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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
Data Modeling and Database Design	25%	- Metadata management 1. Business dictionary, data lineage, taxonomy and classification - Data model design for Customer 360 1. Objects, fields, relationships and object features 2. Scalable design aligned with security and sharing model - 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 Governance, Quality and Security	15%	- Data security and compliance 1. Access control, encryption, compliance and audit - Data governance framework 1. Policies, standards, ownership and stewardship - Data quality management 1. Profiling, monitoring, cleansing and enrichment
Data Migration	15%	- Migration strategy and planning 1. Assessment, mapping, validation and rollback planning - Migration execution and tools 1. Data loader, ETL tools and bulk API usage - Data quality and validation 1. Cleaning, deduplication and post-migration verification
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
Data Integration	20%	- External data sources 1. External Objects, OData and virtual data access - Data synchronization and consistency 1. Conflict resolution, data consistency and idempotency - Integration patterns and technologies 1. APIs, middleware and external systems integration 2. Synchronous vs asynchronous, batch vs real-time
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 Plat-Arch-201 Prüfungsfragen mit Lösungen (Q112-Q117):

112. Frage
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 Remove outdated Information not required on a day-to-day basis.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. Identify a location to store archived data and use scheduled batch jobs to migrate and purge the aged data on a nightly basis,
B. Identify a location to store archived data, and move data to the location using a time-based workflow.
C. Create a full copy sandbox, and use it as a source for retaining archived data.
D. 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.

Antwort: A

Begründung:
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.

113. Frage
UC is trying to switch from legacy CRM to salesforce and wants to keep legacy CRM and salesforce in place till all the functionality is deployed in salesforce. The want to keep data in synch b/w Salesforce, legacy CRM and SAP. What is the recommendation?

A. Integrate legacy CRM to salesforce and keep data in synch till new functionality is in place
B. Suggest MDM solution and link MDM to salesforce and SAP
C. Do not integrate legacy CRM to Salesforce, but integrate salesforce to SAP
D. Integrate SAP with Salesforce, SAP to legacy CRM but not legacy CRM to Salesforce

Antwort: B,D

Begründung:
Integrate SAP with Salesforce, SAP to legacy CRM but not legacy CRM to Salesforce. This is a good recommendation because it allows both Salesforce and the legacy CRM to interact with the ERP system, which can be the source of truth for some data entities. However, it avoids creating a direct connection between Salesforce and the legacy CRM, which can cause data duplication and synchronization issues. Suggest MDM solution and link MDM to salesforce and SAP. This is another good recommendation because it can help manage the data lifecycle and quality across multiple systems, as well as provide a single view of the customer data

114. Frage
Universal Containers (UC) has built a custom application on Salesforce to help track shipments around the world. A majority of the shipping records are stored on premise in an external data source. UC needs shipment details to be exposed to the custom application, and the data needs to be accessible in real time. The external data source is not OData enabled, and UC does not own a middleware tool. Which Salesforce Connect procedure should a data architect use to ensure UC's requirements are met?

A. Develop a process that calls an inviable web service method.
B. Write an Apex class that makes a REST callout to the external API.
C. Migrate the data to Heroku and register Postgres as a data source.
D. Write a custom adapter with the Apex Connector Framework.

Antwort: D

Begründung:
According to this article, the Apex Connector Framework enables developers to create custom adapters for Salesforce Connect to access data from external systems that are not OData enabled. This can meet UC's requirements of exposing shipment details to the custom application and accessing the data in real time.

115. Frage
UC has millions of Cases and are running out of storage. Some user groups need to have access to historical cases for up to 7 years. Which 2 solutions should a data architect recommend in order to minimize performance and storage issues? Choose 2 answer

A. Create a custom object to store case history and run reports on it.
B. Leverage on premise data archival and build integration to view archived data.
C. Leverage big object to archive case data and lightning components to show archived data.
D. Export data out of salesforce and store in Flat files on external system.

Antwort: B,C

Begründung:
The correct answer is C and D. To minimize performance and storage issues, a data architect should recommend leveraging on premise data archival and building integration to view archived data, and leveraging big object to archive case data and lightning components to show archived data. These solutions will allow some user groups to access historical cases for up to 7 years without consuming too much storage space or affecting the performance of queries and reports.

116. Frage
Universal Containers (UC) has a complex system landscape and is implementing a data governance program for the first time Which two first steps would be appropriate for UC to initiate an assessment of data architecture? Choose 2 answer

A. Engage with business units and IT to assess current operational systems and data models.
B. Engage with database administrators to assess current database performance metrics.
C. Engage with executive sponsorship to assess enterprise data strategy and goals.
D. Engage with IT program managers to assess current velocity of projects in the pipeline.

Antwort: A,C

Begründung:
Engaging with executive sponsorship to assess enterprise data strategy and goals, and engaging with business units and IT to assess current operational systems and data models are two first steps that would be appropriate for UC to initiate an assessment of data architecture. These steps will help to understand the current state of data management, the business needs and expectations, and the gaps and opportunities for improvement. Engaging with IT program managers to assess current velocity of projects in the pipeline, and engaging with database administrators to assess current database performance metrics are not relevant steps for assessing data architecture, as they are more related to project management and technical performance.

117. Frage
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