Certified Data Architecture and Management Designer Practice Test

Certified-Data-Architecture-and-Management-Designer Exam Format | Course Contents | Course Outline | Exam Syllabus | Exam Objectives

Exam Details for Certified Data Architecture and Management Designer:

Number of Questions: The exam consists of approximately 60 multiple-choice and multiple-select questions.

Time Limit: The total time allocated for the exam is 105 minutes (1 hour and 45 minutes).

Passing Score: To pass the exam, you must achieve a minimum score of 65%.

Exam Format: The exam is conducted online and is proctored. You will be required to answer the questions within the allocated time frame.

Course Outline:

1. Data Architecture Management:
- Understand data architecture concepts and principles
- Define and implement data governance strategies
- Establish data quality and data lifecycle management processes

2. Data Modeling and Design:
- Identify business requirements and translate them into data models
- Design logical and physical data models
- Apply normalization and denormalization techniques

3. Data Integration and Transformation:
- Design and implement data integration solutions
- Manage data transformation processes
- Utilize ETL (Extract, Transform, Load) tools and techniques

4. Data Security and Compliance:
- Implement data security controls and access restrictions
- Ensure compliance with data protection regulations (e.g., GDPR, CCPA)
- Monitor and mitigate data security risks

5. Data Storage and Infrastructure:
- Select appropriate data storage solutions (e.g., relational databases, data warehouses, big data platforms)
- Optimize data storage and retrieval performance
- Design and implement scalable and resilient data infrastructure

6. Data Migration and Synchronization:
- Plan and execute data migration strategies
- Ensure data consistency and integrity during migration
- Synchronize data between different systems and environments

7. Data Governance and Metadata Management:
- Define and implement data governance frameworks
- Establish metadata management processes
- Utilize data cataloging and data lineage tools

Exam Objectives:

1. Understand data architecture concepts, principles, and best practices.
2. Design and implement data models to meet business requirements.
3. Develop data integration and transformation solutions.
4. Ensure data security and compliance in data management processes.
5. Select and optimize data storage solutions.
6. Plan and execute data migration and synchronization strategies.
7. Establish data governance and metadata management frameworks.

Exam Syllabus:

The exam syllabus covers the following topics:

1. Data Architecture Management
- Data architecture concepts and principles
- Data governance strategies
- Data quality and lifecycle management

2. Data Modeling and Design
- Business requirements analysis
- Logical and physical data models
- Normalization and denormalization techniques

3. Data Integration and Transformation
- Data integration solutions
- Data transformation processes
- ETL tools and techniques

4. Data Security and Compliance
- Data security controls and access restrictions
- Data protection regulations (e.g., GDPR, CCPA)
- Data security risk management

5. Data Storage and Infrastructure
- Data storage solutions selection
- Performance optimization techniques
- Scalable and resilient data infrastructure design

6. Data Migration and Synchronization
- Data migration strategies
- Data consistency and integrity during migration
- Data synchronization between systems

7. Data Governance and Metadata Management
- Data governance frameworks
- Metadata management processes
- Data cataloging and data lineage tools

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Certified-Data-Architecture-and-Management-Designer
Certified Data Architecture and Management Designer
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Question: 130
Two million Opportunities need to be loaded in different batches into Salesforce using the Bulk API in parallel mode.
What should an Architect consider when loading the Opportunity records?
A . Use the Name field values to sort batches.
B . Order batches by Auto-number field.
C . Create indexes on Opportunity object text fields.
D . Group batches by the AccountId field.
Answer: D
Question: 131
A company uses Salesforce, a cloud-based ERP system, and an on-premise Order Management System (OMS). This
company requires a solution that uses Salesforce as the system of record for Leads and the OMS as the system of
record for Account and Contacts.
Additionally, the company wants Accounts and Contacts to be able to maintain their names in each system (i.e., ""Jane
Doe""; in the OMS and ""Jannie Doe"" in Salesforce), but wants to have a consolidated data store which links
referenced records across the systems.
Which suggestion should the Architect provide to the company to meet this goal?
A . Have Salesforce poll the OMS nightly and bring in the desired Accounts and Contacts.
B . Use an integration tool to send OMS Accounts and Contacts to Salesforce.
C . Utilize the Streaming API to send Account and Contact data from Salesforce to the OM
E . Use a Master Data Management strategy to reconcile Leads, Accounts, and Contacts.
Answer: D
Question: 132
Assigned risk ratings are based upon:
A . Root cause analysis.
B . Risk probability and impact assessment.
C . Expert judgment.
D . Revised stakeholders tolerances.
Answer: B
Question: 133
DreamHouse Realty 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.
There will be a large amount of time entry records to be loaded regularly from an external system into Salesforce.
What should the Architect consider in this situation?
A . Load all data after deferring sharing calculations.
B . Calculate summary values instead of Roll-Up by using workflow.
C . Calculate summary values instead of Roll-Up by using triggers.
D . Load all data using external IDs to link to parent records.
Answer: A
Question: 134
Get Cloudy Consulting needs to evaluate the completeness and consistency of contact information in Salesforce. Their
sales reps often have incomplete information about their accounts and contacts. Additionally, they are not able to
interpret the information in a consistent manner. Get Cloudy Consulting has identified certain ""key"" fields which are
important to their sales reps.
What are two actions Get Cloudy Consulting can take to review their data for completeness and consistency? (Choose
two.)
A . Run one report per key field, grouped by that field, to understand its data variability.
B . Run a process that can fill in default values for blank fields.
C . Run a report that shows the percentage of blanks for the important fields.
D . Run a report which shows the last time the key fields were updated.
Answer: CD
Question: 135
Universal Containers has a custom object with millions of rows of data.
When executing SOQL queries, which three options prevent a query from being selective? (Choose three.)
A . Utilizing NOT and != operators.
B . Utilizing a custom index on a deterministic formula field.
C . Using leading % wildcards.
D . Performing large loads and deletions.
E . Using trailing % wildcards.
Answer: BCE
Question: 136
DreamHouse Realty has a Salesforce deployment that manages Sales, Support, and Marketing efforts in a multi-system
ERP environment. The company recently reached the limits of native reports and dashboards and needs options for
providing more analytical insights.
What are two approaches an Architect should recommend? (Choose two.)
A . Weekly Snapshots
B . Einstein Analytics
C . Setup Audit Trails
D . AppExchange Apps
Answer: BD
Question: 137
A customer wants to display a subscribers first name and the date of send in its monthly newsletter. Subscriber first
name data is stored in a data extension that will not be used in the send definition.
Which option should be in this scenario?
A . Guide Template Language
B . Personalization strings
C . AMPscript
D . SQL Query
Answer: C
Question: 138
Cloud Kicks often uses Data Loader to upsert Contact records into Salesforce to avoid creating duplicate Contacts.
Which is a common error to be aware of when using upsert?
A . Errors with records being updated and inserted in the same CSV file.
B . Errors with using the wrong external Id will cause the load to fail.
C . Errors when a duplicate Contact name is found cause upsert to fail.
D . Errors with duplicate external Id values within the same CSV file.
Answer: D
Question: 139
Get Cloudy Consulting is introducing a data governance program that has a formal, cross-business-unit structure. The
company is creating a team that will make decisions on enterprise-wide data governance.
Which two roles are appropriate as members of this team? (Choose two.)
A . Data Domain Stewards
B . Analytics/BI Owners
C . Salesforce Administrators
D . Operational Data Users
Answer: AB
Question: 140
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 . Ensure all data is stored in an external system and set up an integration to Salesforce for view-only access.
B . Schedule reports that will automatically catch duplicates and merge or delete the records every week.
C . Enforce critical business processes by using Workflow, Validation Rules, and Apex code.
D . Schedule a weekly dashboard displaying records that are missing information to be sent to managers for review.
Answer: CD
Question: 141
Get Cloudy Consulting uses Salesforce for tracking opportunities (Opportunity) and currently has the following
environment:
An internal ERP system is in place for tracking services and invoicing.
The ERP system supports SOAP API and CData for bi-directional integration between Salesforce and the ERP
system.
950,000 opportunities exist; for each opportunity, the company sends one invoice per month during a 12month
period.
Get Cloudy Consulting sales reps must view current invoice status and invoice amount from the opportunity page.
When creating an object to model invoices, what should the Architect suggest, considering performance and data
storage space?
A . Create an external object Invoice_x with a Lookup relationship with Opportunity.
B . Create a custom object Invoice_c with a Lookup relationship with Opportunity.
C . Retrieve the current status from the ERP by using Streaming API, and display on the Opportunity page.
D . Create a custom object Invoice_c with a master-detail relationship with Opportunity.
Answer: A
Question: 142
Salesforce is being deployed in Ursa Major Solars disparate, multi-system ERP environment. Ursa major Solar wants
to maintain data synchronization between systems.
Which two techniques should be used to achieve this goal? (Choose two.)
A . Integrate Salesforce with the ERP environment.
B . Utilize workbench to update files within systems.
C . Utilize an MDM strategy to outline a single source of truth.
D . Build synchronization reports and dashboards.
Answer: AC
Question: 143
Get Cloudy Consulting has the following environment:
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 an Architect determine which of these systems is the system of record?
A . Account and opportunity data originates in Salesforce, and therefore Salesforce is the system of record.
B . By default, the system of record is determined by the last integration process that runs.
C . Whichever system updates the attribute or object should be the system of record for that field or object.
D . Data flows should be reviewed with the business users to determine the system of record per object or field.
Answer: D
Question: 144
Ursa Major Solars legacy system has a quarterly accounts receivable report that compiles data from the following:
Accounts
Contacts
Opportunities
Orders
Order Line Items
Which issue will an architect have when implementing this in Salesforce?
A . Custom report types CANNOT contain Opportunity data.
B . Salesforce does NOT support Orders or Order Line Items.
C . Salesforce does NOT allow more than four objects in a single report type.
D . A report CANNOT contain data from Accounts and Contacts.
Answer: C
/( 48(67,216

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