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| Section | Weight | Objectives |
|---|
| Topic 1: Large Data Volumes and Performance | 20% | - Query and performance optimization
- 1. Indexing, selective queries and avoiding performance bottlenecks
- Storage and scalability planning
- 1. Data volume growth planning and storage limits
- LDV architecture design
- 1. Data distribution, archiving and partitioning strategies
|
| Topic 2: 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 3: 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 4: 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
- Data model design for Customer 360
- 1. Objects, fields, relationships and object features
- 2. Scalable design aligned with security and sharing model
- Object type selection
- 1. Standard/custom objects vs Big Objects: use cases, pros and cons
|
| Topic 5: 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 6: 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
|
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Salesforce Certified Platform Data Architect Sample Questions (Q146-Q151):
NEW QUESTION # 146
UC has the following system:
- Billing system.
- Customer support system.
- CRM system.
US has been having trouble with business intelligence across the different systems. Recently US implemented a master data management (MDM) solution that will be the system of truth for the customer records.
Which MDM data element is needed to allow reporting across these systems?
- A. Phone number.
- B. Global unique customer number.
- C. Full name.
- D. Email address.
Answer: B
Explanation:
The correct answer is A, global unique customer number. A global unique customer number is a data element that can uniquely identify each customer across different systems. It can be used as a key to link customer records from different sources and enable reporting across these systems.
Email address, phone number, and full name are not reliable or consistent identifiers for customers, as they can change over time or be shared by multiple customers.
NEW QUESTION # 147
Universal container (UC) would like to build a Human resources application on Salesforce to manage employee details, payroll, and hiring efforts. To adequately and store the relevant data, the application will need to leverage 45 custom objects. In addition to this, UC expects roughly
20,00 API calls into Salesfoce from an n-premises application daily. Which license type should a data architect recommend that best fits these requirements?
- A. Service Cloud
- B. Lightning External Apps Starts
- C. Lightning platform Start
- D. Lightning Platform plus
Answer: D
Explanation:
Lightning Platform Plus is the license type that best fits UC's requirements, as it allows up to 50 custom objects and 40,000 API calls per user per 24-hour period. Service Cloud does not provide enough custom objects or API calls. Lightning Platform Start only allows up to 10 custom objects and 5,000 API calls per user per 24-hour period. Lightning External Apps Start is for external users and does not provide enough API calls.
NEW QUESTION # 148
A Customer is migrating 10 million order and 30 million order lines into Salesforce using Bulk API.
The Engineer is experiencing time-out errors or long delays querying parents order IDs in Salesforce before importing related order line items. What is the recommended solution?
- A. Query only indexed ID field values on the imported order to import related order lines.
- B. Leverage an External ID from source system orders to import related order lines.
- C. Leverage Batch Apex to update order ID on related order lines after import.
- D. Leverage a sequence of numbers on the imported orders to import related order lines.
Answer: B
Explanation:
Leverage an External ID from source system orders to import related order lines. This is the recommended solution because it allows you to use the upsert operation to match records based on the External ID field, which is indexed and unique. This avoids the need to query the parent order IDs in Salesforce before importing the order line items, which can cause time-out errors or long delays.
NEW QUESTION # 149
NTO has outgrown its current salesforce org and will be migrating to new org shortly. As part of this process NTO will be migrating all of its metadata and data. NTO's data model in the source org has a complex relationship hierarchy with several master detail and lookup relationships across objects, which should be maintained in target org. What 3 things should a data architect do to maintain the relationship hierarchy during migration? Choose 3 answer
- A. Replace source record ID's with new record ID's from the target org in the import file.
- B. Create a external id field for each object in the target org and map source record ID's to this field.
- C. Redefine the master detail relationship fields to lookup relationship fields in the target org.
- D. Use data loader to export the data from source org and then import or Upsert into the target org in sequential order.
- E. Keep the relationship fields populated with the source record ID's in the import file.
Answer: A,B,D
Explanation:
The correct answer is A, B, and D. To maintain the relationship hierarchy during migration, a data architect should use data loader to export the data from source org and then import or upsert into the target org in sequential order, create an external ID field for each object in the target org and map source record IDs to this field, and replace source record IDs with new record IDs from the target org in the import file. These steps will ensure that the records are linked correctly and the relationships are preserved.
NEW QUESTION # 150
Universal Containers has received complaints that customers are being called by multiple Sales Reps where the second Sales Rep that calls is unaware of the previous call by their coworker.
What is a data quality problem that could cause this?
- A. Duplicate Contact records exist in the system.
- B. Customer phone number has changed on the Contact record.
- C. Duplicate Activity records on a Contact.
- D. Missing phone number on the Contact record.
Answer: A
Explanation:
A data quality problem that could cause customers to be called by multiple Sales Reps is having duplicate Contact records in the system. Duplicate records can result from data entry errors, data imports, or integrations with other systems. Duplicate records can lead to confusion, inefficiency, and customer dissatisfaction.
NEW QUESTION # 151
......
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