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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
- LDV architecture design
- 1. Data distribution, archiving and partitioning strategies
- Storage and scalability planning
- 1. Data volume growth planning and storage limits
|
| Topic 2: Data Modeling and Database Design | 25% | - Data model design for Customer 360
- 1. Scalable design aligned with security and sharing model
- 2. Objects, fields, relationships and object features
- Data skew prevention
- 1. Avoid record locking, sharing issues and excessive parent-child relationships
- Metadata management
- 1. Business dictionary, data lineage, taxonomy and classification
- Object type selection
- 1. Standard/custom objects vs Big Objects: use cases, pros and cons
|
| Topic 3: 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
|
| Topic 4: Data Migration | 15% | - Data quality and validation
- 1. Cleaning, deduplication and post-migration verification
- Migration strategy and planning
- 1. Assessment, mapping, validation and rollback planning
- Migration execution and tools
- 1. Data loader, ETL tools and bulk API usage
|
| Topic 5: 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
|
| 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 (Q94-Q99):
NEW QUESTION # 94
Northern trail Outfitters (NTO) runs its entire out of an enterprise data warehouse (EDW), NTD's sales team starting to use Salesforce after a recent implementation, but currently lacks data required to advanced and opportunity to the next stage.
NTO's management has research Salesforce Connect and would like to use It to virtualize and report on data from the EDW within Salesforce. NTO will be running thousands of reports per day across 10 to 15 external objects.
What should a data architect consider before implementing Salesforce Connect for reporting?
- A. Maximum external objects per org
- B. OData callout limits per day
- C. Maximum number for records returned
- D. Maximum page size for server-driven paging
Answer: B
Explanation:
According to the Salesforce Connect Reporting blog post, one of the considerations for using Salesforce Connect for reporting is the OData callout limits per day. The blog post states that
"Salesforce Connect has a limit of 100,000 callouts per day. This limit is shared across all external data sources in your org. If you exceed this limit, you will receive an error message and no more callouts will be allowed until the next day." Therefore, a data architect should consider this limit before implementing Salesforce Connect for reporting.
NEW QUESTION # 95
Universal Containers has been a customer of Salesforce for 10 years. Currently they have 2 million accounts in the system. Due to an erroneous integration built 3 years ago, it is estimated there are 500,000 duplicates in the system. Which solution should a data architect recommend to remediate the duplication issue?
- A. Extract the data using data loader and use excel to merge the duplicate records
- B. Utilize a data warehouse as the system of truth
- C. Develop an ETL process that utilizers the merge API to merge the duplicate records
- D. Implement duplicate rules
Answer: D
Explanation:
Implementing duplicate rules (option D) is the best solution to remediate the duplication issue, as it allows the data architect to identify and merge duplicate accounts in Salesforce using native features and tools.
NEW QUESTION # 96
As part of addressing general data protection regulation (GDPR) requirements, UC plans to implement a data classification policy for all its internal systems that stores customer information including salesforce. What should a data architect recommend so that UC can easily classify consumer information maintained in salesforce under both standard and custom objects?
- A. Use data classification metadata fields available in field definition.
- B. Build reports for customer information and validate.
- C. Use App Exchange products to classify fields based on policy.
- D. Create a custom picklist field to capture classification of information on customer.
Answer: A
Explanation:
The correct answer is B, use data classification metadata fields available in field definition. Data classification metadata fields are standard fields that allow you to classify the sensitivity level of your data based on your organization's policies. You can use these fields to indicate whether a field contains confidential, restricted, or general data. These fields are available for both standard and custom objects in Salesforce. Using app exchange products, creating a custom picklist field, or building reports would not be as effective or consistent as using data classification metadata fields.
NEW QUESTION # 97
Get Cloud Consulting needs to integrate two different systems with customer records into the Salesforce Account object. So that no duplicate records are created in Salesforce, Master Data Management will be used. An Architect needs to determine which system is the system of record on a field level. What should the Architect do to achieve this goal?
- A. The database schema for each external system should be reviewed, and fields with different names should always be separate fields in Salesforce.
- B. Master Data Management systems determine system of record, and the Architect doesn't have to think about what data is controlled by what system.
- C. Key stakeholders should review any fields that share the same purpose between systems to see how they will be used in Salesforce.
- D. Any field that is an input field in either external system will be overwritten by the last record integrated and can never have a system of record.
Answer: C
Explanation:
Key stakeholders from both systems should collaborate with the Architect to determine which system is the system of record on a field level is what the Architect should do to achieve this goal of integrating two different systems with customer records into the Salesforce Account object using Master Data Management. The system of record is the authoritative source of truth for a given entity or field in a given context. Different systems may have different levels of accuracy, completeness, timeliness, or relevance for different fields. Therefore, it is important to involve key stakeholders from both systems who have knowledge and expertise about their data quality and business needs to decide which system should be the system of record for each field. The Architect should facilitate this collaboration and document the decisions and rationale for each field. The other options are not correct or feasible, as they would either delegate or abdicate the responsibility of determining the system of record, ignore or disregard the input from key stakeholders, or assume or impose a default system of record without considering the data quality and business needs.
NEW QUESTION # 98
Universal Containers (UC) is transitioning from Classic to Lightning Experience. What does UC need to do to ensure users have access to its notices and attachments in Lightning Experience?
- A. Migrate Notes and Attachment to Enhanced Notes and Files a migration tool
- B. Add Notes and Attachments Related List to page Layout in Lighting Experience.
- C. Manually upload Attachments in Lighting Experience.
- D. Manually upload Notes in Lighting Experience.
Answer: A
Explanation:
The correct answer is C, migrate Notes and Attachment to Enhanced Notes and Files using a migration tool. Enhanced Notes and Files are the new features in Lightning Experience that replace the classic Notes and Attachments. They offer more functionality and security than the classic version. To access them in Lightning Experience, you need to migrate your existing Notes and Attachments using a migration tool provided by Salesforce. Adding Notes and Attachments Related List, manually uploading Notes or Attachments, or doing nothing are not valid solutions, as they will not enable you to use the enhanced features in Lightning Experience.
NEW QUESTION # 99
......
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