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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
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%	- 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
Data Migration	15%	- Data quality and validation 1. Cleaning, deduplication and post-migration verification - 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 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
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 - 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. Objects, fields, relationships and object features 2. Scalable design aligned with security and sharing model

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Salesforce Certified Platform Data Architect Sample Questions (Q251-Q256):

NEW QUESTION # 251
Which two statements are accurate with respect to performance testing a Force.com application?

A. Application performance benchmarked in a sandbox can also be expected in production.
B. All Force.com applications must be performance tested in a sandbox as well as production.
C. Applications with highly customized code or large volumes should be performance tested.
D. A performance test plan must be created and submitted to Salesforce customer support.

Answer: C,D

Explanation:
A performance test plan is required for any Force.com application that has highly customized code or large volumes of data. You need to create and submit a performance test plan to Salesforce customer support before conducting any performance testing in your sandbox or production org. Applications with highly customized code or large volumes of data should be performance tested to ensure they meet the expected response time and throughput

NEW QUESTION # 252
A large automobile manufacturer has decided to use Salesforce as its CRM. It needs to maintain the following dealer types in their CRM:
- Local dealers
- Regional distributor
- State distributor
- Service dealer
The attributes are different for each of the customer types. The CRM users should be allowed to enter only attributes related to the customer types. The processes and business rules for each of the customer types could be different.
How should the different dealers be maintained in Salesforce?

A. Create Custom objects for each dealer types and custom fields for dealer attributes.
B. Use Accounts for dealers and custom picklist field for each of the dealer types
C. Create dealers as Accounts, and build custom views for each of the dealer types.
D. Use Accounts for dealers, and create record types for each of the dealer types.

Answer: D

Explanation:
According to Trailhead, record types are a feature that allows administrators to create different business processes, page layouts, and picklist values for different types of records within an object. Record types can be used to maintain different dealer types in Salesforce by creating record types for each of the dealer types and assigning them appropriate attributes, processes, and rules. Option A is the correct answer because it suggests using Accounts for dealers, and creating record types for each of the dealer types.

NEW QUESTION # 253
Northern Trail Outfitter has implemented Salesforce for its associates nationwide, Senior management is concerned that the executive dashboard is not reliable for their real-time decision- making. On analysis, the team the following issues with data entered in Salesforce.
- Information in certain records is incomplete.
- Incorrect entry in certain fields causes records to be excluded in
report fitters.
- Duplicate entries cause incorrect counts.
Which three steps should a data architect recommend to address the issues?

A. Build a sales data warehouse with purpose-build data marts for dashboards and senior management reporting.
B. design and implement data-quality dashboard to monitor and act on records that are incomplete or incorrect
C. Explore third-party data providers to enrich and augment information entered in salesforce.
D. Periodically export data to cleanse data and import them back into Salesforce for executive reports.
E. Leverage Salesforce features, such as validate rules, to avoid incomplete and incorrect records.

Answer: A,C,E

NEW QUESTION # 254
Universal Container (UC) stores 10 million rows of inventory data in a cloud database, As part of creating a connected experience in Salesforce, UC would like to this inventory data to Sales Cloud without a import. UC has asked its data architect to determine if Salesforce Connect is needed. Which three consideration should the data architect make when evaluating the need for Salesforce Connect?

A. You need to expose data via a virtual private connection.
B. You have a large amount of data that you don't want to copy into your Salesforce org.
C. You want real-time access to the latest data, from other systems.
D. You need to small amounts of external data at any one time.
E. You have a large amount of data and would like to copy subsets of it into Salesforce.

Answer: B,C,D

Explanation:
The correct answer is A, D, and E. The data architect should consider these three factors when evaluating the need for Salesforce Connect: You want real-time access to the latest data from other systems, you have a large amount of data that you don't want to copy into your Salesforce org, and you need to small amounts of external data at any one time. These factors indicate that Salesforce Connect is a suitable solution for creating a connected experience in Salesforce without importing inventory data from a cloud database. Salesforce Connect allows Salesforce to access external data via OData or custom adapters without storing it in Salesforce, which reduces storage costs and ensures data freshness. Salesforce Connect also supports pagination and caching to optimize performance when accessing small amounts of external data at any one time.

NEW QUESTION # 255
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. Write an Apex class that makes a REST callout to the external API.
B. Migrate the data to Heroku and register Postgres as a data source.
C. Develop a process that calls an inviable web service method.
D. Write a custom adapter with the Apex Connector Framework.

Answer: D

Explanation:
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.

NEW QUESTION # 256
......

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