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| Section | Objectives |
|---|
| Topic 1: Large Data Volume and Performance | - Scalability considerations
- 1. Indexing and query optimization
- 2. Bulk data processing strategies
|
| Topic 2: Data Modeling and Database Design | - Data modeling concepts
- 1. Normalization and denormalization strategies
- 2. Relational vs. non-relational data design
- Salesforce data model design
- 1. Standard and custom objects usage
- 2. Schema design for scalability
|
| Topic 3: Data Governance and Management | - Data quality management
- 1. Data validation rules
- 2. Deduplication strategies
- Security and compliance
- 1. Data access controls
- 2. Regulatory compliance considerations
|
| Topic 4: Master Data Management (MDM) | - MDM architecture
- 1. Data synchronization approaches
- 2. Golden record design
|
| Topic 5: Data Integration | - Salesforce integration tools
- 1. Platform events and change data capture
- 2. MuleSoft and REST/SOAP APIs
- Integration patterns
- 1. API-based integration strategies
- 2. ETL vs real-time integration
|
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Data-Architect Clear Exam | Latest Data-Architect Exam Dumps
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Salesforce Certified Data Architect Sample Questions (Q259-Q264):
NEW QUESTION # 259
NTO has a loyalty program to reward repeat customers. The following conditions exists:
1. Reward levels are earned based on the amount spent during the previous 12 months.
2. The program will track every item a customer has bought and grant them points for discount.
3. The program generates 100 million records each month.
NTO customer support would like to see a summary of a customer's recent transaction and reward level(s) they have attained.
Which solution should the data architect use to provide the information within the salesforce for the customer support agents?
- A. Create a custom object in salesforce to capture and store all reward program. Populate nightly from the point-of-scale system, and present on the customer record.
- B. Capture the reward program data in an external data store and present the 12 months trailing summary in salesforce using salesforce connect and then external object.
- C. Create a custom big object to capture the reward program data and display it on the contact record and update nightly from the point-of-scale system.
- D. Provide a button so that the agent can quickly open the point of sales system displaying the customer history.
Answer: C
Explanation:
According to the Get Started with Big Objects unit on Trailhead, one of the use cases for custom big objects is to store and manage loyalty program data for customers. The unit states that "From loyalty programs to transactions, order, and billing information, use a custom big object to keep track of every detail." Therefore, a custom big object can be used to capture the reward program data and display it on the contact record. Additionally, according to the Big Objects Implementation Guide, big objects can handle massive amounts of data (up to billions of records) and can be updated nightly from external systems using Bulk API or batch Apex. Therefore, a custom big object can meet the requirements of NTO's loyalty program scenario.
NEW QUESTION # 260
UC has millions of Cases and are running out of storage. Some user groups need to have access to historical cases for up to 7 years.
Which 2 solutions should a data architect recommend in order to minimize performance and storage issues?
Choose 2 answers:
- A. Leverage on premise data archival and build integration to view archived data.
- B. Leverage big object to archive case data and lightning components to show archived data.
- C. Export data out of salesforce and store in Flat files on external system.
- D. Create a custom object to store case history and run reports on it.
Answer: A,B
Explanation:
The correct answer is C and D. To minimize performance and storage issues, a data architect should recommend leveraging on premise data archival and building integration to view archived data, and leveraging big object to archive case data and lightning components to show archived data. These solutions will allow some user groups to access historical cases for up to 7 years without consuming too much storage space or affecting the performance of queries and reports. Option A is incorrect because exporting data out of salesforce and storing it in flat files on external system will make it difficult to access and query the data. Option B is incorrect because creating a custom object to store case history and run reports on it will still consume a lot of storage space and impact the performance of queries and reports.
NEW QUESTION # 261
Universal Containers (UC) owns a complex Salesforce org with many Apex classes, triggers, and automated processes that will modify records if available. UC has identified that, in its current development state, UC runs change of encountering race condition on the same record.
What should a data architect recommend to guarantee that records are not being updated at the same time?
- A. Disable classes or triggers that have the potential to obtain the same record.
- B. Migrate programmatic logic to processes and flows.
- C. Refactor or optimize classes and trigger for maximum CPU performance.
- D. Embed the keywords FOR UPDATE after SOQL statements.
Answer: D
Explanation:
According to the How to avoid row lock or race condition in Apex blog post, one of the ways to prevent race condition in Apex is to use the FOR UPDATE keyword in SOQL statements. The blog post states that
"We need to lock the records on which we are working such that other batches or threads will not be having any effect on them. How can we lock a record, then? We need to make use of FOR UPDATE keyword in the SOQL query." Therefore, a data architect should recommend this solution to guarantee that records are not being updated at the same time by different processes.
NEW QUESTION # 262
An architect is planning on having different batches to load one million Opportunities into Salesforce using the Bulk API in parallel mode. What should be considered when loading the Opportunity records?
- A. Group batches by the AccountId field.
- B. Order batches by Auto -number field.
- C. Create indexes on Opportunity object text fields.
- D. Sort batches by Name field values.
Answer: B
NEW QUESTION # 263
Universal Containers has a large volume of Contact data going into Salesforce.com. There are 100,000 existing contact records. 200,000 new contacts will be loaded. The Contact object has an external ID field that is unique and must be populated for all existing records. What should the architect recommend to reduce data load processing time?
- A. Delete all existing records, and then load all records together via the Insert operation.
- B. Load all records via the Upsert operation to determine new records vs. existing records.
- C. Load new records via the Insert operation and existing records via the Update operation.
- D. Load Contact records together using the Streaming API via the Upsert operation.
Answer: C
NEW QUESTION # 264
......
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