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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Large Data Volume Considerations	20%	- Storage and optimization 1. Performance tuning techniques 2. Archiving and off-platform storage 3. Storage limits and management - Performance and scalability 1. Governor limits and bulk processing 2. Handling millions of records 3. Avoiding and resolving data skew
Salesforce Data Management	25%	- Data import and export strategies 1. Data validation and cleansing 2. Tools: Data Loader, Import Wizard, Bulk API 3. Migration planning and execution - Sharing and visibility design 1. Sharing rules, manual sharing, Apex sharing 2. Data access and security model 3. Organization-wide defaults, role hierarchy
Data Modeling and Database Design	25%	- Indexing and data structure 1. Standard and custom indexes 2. Query optimization strategies 3. Skinny tables and big objects - Design scalable data models 1. Custom and standard object design 2. Data model optimization for performance 3. Object relationships and cardinality
Data Integration and Master Data Management	10%	- Integration patterns and tools 1. Real-time vs batch integration 2. REST, SOAP, and Bulk API usage 3. External data sources and objects - Master data management 1. MDM strategy and implementation 2. Single source of truth design 3. Data synchronization and consistency
Data Governance and Compliance	20%	- Data lifecycle management 1. Data retention and archiving policies 2. Data classification and handling 3. Data privacy and security - Data governance framework 1. Data stewardship and ownership 2. Compliance and regulatory requirements 3. Data quality standards

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Salesforce Certified Data Architect Sample Questions (Q99-Q104):

NEW QUESTION # 99
Northern Trail Outfitters (NTO) has a variety of customers that include householder, businesses, and individuals.
The following conditions exist within its system:
NTO has a total of five million customers.
Duplicate records exist, which is replicated across many systems, including Salesforce.
Given these conditions, there is a lack of consistent presentation and clear identification of a customer record.
Which three option should a data architect perform to resolve the issues with the customer data?

A. Create a customer master database external to Salesforce as a system of truth and sync the customer data with all systems.
B. Invest in data duplicate tool to de-dupe and merge duplicate records across all systems.
C. Use Salesforce CDC to sync customer data cross all systems to keep customer record in sync.
D. Create a unique global customer ID for each customer and store that in all system for referential identity.
E. Duplicate customer records across the system and provide a two-way sync of data between the systems.

Answer: A,B,D

Explanation:
Creating a unique global customer ID for each customer and storing that in all systems for referential identity (option A), investing in a data duplicate tool to de-dupe and merge duplicate records across all systems (option C), and creating a customer master database external to Salesforce as a system of truth and syncing the customer data with all systems (option E) are the three options that a data architect should perform to resolve the issues with the customer data. Option A ensures that each customer can be uniquely identified across different systems, option C eliminates duplicate records and improves data quality, and option E provides a consistent and reliable source of customer data for all systems. Using Salesforce CDC to sync customer data across all systems (option B) is not a good option, as it does not address the duplication or inconsistency issues. Duplicating customer records across the system and providing a two-way sync of data between the systems (option D) is also not a good option, as it may create more confusion and conflicts with customer data.

NEW QUESTION # 100
Universal Container (UC) stores 10 million rows of inventory data in a cloud database, As part of creating a connected experience in Salesforce, UC would like to this inventory data to Sales Cloud without a import. UC has asked its data architect to determine if Salesforce Connect is needed.
Which three consideration should the data architect make when evaluating the need for Salesforce Connect?

A. You need to small amounts of external data at any one time.
B. You want real-time access to the latest data, from other systems.
C. You need to expose data via a virtual private connection.
D. You have a large amount of data and would like to copy subsets of it into Salesforce.
E. You have a large amount of data that you don't want to copy into your Salesforce org.

Answer: A,B,E

Explanation:
The correct answer is A, D, and E. The data architect should consider these three factors when evaluating the need for Salesforce Connect: You want real-time access to the latest data from other systems, you have a large amount of data that you don't want to copy into your Salesforce org, and you need to small amounts of external data at any one time. These factors indicate that Salesforce Connect is a suitable solution for creating a connected experience in Salesforce without importing inventory data from a cloud database. Salesforce Connect allows Salesforce to access external data via OData or custom adapters without storing it in Salesforce, which reduces storage costs and ensures data freshness. Salesforce Connect also supports pagination and caching to optimize performance when accessing small amounts of external data at any one time. Option B is incorrect because if you have a large amount of data and would like to copy subsets of it into Salesforce, you may not need Salesforce Connect but rather use other tools such as Data Loader or API integration. Option C is incorrect because if you need to expose data via a virtual private connection, you may not need Salesforce Connect but rather use other tools such as VPN or VPC peering.

NEW QUESTION # 101
Ursa Major Solar has defined a new Data Quality Plan for their Salesforce data.
Which two approaches should an Architect recommend to enforce the plan throughout the organization?
(Choose two.)

A. Schedule reports that will automatically catch duplicates and merge or delete the records every week.
B. Schedule a weekly dashboard displaying records that are missing information to be sent to managers for review.
C. Enforce critical business processes by using Workflow, Validation Rules, and Apex code.
D. Ensure all data is stored in an external system and set up an integration to Salesforce for view-only access.

Answer: B,C

Explanation:
Enforcing critical business processes by using Workflow, Validation Rules, and Apex code can help ensure data quality and consistency by applying rules and logic to the data entry and update3. Scheduling a weekly dashboard displaying records that are missing information to be sent to managers for review can help identify and fix data quality issues by providing visibility and accountability4.

NEW QUESTION # 102
Universal Containers (UC) needs to move millions of records from an external enterprise resource planning (ERP) system into Salesforce.
What should a data architect recommend to be done while using the Bulk API in serial mode instead of parallel mode?

A. Placing 20 batches on the queue for upset jobs.
B. Inserting 1 million orders distributed across a variety of accounts with lock exceptions eliminated and managed.
C. Leveraging a controlled feed load with 10 batches per job.
D. Inserting 1 million orders distributed across a variety of accounts with potential lock exceptions.

Answer: D

Explanation:
According to this article, inserting 1 million orders distributed across a variety of accounts with potential lock exceptions is a scenario where using the Bulk API in serial mode can help to prevent the lock contention issue that can occur in parallel mode.

NEW QUESTION # 103
A customer is facing locking issued when importing large data volumes of order records that are children in a master-detail relationship with the Account object. What is the recommended way to avoid locking issues during import?

A. Import Account records first followed by order records after sorting orders by AccountID.
B. Import Account records first followed by order records after sorting order by OrderID.
C. Change the relationship to Lookup and update the relationship to master-detail after import.
D. Import Order records and Account records separately and populate AccountID in orders using batch Apex.

Answer: A

NEW QUESTION # 104
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