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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
Data Modeling and Database Design	25%	- Data skew prevention 1. Avoid record locking, sharing issues and excessive parent-child relationships - 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 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%	- 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 - External data sources 1. External Objects, OData and virtual data access
Master Data Management	5%	- MDM implementation approaches 1. Harmonization, consolidation, survivorship rules and thresholds 2. Canonical modeling and hierarchy management - Golden record and system of truth 1. Establishing single source of truth in single org
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
Data Governance, Quality and Security	15%	- Data governance framework 1. Policies, standards, ownership and stewardship - Data quality management 1. Profiling, monitoring, cleansing and enrichment - Data security and compliance 1. Access control, encryption, compliance and audit

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Salesforce Certified Platform Data Architect Sample Questions (Q240-Q245):

NEW QUESTION # 240
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 parallel mode.
B. Use Salesforce Soap API in serial mode.
C. Use Salesforce Soap API in parallel mode.
D. Use Salesforce Bulk API in serial mode.

Answer: A

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 # 241
An Architect needs information about who is creating, changing, or deleting certain fields within the past four months. How can the Architect access this information?

A. Create a field history report for the fields in question.
B. After exporting the metadata, search it for the fields in question.
C. Remove "customize application" permissions from everyone else.
D. After exporting the setup audit trail, find the fields in question.

Answer: D

Explanation:
Exporting the setup audit trail can provide information about who is creating, changing, or deleting certain fields within the past four months. The setup audit trail tracks the recent setup changes that administrators and other users have made to the organization. The setup audit trail history shows up to 20 most recent changes in the Setup area, but administrators can download a report (in CSV format) of up to six months of setup history.

NEW QUESTION # 242
For a production cutover, a large number of Account records will be loaded into Salesforce from a legacy system. The legacy system does not have enough information to determine the Ownership for these Accounts upon initial load. Which two recommended options assign Account ownership to mitigate potential performance problems?

A. Let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy.
B. Let the VP of the Sales department, who will report directly to the senior VP, own all the Account records.
C. Let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy.
D. Let a "system user" own all the Account records and make this user part of the highest-level role in the Role Hierarchy.

Answer: A,C

Explanation:
The two recommended options to assign Account ownership to mitigate potential performance problems are to let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy, or to let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy. This is because these options would reduce the number of sharing calculations and rules that need to be applied to the Account records, and improve the performance and scalability of the system. The other options are not recommended, as they would increase the sharing complexity and overhead, and potentially expose sensitive data to unauthorized users.

NEW QUESTION # 243
As part of addressing general data protection regulation (GDPR) requirements, UC plans to implement a data classification policy for all its internal systems that stores customer information including salesforce. What should a data architect recommend so that UC can easily classify consumer information maintained in salesforce under both standard and custom objects?

A. Build reports for customer information and validate.
B. Use App Exchange products to classify fields based on policy.
C. Create a custom picklist field to capture classification of information on customer.
D. Use data classification metadata fields available in field definition.

Answer: D

Explanation:
The correct answer is B, use data classification metadata fields available in field definition. Data classification metadata fields are standard fields that allow you to classify the sensitivity level of your data based on your organization's policies. You can use these fields to indicate whether a field contains confidential, restricted, or general data. These fields are available for both standard and custom objects in Salesforce. Using app exchange products, creating a custom picklist field, or building reports would not be as effective or consistent as using data classification metadata fields.

NEW QUESTION # 244
Universal Containers (UC) manages Vehicle and Service History in Salesforce. Vehicle (Vehicle__ c) and Service History (Service-History__ c) are both custom objects related through a lookup relationship.
Every week a batch synchronization process updates the Vehicle and Service History records in Salesforce. UC has two hours of migration window every week and is facing locking issues as part of the data migration process.
What should a data architect recommend to avoid locking issues without affecting performance of data migration?

A. Change the lookup configuration to "Clear the value of this field" when lookup record is deleted.
B. Insert the order in another custom object and use Batch Apex to move the records to Service_ Order__ c object.
C. Use Bulk API parallel mode for data migration
D. Use Bulk API serial mode for data migration

Answer: D

Explanation:
According to the official Salesforce guide, using Bulk API serial mode for data migration can help avoid locking issues by processing batches in a single thread. This mode ensures that batches are processed in the order they are received and that only one batch is processed at a time. This reduces the risk of lock contention and deadlocks, especially when updating parent and child records in a lookup relationship. Option B is the correct answer because it suggests using Bulk API serial mode for data migration.

NEW QUESTION # 245
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