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| Section | Weight | Objectives |
|---|
| 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. Objects, fields, relationships and object features
- 2. Scalable design aligned with security and sharing model
|
| 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
|
| 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
|
| Large Data Volumes and Performance | 20% | - Storage and scalability planning
- 1. Data volume growth planning and storage limits
- LDV architecture design
- 1. Data distribution, archiving and partitioning strategies
- Query and performance optimization
- 1. Indexing, selective queries and avoiding performance bottlenecks
|
| 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
|
| Data Integration | 20% | - 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
- Data synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
|
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Salesforce Certified Platform Data Architect Sample Questions (Q164-Q169):
NEW QUESTION # 164
A large automobile company has implemented Salesforce for its sales associates. Leads flow from its website to Salesforce using a batch integration in Salesforce. The batch job converts the leads to Accounts in Salesforce. Customers visiting their retail stores are also created in Salesforce as Accounts.
The company has noticed a large number of duplicate Accounts in Salesforce. On analysis, it was found that certain customers could interact with its website and also visit the store. The sales associates use Global Search to search for customers in Salesforce before they create the customers.
Which option should a data architect choose to implement to avoid duplicates?
- A. Implement an MDM solution to validate the customer information before creating Salesforce.
- B. Build a custom search functionality that allows sales associates to search for customer in real time upon visiting their retail stores.
- C. Develop an Apex class that searches for duplicates and removes them nightly.
- D. leverage duplicate rules in Salesforce to validate duplicates during the account creation process.
Answer: D
Explanation:
Leveraging duplicate rules in Salesforce to validate duplicates during the account creation process (option A) is the best option to implement to avoid duplicates, as it allows the sales associates to identify and merge duplicate accounts before they are saved.
NEW QUESTION # 165
What is a benefit of archiving data?
- A. Increased storage usage
- B. Improved system performance
- C. More duplicate records
- D. Slower queries
Answer: B
Explanation:
Reducing active data improves performance.
NEW QUESTION # 166
Universal Container require all customers to provide either a phone number of an email address when registering for an account. What should the data architect use to ensure this requirement is met?
- A. Process Builder
- B. Apex Class
- C. required Fields
- D. validation Rule
Answer: D
Explanation:
Using a validation rule is the best way to ensure that all customers provide either a phone number or an email address when registering for an account, as it allows defining a formula that evaluates whether a record meets certain criteria. Using required fields may not work if both phone number and email address are required. Using an Apex class or a Process Builder may be more complex or cumbersome than using a validation rule.
NEW QUESTION # 167
Universal Containers uses Apex jobs to create leads in Salesforce. The business team has requested that lead creation failures should be reported to them. Which option does Apex provide to report errors from this Apex job?
- A. Use Apex services to email failures to business when error occurs.
- B. Save Apex errors in a custom object, and allow access to this object for reporting.
- C. Use Custom Object to store leads, and allow unprocessed leads to be reported.
- D. Use AppExchange package to clean lead information before Apex job processes them.
Answer: A
Explanation:
Saving Apex errors in a custom object can be a way to report errors from an Apex job. The article provides an example of how to create a custom object called AsyncApexError__c and use a trigger to insert error records into it. The custom object can then be used for reporting or notification purposes.
NEW QUESTION # 168
Universal Containers has 30 million case records. The Case object has 80 fields. Agents are reporting reports in the Salesforce org. Which solution should a data architect recommend to improve reporting performance?
- A. Move data off of the platform and run reporting outside Salesforce, and give access to reports.
- B. Contact Salesforce support to enable skinny table for cases.
- C. Create a custom object to store aggregate data and run reports.
- D. Build reports using custom Lightning components.
Answer: A
NEW QUESTION # 169
......
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