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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
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
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
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
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
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 Modeling and Database Design	25%	- 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 - 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

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Salesforce Certified Platform Data Architect Sample Questions (Q165-Q170):

NEW QUESTION # 165
US is implementing salesforce and will be using salesforce to track customer complaints, provide white papers on products and provide subscription (Fee) ?based support. Which license type will US users need to fulfil US's requirements?

A. Lightning platform starter license.
B. Service cloud license.
C. Sales cloud license
D. Salesforce license.

Answer: B

Explanation:
The best license type to fulfil US's requirements is the Service Cloud license. Service Cloud licenses are designed for users who need access to customer service features, such as cases, solutions, knowledge articles, entitlements, service contracts, and service console. Service Cloud users can also access standard CRM objects, such as accounts, contacts, leads, opportunities, campaigns, and reports. Lightning Platform Starter license is not a good option because it is intended for users who need access to one custom app and a limited set of standard objects.
Salesforce license is not a specific license type, but rather a generic term for any license that grants access to the Salesforce platform. Sales Cloud license is not a good option because it is intended for users who need access to sales features, such as products, price books, quotes, orders, and forecasts.

NEW QUESTION # 166
An architect is planning on having different batches to load one million Opportunities into Salesforce using the Bulk API in parallel mode. What should be considered when loading the Opportunity records?

A. Order batches by Auto -number field.
B. Create indexes on Opportunity object text fields.
C. Group batches by the AccountId field.
D. Sort batches by Name field values.

Answer: A

Explanation:
Ordering batches by Auto-number field will ensure that the records are processed in a sequential order and avoid any locking issues that might occur when loading related records in parallel mode. Creating indexes, grouping batches by AccountId, or sorting batches by Name field values are not necessary or beneficial for loading Opportunity records using the Bulk API.

NEW QUESTION # 167
Universal Containers is integrating a new Opportunity engagement system with Salesforce.
According to their Master Data Management strategy, Salesforce is the system of record for Account, Contact, and Opportunity data. However, there does seem to be valuable Opportunity data in the new system that potentially conflicts with what is stored in Salesforce. What is the recommended course of action to appropriately integrate this new system?

A. The Opportunity engagement system should become the system of record for Opportunity records.
B. The MDM strategy defines Salesforce as the system of record, so Salesforce Opportunity values prevail in all conflicts.
C. A policy should be adopted so that the system whose record was most recently updated should prevail in conflicts.
D. Stakeholders should be brought together to discuss the appropriate data strategy moving forward.

Answer: D

Explanation:
The recommended course of action to appropriately integrate the new Opportunity engagement system with Salesforce is to bring the stakeholders together to discuss the appropriate data strategy moving forward. This is because there may be valuable data in both systems that need to be reconciled and harmonized, and the Master Data Management (MDM) strategy may need to be revised or updated to accommodate the new system. The other options are not recommended, as they may result in data loss, inconsistency, or duplication.

NEW QUESTION # 168
Which feature controls record-level access?

A. Profiles
B. Roles only
C. Permission Sets
D. Sharing Rules

Answer: D

Explanation:
Sharing rules extend access beyond role hierarchy.

NEW QUESTION # 169
Northern Trail Outfitters needs to implement an archive solution for Salesforce data. This archive solution needs to help NTO do the following:
1. Remove outdated Information not required on a day-to-day basis.
2. Improve Salesforce performance.
Which solution should be used to meet these requirements?

A. Create a full copy sandbox, and use it as a source for retaining archived data.
B. Use a formula field that shows true when a record reaches a defined age and use that field to run a report and export a report into SharePoint.
C. Identify a location to store archived data and use scheduled batch jobs to migrate and purge the aged data on a nightly basis,
D. Identify a location to store archived data, and move data to the location using a time-based workflow.

Answer: C

Explanation:
Identifying a location to store archived data and using scheduled batch jobs to migrate and purge the aged data on a nightly basis can be a way to meet the requirements for an archive solution.
The article provides a use case of how to use Heroku Connect, Postgres, and Salesforce Connect to archive old data, free up space in the org, and still retain the option to unarchive the data if needed. The article also explains how this solution can improve Salesforce performance and meet data retention policies.

NEW QUESTION # 170
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