charges for an accounting app. The unit states that "Say that your org uses a standard accounting app. You can create a custom metadata type that defines custom charges, like duties and VAT rates. Then you can write some Apex code that calculates the total amount due for each invoice by using the metadata from your custom metadata type." Therefore, a similar approach can be used to maintain the pricing criteria for a custom pricing engine in Salesforce.
NEW QUESTION # 188
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. Utilize an MDM strategy to outline a single source of truth.
- C. Integrate Salesforce with the ERP environment.
- D. Utilize workbench to update files within systems.
Answer: B,C
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 # 189
Universal Containers (UC) owns a complex Salesforce org with many Apex classes, triggers, and automated processes that will modify records if available. UC has identified that, in its current development state, UC runs change of encountering race condition on the same record. What should a data architect recommend to guarantee that records are not being updated at the same time?
- A. Disable classes or triggers that have the potential to obtain the same record.
- B. Embed the keywords FOR UPDATE after SOQL statements.
- C. Migrate programmatic logic to processes and flows.
- D. Refactor or optimize classes and trigger for maximum CPU performance.
Answer: B
Explanation:
According to the How to avoid row lock or race condition in Apex blog post, one of the ways to prevent race condition in Apex is to use the FOR UPDATE keyword in SOQL statements. The blog post states that "We need to lock the records on which we are working such that other batches or threads will not be having any effect on them. How can we lock a record, then? We need to make use of FOR UPDATE keyword in the SOQL query." Therefore, a data architect should recommend this solution to guarantee that records are not being updated at the same time by different processes.
NEW QUESTION # 190
......
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