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| Section | Weight | Objectives |
|---|
| Topic 1: 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. Scalable design aligned with security and sharing model
- 2. Objects, fields, relationships and object features
- Object type selection
- 1. Standard/custom objects vs Big Objects: use cases, pros and cons
|
| Topic 2: 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 3: 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 4: Data Integration | 20% | - External data sources
- 1. External Objects, OData and virtual data access
- Integration patterns and technologies
- 1. APIs, middleware and external systems integration
- 2. Synchronous vs asynchronous, batch vs real-time
- Data synchronization and consistency
- 1. Conflict resolution, data consistency and idempotency
|
| Topic 5: 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 6: Master Data Management | 5% | - MDM implementation approaches
- 1. Canonical modeling and hierarchy management
- 2. Harmonization, consolidation, survivorship rules and thresholds
- Golden record and system of truth
- 1. Establishing single source of truth in single org
|
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Salesforce Certified Platform Data Architect Sample Questions (Q39-Q44):
NEW QUESTION # 39
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. Use the Bulk API in parallel mode.
- B. Install a third-party AppExchange tool.
- C. Utilize PK Chunking with the Bulk API.
- D. Call the REST API in successive queries.
Answer: C
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 # 40
Universal Containers (UC) is in the process of selling half of its company. As part of this split, UC's main Salesforce org will be divided into two org:org A and org B, UC has delivered these requirements to its data architect
1. The data model for Org B will drastically change with different objects, fields, and picklist values.
2. Three million records will need to be migrated from org A to org B for compliance reasons.
3. The migrate will need occur within the next two month, prior to be split.
Which migrate strategy should a data architect use to successfully migrate the date?
- A. Write a script to use the Bulk API
- B. Use Data Loader for export and Data Import Wizard for import
- C. Use the Salesforces CLI to query, export, and import
- D. use as ETL tool to orchestrate the migration.
Answer: D
Explanation:
Using an ETL tool to orchestrate the migration is the best strategy for this scenario, as it can handle the data model changes, the large volume of records, and the tight timeline.
NEW QUESTION # 41
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. validation Rule
- B. Process Builder
- C. required Fields
- D. Apex Class
Answer: A
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 # 42
Universal Containers (UC) manages Vehicle and Service History in Salesforce. Vehicle (Vehicle__ c) and Service History (Service-History__ c) are both custom objects related through a lookup relationship.
Every week a batch synchronization process updates the Vehicle and Service History records in Salesforce. UC has two hours of migration window every week and is facing locking issues as part of the data migration process.
What should a data architect recommend to avoid locking issues without affecting performance of data migration?
- A. Insert the order in another custom object and use Batch Apex to move the records to Service_ Order__ c object.
- B. Use Bulk API serial mode for data migration
- C. Change the lookup configuration to "Clear the value of this field" when lookup record is deleted.
- D. Use Bulk API parallel mode for data migration
Answer: B
Explanation:
According to the official Salesforce guide, using Bulk API serial mode for data migration can help avoid locking issues by processing batches in a single thread. This mode ensures that batches are processed in the order they are received and that only one batch is processed at a time. This reduces the risk of lock contention and deadlocks, especially when updating parent and child records in a lookup relationship. Option B is the correct answer because it suggests using Bulk API serial mode for data migration.
NEW QUESTION # 43
Universal Containers (UC) has a very large and complex Salesforce org with hundreds of validation rules and triggers. The triggers are responsible for system updates and data manipulation as records are created or updates by users. A majority of the automation tool within UC'' org were not designed to run during a data load. UC is importing 100,000 records into Salesforce across several objects over the weekend. What should a data architect do to mitigate any unwanted results during the import?
- A. Import the data in smaller batches over a 24-hour period.
- B. Ensure duplication and matching rules and defined.
- C. Ensure validation rules, triggers and other automation tools are disabled.
- D. Bulkily the trigger to handle import leads.
Answer: C
Explanation:
Ensuring validation rules, triggers and other automation tools are disabled is the best way to mitigate any unwanted results during the import, as it prevents any errors or conflicts that may occur due to the existing logic. Ensuring duplication and matching rules are defined may not be sufficient or relevant for preventing unwanted results. Importing the data in smaller batches over a
24-hour period may not be necessary or efficient. Bulkifying the trigger to handle import leads may not be possible or desirable if the triggers were not designed to run during a data load.
NEW QUESTION # 44
......
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