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Salesforce Data-Architect Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Architecture20%- Architecture patterns and design principles
- Governor limits and bulk processing
- Performance tuning and optimization
- Archiving and data lifecycle management
Topic 2: Data Modeling25%- Big Objects and external objects
- Normalization and denormalization strategies
- Indexing strategies
- Skinny tables for performance optimization
- Large Data Volumes (LDV) design considerations
Topic 3: Data Governance20%- Data retention and archiving policies
- Compliance and regulatory considerations
- Data stewardship roles and responsibilities
- Data quality standards and metrics
Topic 4: Master Data Management20%- Identity resolution
- Data duplication and matching rules
- Data cleansing techniques
Topic 5: Data Integration15%- Handling locks and parallelism during migration
- Sharing rules impact on data integration
- API-based integration (REST, SOAP, Bulk API)
- ETL tools and data migration strategies
- Real-time vs batch integration patterns

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Salesforce Certified Data Architect Sample Questions (Q223-Q228):

NEW QUESTION # 223
Universal Containers (UC) has implemented Salesforce, UC is running out of storage and needs to have an archiving solution, UC would like to maintain two years of data in Saleforce and archive older data out of Salesforce.
Which solution should a data architect recommend as an archiving solution?

Answer: B

Explanation:
The data architect should recommend building a batch job to move two-year-old records off platform, and delete records from Salesforce as an archiving solution. A batch job is a process that runs in the background and performs operations on large volumes of data in Salesforce. By building a batch job that moves two-year-old records off platform to an external storage system, such as Amazon S3 or Google Cloud Storage, and deletes them from Salesforce, the data architect can reduce the storage consumption and improve the performance of Salesforce org. Option A is incorrect because using a third-party backup solution to backup all data off platform will not free up any storage space in Salesforce, unless the data is also deleted from Salesforce after backup. Option B is incorrect because building a batch job to move all records off platform, and delete all records from Salesforce will result in losing all the current data in Salesforce, which may not be desirable or feasible. Option D is incorrect because building a batch job to move all restore off platform, and delete old records from Salesforce does not make sense, as restore implies restoring data back to Salesforce, not moving it off platform.


NEW QUESTION # 224
Universal Containers has been a customer of Salesforce for 10 years. Currently they have 2 million accounts in the system. Due to an erroneous integration built 3 years ago, it is estimated there are 500,000 duplicates in the system.
Which solution should a data architect recommend to remediate the duplication issue?

Answer: B


NEW QUESTION # 225
Universal Containers (UC) is a major supplier of office supplies. Some products are produced by UC and some by other manufacturers. Recently, a number of customers have complained that product descriptions on the invoices do not match the descriptions in the online catalog and on some of the order confirmations (e.g., "ballpoint pen" in the catalog and "pen" on the invoice, and item color labels are inconsistent: "what vs. "White" or "blk" vs. "Black"). All product data is consolidated in the company data warehouse and pushed to Salesforce to generate quotes and invoices. The online catalog and webshop is a Salesforce Customer Community solution. What is a correct technique UC should use to solve the data inconsistency?

Answer: D


NEW QUESTION # 226
Universal Containers (UC) has a data model as shown in the image. The Project object has a private sharing model, and it has Roll -Up summary fields to calculate the number of resources assigned to the project, total hours for the project, and the number of work items associated to the project. What should the architect consider, knowing there will be a large amount of time entry records to be loaded regularly from an external system into Salesforce.com?

Answer: B


NEW QUESTION # 227
All accounts and opportunities are created in Salesforce. Salesforce is integrated with three systems:
* An ERP system feeds order data into Salesforce and updates both Account and Opportunity records.
* An accounting system feeds invoice data into Salesforce and updates both Account and Opportunity records.
* A commission system feeds commission data into Salesforce and updates both Account and Opportunity records.
How should the architect determine which of these systems is the system of record?

Answer: D


NEW QUESTION # 228
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