Data-Architect Exam Dumps, Data-Architect Exam Prep

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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Governance and Compliance	20%	- Data governance framework 1. Compliance and regulatory requirements 2. Data quality standards 3. Data stewardship and ownership - Data lifecycle management 1. Data retention and archiving policies 2. Data privacy and security 3. Data classification and handling
Topic 2: Salesforce Data Management	25%	- Data import and export strategies 1. Data validation and cleansing 2. Migration planning and execution 3. Tools: Data Loader, Import Wizard, Bulk API - Sharing and visibility design 1. Data access and security model 2. Sharing rules, manual sharing, Apex sharing 3. Organization-wide defaults, role hierarchy
Topic 3: Data Modeling and Database Design	25%	- Indexing and data structure 1. Query optimization strategies 2. Skinny tables and big objects 3. Standard and custom indexes - Design scalable data models 1. Data model optimization for performance 2. Object relationships and cardinality 3. Custom and standard object design
Topic 4: Data Integration and Master Data Management	10%	- Master data management 1. MDM strategy and implementation 2. Single source of truth design 3. Data synchronization and consistency - Integration patterns and tools 1. External data sources and objects 2. Real-time vs batch integration 3. REST, SOAP, and Bulk API usage
Topic 5: Large Data Volume Considerations	20%	- Performance and scalability 1. Handling millions of records 2. Avoiding and resolving data skew 3. Governor limits and bulk processing - Storage and optimization 1. Performance tuning techniques 2. Archiving and off-platform storage 3. Storage limits and management

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Salesforce Certified Data Architect Sample Questions (Q13-Q18):

NEW QUESTION # 13
Universal Container has a Sales Cloud implementation for a sales team and an enterprise resource planning (ERP) as a customer master Sales team are complaining about duplicate account and data quality issues with account data.
Which two solutions should a data architect recommend to resolve the complaints?

A. Implement a de-dupe solution and establish account ownership in Salesforce
B. Build a nightly batch job to de-dupe data, and merge account records.
C. Build a nightly sync job from ERP to Salesforce.
D. Integrate Salesforce with ERP, and make ERP as system of truth.

Answer: A,D

Explanation:
Integrating Salesforce with ERP and making ERP the system of truth (option B) and implementing a de-dupe solution and establishing account ownership in Salesforce (option D) are the two solutions that a data architect should recommend to resolve the complaints. Option B ensures that account data is consistent and accurate across both systems, while option D prevents duplicate records and clarifies who owns each account in Salesforce. Building a nightly batch job to de-dupe data and merge account records (option A) is not a good solution, as it does not address the root cause of the duplication and may result in data loss or conflicts.
Building a nightly sync job from ERP to Salesforce (option C) is also not sufficient, as it does not prevent duplication or establish ownership in Salesforce.

NEW QUESTION # 14
DreamHouse Realty has 15 million records in the Order_c custom object. When running a bulk query, the query times out.
What should be considered to address this issue?

A. Tooling API
B. Streaming API
C. Metadata API
D. PK Chunking

Answer: D

NEW QUESTION # 15
Every year, Ursa Major Solar has more than 1 million orders. Each order contains an average of 10 line items.
The Chief Executive Officer (CEO) needs the Sales Reps to see how much money each customer generates year-over-year. However, data storage is running low in Salesforce.
Which approach for data archiving is appropriate for this scenario?

A. 1. Annually export and delete order line items. 2. Store them in a zip file in case the data is needed later.
B. 1. Annually export and delete orders and order line items. 2. Store them in a zip file in case the data is needed later.
C. 1. Annually aggregate order amount data to store in a custom object. 2. Delete those orders and order line items.
D. 1. Annually delete orders and order line items. 2. Ensure the customer has order information in another system.

Answer: C

Explanation:
Option B is the most appropriate approach for data archiving in this scenario1. By aggregating order amount data at a summary level and storing it in a custom object, you can reduce data storage and still provide visibility to the Sales Reps on how much money each customer generates year-over-year. Option A is not correct because storing data in a zip file does not make it available in Salesforce. Option C is not correct because exporting and deleting orders and order line items may lose important details that are needed for analysis or reporting. Option D is not correct because deleting orders and order line items without exporting them may cause data loss or inconsistency if the customer does not have order information in another system.

NEW QUESTION # 16
A health care provider wishes to use salesforce to track patient care. The following actions are in Salesforce
1. Payment Providers: Orgas who pay for the care 2 patients.
2. Doctors: They provide care plan for patients and need to support multiple patients, they are provided access to patient information.
3. Patients: They are individuals who need care.
A data architect needs to map the actor to Sf objects. What should be the optimal selection by the data architect?

A. Patients as Person Accounts, Payment providers as Accounts, & Doctors as Person Account
B. Patients as Accounts, Payment providers as Accounts, & Doctors as Person Accounts
C. Patients as Contacts, Payment providers as Accounts, & Doctors as Accounts
D. Patients as Person Accounts, Payment providers as Accounts, & Doctors as Contacts

Answer: A

Explanation:
Patients as Person Accounts, Payment providers as Accounts, & Doctors as Person Accounts is the optimal selection by the data architect to map the actor to Salesforce objects. This is because Person Accounts are a special type of accounts that can store both business and personal information for individual customers. Payment providers are organizations that pay for the care of patients, so they can be modeled as Accounts. Doctors are also individuals who provide care plans for patients and need access to patient information, so they can also be modeled as Person Accounts.

NEW QUESTION # 17
Universal Containers (UC) is concerned about the accuracy of their Customer information in Salesforce. They have recently created an enterprise-wide trusted source MDM for Customer data which they have certified to be accurate. UC has over 20 million unique customer records in the trusted source and Salesforce. What should an Architect recommend to ensure the data in Salesforce is identical to the MDM?

A. Load the Trusted Source data into Salesforce and run an Apex Batch job to find difference.
B. Extract the Salesforce data into Excel and manually compare this against the trusted source.
C. Leave the data in Salesforce alone and assume that it will auto-correct itself over time.
D. Use an AppExchange package for Data Quality to match Salesforce data against the Trusted source.

Answer: D

NEW QUESTION # 18
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