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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Governance, Quality and Security	15%	- Data governance framework 1. Policies, standards, ownership and stewardship - Data quality management 1. Profiling, monitoring, cleansing and enrichment - Data security and compliance 1. Access control, encryption, compliance and audit
Topic 2: 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 3: 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 4: 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 5: 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 6: 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

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Salesforce Certified Platform Data Architect Sample Questions (Q95-Q100):

NEW QUESTION # 95
Universal Containers (UC) wants to store product data in Salesforce, but the standard Product object does not support the more complex hierarchical structure which is currently being used in the product master system. How can UC modify the standard Product object model to support a hierarchical data structure in order to synchronize product data from the source system to Salesforce?

A. Create a custom lookup filed on the standard Product to reference the child record in the hierarchy.
B. Create a custom lookup field on the standard Product to reference the parent record in the hierarchy.
C. Create an Apex trigger to synchronize the Product Family standard picklist field on the Product object.
D. Create a custom master-detail field on the standard Product to reference the child record in the hierarchy.

Answer: B

Explanation:
Creating a custom lookup field on the standard Product to reference the parent record in the hierarchy is the correct way to modify the standard Product object model to support a hierarchical data structure. This allows UC to create a self-relationship on the Product object and define parent-child relationships among products.

NEW QUESTION # 96
What is the best tool for analyzing SOQL query performance?

A. Workbench
B. Query Plan Tool
C. Debug Logs
D. Data Loader

Answer: B

Explanation:
It shows cost, selectivity, and index usage.

NEW QUESTION # 97
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 AppExchange package to clean lead information before Apex job processes them.
B. Use Apex services to email failures to business when error occurs.
C. Use Custom Object to store leads, and allow unprocessed leads to be reported.
D. Save Apex errors in a custom object, and allow access to this object for reporting.

Answer: B

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 # 98
UC has millions of case records with case history and SLA data. UC's compliance team would like historical cases to be accessible for 10 years for Audit purpose. What solution should a data architect recommend?

A. Archive Case data using Salesforce Archiving process
B. Use a custom Big object to store archived case data.
C. Purchase more data storage to support case object
D. Use a custom object to store archived case data.

Answer: B

Explanation:
The best solution to store historical cases for 10 years for audit purpose is to use a custom Big object to store archived case data. Big objects are a type of custom object that can store massive amounts of data on the Salesforce platform without affecting performance or storage limits. They also support point-and-click tools, triggers, and Apex code. Big objects can be used for archiving historical data that needs to be retained for compliance or analytics purposes. Archiving case data using Salesforce Archiving process is not a good option because it only supports archiving cases that are closed for more than one year, and it does not allow customizing the archival criteria or accessing the archived data via Apex or APIs. Purchasing more data storage to support case object is expensive and may impact performance. Using a custom object to store archived case data is not scalable and may consume a lot of storage space.

NEW QUESTION # 99
Universal Containers has successfully migrated 50 million records into five different objects multiple times in a full copy sandbox. The Integration Engineer wants to re-run the test again a month before it goes live into Production. What is the recommended approach to re-run the test?

A. Truncate all 5 objects quickly and re-run the data migration test.
B. Hard delete all 5 objects' data and re-run the data migration test.
C. Refresh the full copy sandbox and re-run the data migration test.
D. Truncate all 5 objects and hard delete before running the migration test.

Answer: C

Explanation:
The recommended approach to re-run the test is to refresh the full copy sandbox and re-run the data migration test. A full copy sandbox is a replica of the production Org, including all data, metadata, and attachments. Refreshing a full copy sandbox means creating a new copy of the production Org and replacing the existing sandbox. This would ensure that the test is run on a clean and up-to-date environment, without any leftover data or configuration from previous tests.
Truncating or hard deleting objects would not be sufficient, because they would not remove all the data or metadata from the sandbox, and they could also affect other dependent objects or processes.

NEW QUESTION # 100
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