Data-Architect Valid Test Objectives, New Data-Architect Study Plan

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| Section | Weight | Objectives |
|---|
| Topic 1: Data Governance and Compliance | 20% | - Data governance framework
- 1. Data stewardship and ownership
- 2. Compliance and regulatory requirements
- 3. Data quality standards
- Data lifecycle management
- 1. Data privacy and security
- 2. Data retention and archiving policies
- 3. Data classification and handling
|
| Topic 2: Data Modeling and Database Design | 25% | - Indexing and data structure
- 1. Skinny tables and big objects
- 2. Standard and custom indexes
- 3. Query optimization strategies
- Design scalable data models
- 1. Custom and standard object design
- 2. Data model optimization for performance
- 3. Object relationships and cardinality
|
| Topic 3: Data Integration and Master Data Management | 10% | - Integration patterns and tools
- 1. External data sources and objects
- 2. Real-time vs batch integration
- 3. REST, SOAP, and Bulk API usage
- Master data management
- 1. MDM strategy and implementation
- 2. Data synchronization and consistency
- 3. Single source of truth design
|
| Topic 4: Large Data Volume Considerations | 20% | - Performance and scalability
- 1. Avoiding and resolving data skew
- 2. Handling millions of records
- 3. Governor limits and bulk processing
- Storage and optimization
- 1. Storage limits and management
- 2. Performance tuning techniques
- 3. Archiving and off-platform storage
|
| Topic 5: Salesforce Data Management | 25% | - Sharing and visibility design
- 1. Data access and security model
- 2. Organization-wide defaults, role hierarchy
- 3. Sharing rules, manual sharing, Apex sharing
- Data import and export strategies
- 1. Migration planning and execution
- 2. Tools: Data Loader, Import Wizard, Bulk API
- 3. Data validation and cleansing
|
>> Data-Architect Valid Test Objectives <<
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Salesforce Certified Data Architect Sample Questions (Q49-Q54):
NEW QUESTION # 49
An architect has been asked by a client to develop a solution that will integrate data and resolve duplicates and discrepancies between Salesforce and one or more external systems. What two factors should the architect take into consideration when deciding whether or not to use a Master Data Management system to achieve this solution?
Choose 2 answers
- A. Whether or not Salesforce replaced a legacy CRM.
- B. The number of systems that are integrating with each other.
- C. Whether the system of record changes for different tables.
- D. Whether the systems are cloud -based or on -premise.
Answer: B,C
Explanation:
Whether the system of record changes for different tables and the number of systems that are integrating with each other are two factors that the architect should take into consideration when deciding whether or not to use a Master Data Management system to achieve the solution of integrating data and resolving duplicates and discrepancies between Salesforce and one or more external systems. The system of record is the authoritative source of truth for a given entity or field in a given context. If different systems have different systems of record for different tables, then a Master Data Management system can help to manage and synchronize the data across systems and ensure data quality and consistency. The number of systems that are integrating with each other is another factor that affects the complexity and scalability of the integration solution. If there are many systems that need to integrate with each other, then a Master Data Management system can provide a centralized and standardized way of integrating data and resolving duplicates and discrepancies across systems. The other factors are not relevant or important for deciding whether or not to use a Master Data Management system, as they do not affect the data quality or integration challenges that a Master Data Management system can address.
NEW QUESTION # 50
Universal Containers has deployed Salesforce for case management The company is having difficulty understanding what percentage of cases are resolved from the initial call to their support organization. What first step is recommended to implement a reporting solution to measure the support reps case closure rates?
- A. Install AppExchange packages for available reports.
- B. Enable field history tracking on the Case object.
- C. Create a report on Case analytic snapshots.
- D. Create Contact and Opportunity Reports and Dashboards.
Answer: B
Explanation:
Enabling field history tracking on the Case object is the first step to implement a reporting solution to measure the support reps case closure rates. Field history tracking allows you to track changes to certain fields on the Case object, such as Status, Owner, or Priority. You can then create reports based on the field history data to analyze how long it took to close a case, how many times the case owner changed, or how many cases were escalated.
NEW QUESTION # 51
NTO processes orders from its website via an order management system (OMS). The OMS stores over 2 million historical records and is currently not integrated with SF. The Sales team at NTO using Sales cloud and would like visibility into related customer orders yet they do not want to persist millions of records directly in Salesforce. NTO has asked the data architect to evaluate SF connect and the concept of data verification. Which 3 considerations are needed prior to a SF Connect implementation?
Choose 3 answers:
- A. Create a 2nd system Admin user for authentication to the external source.
- B. Identify the external tables to sync into external objects
- C. Assess whether the external data source is reachable via an ODATA endpoint.
- D. Configure a middleware tool to poll external table data
- E. Develop an object relationship strategy.
Answer: B,C,E
Explanation:
The three considerations needed prior to a SF Connect implementation are to develop an object relationship strategy, identify the external tables to sync into external objects, and assess whether the external data source is reachable via an ODATA endpoint. SF Connect is a feature that allows integrating external data sources with Salesforce using external objects. External objects are similar to custom objects, but they store metadata only and not data. They enable on-demand access to external data via standard Salesforce APIs and user interfaces. To implement SF Connect, a data architect needs to consider how the external objects will relate to other objects in Salesforce, which external tables will be exposed as external objects, and whether the external data source supports ODATA protocol for data access.
NEW QUESTION # 52
Universal Containers has deployed Salesforce for case management The company is having difficulty understanding what percentage of cases are resolved from the initial call to their support organization. What first step is recommended to implement a reporting solution to measure the support reps case closure rates?
- A. Install AppExchange packages for available reports.
- B. Enable field history tracking on the Case object.
- C. Create a report on Case analytic snapshots.
- D. Create Contact and Opportunity Reports and Dashboards.
Answer: B
NEW QUESTION # 53
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 solution should a data architect recommend to resolve the complaints?
- A. Integrate Salesforce with ERP, and make ERP as system of truth.
- 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. Implement a de-dupe solution and establish account ownership in Salesforce
Answer: A,D
NEW QUESTION # 54
......
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