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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Large Data Volumes and Performance	20%	- LDV architecture design 1. Data distribution, archiving and partitioning strategies - Storage and scalability planning 1. Data volume growth planning and storage limits - Query and performance optimization 1. Indexing, selective queries and avoiding performance bottlenecks
Topic 2: Data Integration	20%	- Integration patterns and technologies 1. Synchronous vs asynchronous, batch vs real-time 2. APIs, middleware and external systems integration - External data sources 1. External Objects, OData and virtual data access - Data synchronization and consistency 1. Conflict resolution, data consistency and idempotency
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. Objects, fields, relationships and object features 2. Scalable design aligned with security and sharing model
Topic 4: Master Data Management	5%	- Golden record and system of truth 1. Establishing single source of truth in single org - MDM implementation approaches 1. Canonical modeling and hierarchy management 2. Harmonization, consolidation, survivorship rules and thresholds
Topic 5: Data Migration	15%	- Migration execution and tools 1. Data loader, ETL tools and bulk API usage - Data quality and validation 1. Cleaning, deduplication and post-migration verification - Migration strategy and planning 1. Assessment, mapping, validation and rollback planning
Topic 6: 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

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Salesforce Certified Platform Data Architect Sample Questions (Q210-Q215):

NEW QUESTION # 210
UC has a classic encryption for Custom fields and is leveraging weekly data reports for data backups. During the data validation of exported data UC discovered that encrypted field values are still being exported as part of data exported. What should a data architect recommend to make sure decrypted values are exported during data export?

A. Leverage Apex class to decrypt data before exporting it.
B. Create another field to copy data from encrypted field and use this field in export
C. Set a standard profile for Data Migration user, and assign view encrypted data
D. Set up a custom profile for data migration user and assign view encrypted data.

Answer: B

Explanation:
The best solution to make sure decrypted values are exported during data export is to create another field to copy data from encrypted field and use this field in export. This is because classic encryption does not support exporting decrypted values of encrypted fields. The view encrypted data permission only allows users to view decrypted values in the user interface, but not in reports or data exports. Therefore, a workaround is to create a formula field or a workflow field update that copies the value of the encrypted field to another field, and use that field for data export. However, this solution has some drawbacks, such as exposing sensitive data in plain text and consuming extra storage space. A better solution would be to use Shield Platform Encryption, which supports exporting decrypted values of encrypted fields with the Export Encrypted Data permission

NEW QUESTION # 211
NTO has a loyalty program to reward repeat customers. The following conditions exists:
1. Reward levels are earned based on the amount spent during the previous 12 months.
2. The program will track every item a customer has bought and grant them points for discount.
3. The program generates 100 million records each month.
NTO customer support would like to see a summary of a customer's recent transaction and reward level(s) they have attained.
Which solution should the data architect use to provide the information within the salesforce for the customer support agents?

A. Create a custom big object to capture the reward program data and display it on the contact record and update nightly from the point-of-scale system.
B. Capture the reward program data in an external data store and present the 12 months trailing summary in salesforce using salesforce connect and then external object.
C. Provide a button so that the agent can quickly open the point of sales system displaying the customer history.
D. Create a custom object in salesforce to capture and store all reward program. Populate nightly from the point-of-scale system, and present on the customer record.

Answer: A

Explanation:
According to the Get Started with Big Objects unit on Trailhead, one of the use cases for custom big objects is to store and manage loyalty program data for customers. The unit states that "From loyalty programs to transactions, order, and billing information, use a custom big object to keep track of every detail." Therefore, a custom big object can be used to capture the reward program data and display it on the contact record. Additionally, according to the Big Objects Implementation Guide, big objects can handle massive amounts of data (up to billions of records) and can be updated nightly from external systems using Bulk API or batch Apex. Therefore, a custom big object can meet the requirements of NTO's loyalty program scenario.

NEW QUESTION # 212
Universal Containers has 30 million case records. The Case object has 80 fields. Agents are reporting reports in the Salesforce org. Which solution should a data architect recommend to improve reporting performance?

A. Build reports using custom Lightning components.
B. Contact Salesforce support to enable skinny table for cases.
C. Create a custom object to store aggregate data and run reports.
D. Move data off of the platform and run reporting outside Salesforce, and give access to reports.

Answer: D

NEW QUESTION # 213
Universal Containers (UC) is implementing Salesforce and will be using Salesforce to track customer complaints, provide white papers on products, and provide subscription-based support.
Which license type will UC users need to fulfill UC's requirements?

A. Service Cloud License
B. Salesforce License
C. Lightning Platform Starter License
D. Sales Cloud License

Answer: A

Explanation:
Service Cloud License (option C) is the license type that UC users need to fulfill UC's requirements, as it allows them to track customer complaints, provide white papers on products, and provide subscription-based support.

NEW QUESTION # 214
Salesforce is being deployed in Ursa Major Solar's disparate, multi-system ERP environment.
Ursa major Solar wants to maintain data synchronization between systems. Which two techniques should be used to achieve this goal? (Choose two.)

A. Utilize workbench to update files within systems.
B. Utilize an MDM strategy to outline a single source of truth.
C. Integrate Salesforce with the ERP environment.
D. Build synchronization reports and dashboards.

Answer: B,C

Explanation:
Option A is correct because integrating Salesforce with the ERP environment is a technique to maintain data synchronization between systems. Option C is correct because utilizing an MDM strategy to outline a single source of truth is another technique to ensure data quality and consistency across systems.

NEW QUESTION # 215
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