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Salesforce Plat-Arch-201 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Governance, Quality and Security	15%	- Data security and compliance 1. Access control, encryption, compliance and audit - Data quality management 1. Profiling, monitoring, cleansing and enrichment - Data governance framework 1. Policies, standards, ownership and stewardship
Topic 2: 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
Topic 3: Data Integration	20%	- 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 - External data sources 1. External Objects, OData and virtual data access
Topic 4: Data Migration	15%	- Migration strategy and planning 1. Assessment, mapping, validation and rollback planning - Data quality and validation 1. Cleaning, deduplication and post-migration verification - Migration execution and tools 1. Data loader, ETL tools and bulk API usage
Topic 5: Data Modeling and Database Design	25%	- 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 - Metadata management 1. Business dictionary, data lineage, taxonomy and classification - Data skew prevention 1. Avoid record locking, sharing issues and excessive parent-child relationships
Topic 6: 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

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Salesforce Certified Platform Data Architect Sample Questions (Q243-Q248):

NEW QUESTION # 243
NTO uses salesforce to manage relationships and track sales opportunities. It has 10 million customers and 100 million opportunities. The CEO has been complaining 10 minutes to run and sometimes failed to load, throwing a time out error. Which 3 options should help improve the dashboard performance? Choose 3 answer

A. Reduce the amount of data queried by archiving unused opportunity records.
B. Run the dashboard for CEO and send it via email.
C. Use selective queries to reduce the amount of data being returned.
D. De-normalize the data by reducing the number of joins.
E. Remove widgets from the dashboard to reduce the number of graphics loaded.

Answer: A,C,D

Explanation:
To improve the dashboard performance, the data architect should use selective queries to reduce the amount of data being returned, de-normalize the data by reducing the number of joins, and reduce the amount of data queried by archiving unused opportunity records. These options will help optimize the query performance, reduce the query complexity, and free up storage space.

NEW QUESTION # 244
What is a key cause of ownership data skew?

A. Too many validation rules
B. Too many fields
C. Too many roles
D. Too many records owned by one user

Answer: D

Explanation:
Ownership skew occurs when one user owns a large number of records, affecting performance.

NEW QUESTION # 245
UC has one SF org (Org A) and recently acquired a secondary company with its own Salesforce org (Org B). UC has decided to keep the orgs running separately but would like to bidirectionally share opportunities between the orgs in near-real time. Which 3 options should a data architect recommend to share data between Org A and Org B? Choose 3 answer

A. Install a 3rd party AppExchange tool to handle the data sharing
B. Leverage middleware tools to bidirectionally send Opportunity data across orgs.
C. Use Salesforce Connect and the cross-org adapter to visualize Opportunities into external objects
D. Develop an Apex class that pushes opportunity data between orgs daily via the Apex schedule.
E. Leverage Heroku Connect and Heroku Postgres to bidirectionally sync Opportunities.

Answer: B,C,E

Explanation:
Leveraging Heroku Connect and Heroku Postgres, middleware tools, or Salesforce Connect and the cross-org adapter are all viable options to share data between Org A and Org B in near-real time. Installing a 3rd party AppExchange tool may not provide bidirectional sync or may have additional costs. Developing an Apex class that pushes opportunity data between orgs daily via the Apex schedule may not meet the near-real time requirement.

NEW QUESTION # 246
Due to security requirements, Universal Containers needs to capture specific user actions, such as login, logout, file attachment download, package install, etc. What is the recommended approach for defining a solution for this requirement?

A. Use a third-party AppExchange app to capture changes.
B. Use Event Monitoring to capture these changes.
C. Use a field audit trail to capture field changes.
D. Use a custom object and trigger to capture changes.

Answer: B

Explanation:
Event Monitoring is a feature that allows you to track user actions, such as logins, logouts, downloads, etc., in your Salesforce org. You can use Event Monitoring to monitor performance, usage, security, and compliance

NEW QUESTION # 247
Northern Trail outfitters in migrating to salesforce from a legacy CRM system that identifies the agent relationships in a look-up table. What should the data architect do in order to migrate the data to Salesfoce?

A. Create custom objects to store agent relationships.
B. Migrate the data and assign to a non-person system user.
C. Assign record owner based on relationship.
D. Migrate to Salesforce without a record owner.

Answer: A

Explanation:
The correct answer is A. To migrate the data to Salesforce, the data architect should create custom objects to store agent relationships. This will allow the data architect to replicate the look- up table structure from the legacy CRM system and maintain the relationship data in Salesforce.

NEW QUESTION # 248
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