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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 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. Scalable design aligned with security and sharing model 2. Objects, fields, relationships and object features - Object type selection 1. Standard/custom objects vs Big Objects: use cases, pros and cons
Topic 3: 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
Topic 4: 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
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: 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

>> Plat-Arch-201 Valid Exam Format <<

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Salesforce Certified Platform Data Architect Sample Questions (Q222-Q227):

NEW QUESTION # 222
Universal Containers (UC) has an Application custom object, which has tens of millions of records created in the past 5 years. UC needs the last 5 years of data to exist in Salesforce at all times for reporting and queries. UC is currently encountering performance issues when reporting and running queries on this Object using date ranges as filters. Which two options can be used to improve report performance?

A. Add custom indexes to the Date fields used for filtering the report.
B. Ask support to create a skinny table for Application with the necessary reporting fields.
C. Add custom indexes to all fields on Application without a standard index.
D. Run multiple reports to get different pieces of the data and combine them.

Answer: A,B

Explanation:
Ask support to create a skinny table for Application with the necessary reporting fields. This is an option that can improve report performance by creating a custom table that contains frequently used fields and copies their values from standard or custom objects. Skinny tables are kept in sync with their source tables and are used in place of them for reports and queries. Add custom indexes to the Date fields used for filtering the report. This is another option that can improve report performance by creating custom indexes on fields that are often used as filters or join conditions in reports and queries. Custom indexes can speed up data retrieval and reduce query execution time

NEW QUESTION # 223
UC has a requirement to migrate 100 million order records from a legacy ERP application into the salesforce platform. UC does not have any requirements around reporting on the migrated data.
What should a data architect recommend to reduce the performance degradation of the platform?

A. Use a standard big object defined by salesforce.
B. Use the standard "Order" object to store the data.
C. Create a custom object to store the data.
D. Implement a custom big object to store the data.

Answer: D

Explanation:
Implementing a custom big object to store the data is the best recommendation to reduce the performance degradation of the platform, as it allows storing large volumes of data that do not need real-time access or reporting. Custom big objects can be defined using metadata API or developer console, and support up to 1 billion records per object. Creating a custom object or using the standard order object would consume a lot of storage space and impact the performance of queries and reports. Using a standard big object defined by salesforce would not be applicable for order records, as standard big objects are predefined for specific use cases such as audit trails or field history.

NEW QUESTION # 224
Universal Containers (UC) uses Salesforce for tracking opportunities (Opportunity). UC uses an internal ERP system for tracking deliveries and invoicing. The ERP system supports SOAP API and OData for bi-directional integration between Salesforce and the ERP system. UC has about one million opportunities. For each opportunity, UC sends 12 invoices, one per month. UC sales reps have requirements to view current invoice status and invoice amount from the opportunity page. When creating an object to model invoices, what should the architect recommend, considering performance and data storage space?

A. Create a custom object Invoice _c with a master -detail relationship with Opportunity.
B. Create an external object Invoice _x with a Lookup relationship with Opportunity.
C. Use Streaming API to get the current status from the ERP and display on the Opportunity page.
D. Create a custom object Invoice _c with a Lookup relationship with Opportunity.

Answer: B

Explanation:
Creating an external object Invoice_x with a Lookup relationship with Opportunity is the best option for modeling invoices, considering performance and data storage space. An external object allows the data to be stored in the ERP system and accessed via OData in Salesforce.
This reduces the data storage consumption in Salesforce and improves the performance of queries and reports. A Lookup relationship allows the sales reps to view the invoice status and amount from the opportunity page. The other options would either consume more data storage space, require additional customization, or not provide real-time data access

NEW QUESTION # 225
Universal Containers has millions of rows of data in Salesforce that are being used in reports to evaluate historical trends. Performance has become an issue, as well as data storage limits.
Which two strategies should be recommended when talking with stakeholders?

A. Use Data Loader to extract data, aggregate it, and write it back to a custom object, then delete the original records.
B. Configure the Salesforce Archiving feature to archive older records and remove them from the data storage limits.
C. Use scheduled batch Apex to copy aggregate information into a custom object and delete the original records.
D. Combine Analytics Snapshots with a purging plan by reporting on the snapshot data and deleting the original records.

Answer: B,C

Explanation:
Using scheduled batch Apex to copy aggregate information into a custom object and delete the original records can improve the performance and reduce the data storage limits by removing unnecessary data and keeping only the summary data that is needed for reporting. Configuring the Salesforce Archiving feature to archive older records and remove them from the data storage limits can also help with performance and storage issues by moving historical data to a separate system that is still accessible but does not affect the operational data

NEW QUESTION # 226
Universal Containers is integrating a new Opportunity engagement system with Salesforce.
According to their Master Data Management strategy, Salesforce is the system of record for Account, Contact, and Opportunity data. However, there does seem to be valuable Opportunity data in the new system that potentially conflicts with what is stored in Salesforce. What is the recommended course of action to appropriately integrate this new system?

A. Stakeholders should be brought together to discuss the appropriate data strategy moving forward.
B. The MDM strategy defines Salesforce as the system of record, so Salesforce Opportunity values prevail in all conflicts.
C. A policy should be adopted so that the system whose record was most recently updated should prevail in conflicts.
D. The Opportunity engagement system should become the system of record for Opportunity records.

Answer: A

Explanation:
The recommended course of action to appropriately integrate the new Opportunity engagement system with Salesforce is to bring the stakeholders together to discuss the appropriate data strategy moving forward. This is because there may be valuable data in both systems that need to be reconciled and harmonized, and the Master Data Management (MDM) strategy may need to be revised or updated to accommodate the new system. The other options are not recommended, as they may result in data loss, inconsistency, or duplication.

NEW QUESTION # 227
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