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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
Data Governance, Quality and Security	15%	- Data quality management 1. Profiling, monitoring, cleansing and enrichment - Data governance framework 1. Policies, standards, ownership and stewardship - Data security and compliance 1. Access control, encryption, compliance and audit
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. Synchronous vs asynchronous, batch vs real-time 2. APIs, middleware and external systems integration
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 Modeling and Database Design	25%	- 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. Objects, fields, relationships and object features 2. Scalable design aligned with security and sharing model - Metadata management 1. Business dictionary, data lineage, taxonomy and classification
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

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Salesforce Certified Platform Data Architect Sample Questions (Q126-Q131):

NEW QUESTION # 126
A customer wishes to migrate 700,000 Account records in a single migration into Salesforce.
What is the recommended solution to migrate these records while minimizing migration time?

A. Use Salesforce Bulk API in serial mode.
B. Use Salesforce Soap API in serial mode.
C. Use Salesforce Soap API in parallel mode.
D. Use Salesforce Bulk API in parallel mode.

Answer: D

Explanation:
Using Salesforce Bulk API in parallel mode can reduce the migration time by processing multiple batches of records simultaneously and leveraging the server resources more efficiently. The Bulk API is designed for loading large amounts of data into Salesforce

NEW QUESTION # 127
Universal Containers has a public website with several forms that create Lead records in Salesforce using the REST API. When designing these forms, which two techniques will help maintain a high level of data quality?

A. Prefer picklist form fields over free text fields, where possible.
B. Do client-side validation of phone number and email field formats.
C. Ensure the website visitor is browsing using an HTTPS connection.
D. Use cookies to track when visitors submit multiple forms.

Answer: A,B

Explanation:
Doing client-side validation of phone number and email field formats and preferring picklist form fields over free text fields, where possible, are two techniques that will help maintain a high level of data quality when designing forms that create Lead records in Salesforce using the REST API.
Client-side validation can ensure that the input data is in the correct format and prevent errors or invalid values from being submitted. Picklist form fields can provide a predefined set of values for the users to choose from and avoid typos or inconsistencies in the data.

NEW QUESTION # 128
All accounts and opportunities are created in Salesforce. Salesforce is integrated with three systems:
- An ERP system feeds order data into Salesforce and updates both
Account and Opportunity records.
- An accounting system feeds invoice data into Salesforce and updates
both Account and Opportunity records.
- A commission system feeds commission data into Salesforce and updates both Account and Opportunity records.
How should the architect determine which of these systems is the system of record?

A. Data flows should be reviewed with the business users to determine the system of record per object or field.
B. Whatever integration data flow runs last will, by default, determine which system is the system of record.
C. Account and opportunity data originates in Salesforce, and therefore Salesforce is the system of record.
D. Whatever system updates the attribute or object should be the system of record for that field or object.

Answer: A

Explanation:
Option D is correct because data flows should be reviewed with the business users to determine the system of record per object or field. The system of record is the authoritative source of data for a given entity or attribute. It may vary depending on the business context and requirements.

NEW QUESTION # 129
Universal Containers is establishing a call center that will use Salesforce. UC receives 10 million calls and creates 100 million cases every month. Cases are linked to a custom call object using lookup relationship. UC would like to run reports and dashboard to better understand different case types being created on calls to better serve customers. What solution should a data architect recommend to meet the business requirement?

A. Leverage big objects to archive records and Einstein Analytics to run reports.
B. Leverage custom objects to store aggregate data and run analytics.
C. Leverage out-of-the-box reports and dashboard on case and interactive voice response (IVR) custom object.
D. Archive records to a data warehouse and run analytics on the data warehouse.

Answer: A

Explanation:
According to this article, big objects can store and manage massive amounts of data on the Salesforce platform. This can help UC to archive records from other objects or bring massive datasets from outside systems into a big object. According to this article, Einstein Analytics can be used to create dashboards and lenses to analyze big object data and get insights from advanced AI-driven analytics.

NEW QUESTION # 130
Universal Containers keeps its Account data in Salesforce and its Invoice data in a third-party ERP system. They have connected the Invoice data through a Salesforce external object. They want data from both Accounts and Invoices visible in one report in one place. What two approaches should an architect suggest for achieving this solution? Choose 2 answer

A. Create a Visualforce page combining Salesforce Account data and Invoice external object data.
B. Create a separate Salesforce report for Accounts and Invoices and combine them in a dashboard.
C. Create a report combining data from the Account standard object and the Invoices external object.
D. Create a report in an external system combining Salesforce Account data and Invoice data from the ERP.

Answer: A,D

Explanation:
Creating a report in an external system combining Salesforce Account data and Invoice data from the ERP, and creating a Visualforce page combining Salesforce Account data and Invoice external object data are two approaches that an architect can suggest for achieving this solution.
Both of these approaches can display data from both Accounts and Invoices in one place, using either an external reporting tool or a custom web page. Creating a report combining data from the Account standard object and the Invoices external object is not possible because Salesforce does not support reporting on external objects. Creating a separate Salesforce report for Accounts and Invoices and combining them in a dashboard is not ideal because it will not show the data in one report, but rather in two separate components.

NEW QUESTION # 131
......

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