Snowflake Certification Practice Test 08
Practice Test 08
Insightful Saga — Modern Data Engineering Certification Preparation
Question 121
## Question 121
A newly joined Data Engineer at a retail company reviews an ETL process that reloads 2 billion sales records every night even though only 50,000 records change daily.
Management wants to reduce runtime and Snowflake credits.
Which recommendations should be considered?
Implement CDC processing
Use Streams
Process only changed records
Increase warehouse size permanently
Use incremental loading
Reload everything daily
Answer: ✅ Implement CDC processing
✅ Use Streams
✅ Process only changed records
✅ Use incremental loading
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Question 122
## Question 122
A banking company wants stronger governance controls around customer data.
Which actions support good governance?
Define dataset owners
Apply data classifications
Create access policies
Allow open access
Maintain auditability
Share admin credentials
Answer: ✅ Define dataset owners
✅ Apply data classifications
✅ Create access policies
✅ Maintain auditability
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Question 123
## Question 123
A healthcare company is designing production-grade ETL pipelines.
Which capabilities should be included?
Monitoring
Alerting
Error Handling
Retry Logic
Random Execution
No Logging
Answer: ✅ Monitoring
✅ Alerting
✅ Error Handling
✅ Retry Logic
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Question 124
## Question 124
A Snowflake Architect is performing a cost review across multiple business units.
Which areas should be investigated?
Idle Warehouses
Warehouse Sizing
Auto Suspend Configuration
Query Consumption
Dashboard Colors
Table Comments
Answer: ✅ Idle Warehouses
✅ Warehouse Sizing
✅ Auto Suspend Configuration
✅ Query Consumption
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Question 125
## Question 125
A telecom company processes CDC records continuously.
Which Snowflake components commonly participate in CDC architectures?
Streams
Tasks
Target Tables
Change Processing Logic
Warehouses Only
Reader Accounts
Answer: ✅ Streams
✅ Tasks
✅ Target Tables
✅ Change Processing Logic
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Question 126
## Question 126
A global retailer experiences increasing query runtimes.
Which factors should engineers evaluate?
Micro-partition pruning
Query profile
Warehouse sizing
Access patterns
Desktop wallpaper
User profile pictures
Answer: ✅ Micro-partition pruning
✅ Query profile
✅ Warehouse sizing
✅ Access patterns
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Question 127
## Question 127
A newly joined engineer is reviewing a Snowflake environment.
Management wants production pipelines to be easily maintainable.
Which design principles should be followed?
Modular design
Reusable logic
Standard naming conventions
Documentation
Copy-paste architecture
Hardcoded values
Answer: ✅ Modular design
✅ Reusable logic
✅ Standard naming conventions
✅ Documentation
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Question 128
## Question 128
A company wants secure external data sharing.
Which objectives should be achieved?
Controlled access
Governance
Auditability
Eliminate duplication
Anonymous access
Full public visibility
Answer: ✅ Controlled access
✅ Governance
✅ Auditability
✅ Eliminate duplication
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Question 129
## Question 129
A large insurance company operates in multiple countries.
Regulators require protection of sensitive information.
Which controls should be considered?
Dynamic Data Masking
Row Access Policies
Classification Tags
Access Controls
Public Roles
Shared User Accounts
Answer: ✅ Dynamic Data Masking
✅ Row Access Policies
✅ Classification Tags
✅ Access Controls
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Question 130
## Question 130
A Snowflake administrator notices warehouses frequently reaching maximum utilization.
What actions may improve performance?
Review warehouse sizing
Analyze concurrency
Evaluate multi-cluster warehouses
Review query patterns
Increase Time Travel
Create more roles
Answer: ✅ Review warehouse sizing
✅ Analyze concurrency
✅ Evaluate multi-cluster warehouses
✅ Review query patterns
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Question 131
## Question 131
A pharmaceutical company wants reliable production operations.
Which operational metrics should be monitored?
Pipeline Success Rate
Average Runtime
Failure Count
SLA Compliance
Screen Brightness
Browser Version
Answer: ✅ Pipeline Success Rate
✅ Average Runtime
✅ Failure Count
✅ SLA Compliance
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Question 132
## Question 132
A company receives files from 20 vendors.
What should be standardized?
File naming conventions
File formats
Data quality rules
Validation procedures
Employee signatures
Office locations
Answer: ✅ File naming conventions
✅ File formats
✅ Data quality rules
✅ Validation procedures
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Question 133
## Question 133
A Snowflake platform team wants reliable change management.
Which practices help?
Code reviews
Testing
Rollback strategy
Version control
Direct production updates
Manual tracking
Answer: ✅ Code reviews
✅ Testing
✅ Rollback strategy
✅ Version control
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Question 134
## Question 134
A company experiences several production incidents each month.
Which activities support root cause analysis?
Review logs
Analyze dependencies
Investigate failures
Document findings
Ignore warnings
Restart everything blindly
Answer: ✅ Review logs
✅ Analyze dependencies
✅ Investigate failures
✅ Document findings
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Question 135
## Question 135
A global bank wants consistent customer reporting.
Which activities support a Single Source of Truth?
Shared business definitions
Common data standards
Governance processes
Defined ownership
Independent KPIs
Department-specific logic
Answer: ✅ Shared business definitions
✅ Common data standards
✅ Governance processes
✅ Defined ownership
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Question 136
## Question 136
A newly hired Engineer is asked to assess platform scalability.
Which factors should be reviewed?
Data growth
User growth
Query growth
Cost growth
Logo design
Meeting schedules
Answer: ✅ Data growth
✅ User growth
✅ Query growth
✅ Cost growth
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Question 137
## Question 137
A company wants production pipelines to recover automatically from temporary failures.
Which capabilities help?
Retry mechanisms
Monitoring
Alerting
Error handling
Manual intervention only
Disabled logging
Answer: ✅ Retry mechanisms
✅ Monitoring
✅ Alerting
✅ Error handling
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Question 138
## Question 138
A retail company wants better dataset discoverability.
Which improvements should be considered?
Business glossary
Metadata management
Dataset descriptions
Data ownership
Random naming
Hidden documentation
Answer: ✅ Business glossary
✅ Metadata management
✅ Dataset descriptions
✅ Data ownership
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Question 139
## Question 139
A company wants to control Snowflake spending proactively.
Which actions support this goal?
Resource Monitors
Auto Suspend
Cost Dashboards
Consumption Reviews
Unlimited Warehouses
Permanent XXL Warehouses
Answer: ✅ Resource Monitors
✅ Auto Suspend
✅ Cost Dashboards
✅ Consumption Reviews
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Question 140
## Question 140
A newly hired Snowflake Architect is designing a platform expected to support thousands of users across Sales, Finance, Marketing and Operations teams.
Which characteristics should exist from the beginning?
Governance
Monitoring
Scalability
Security
Standardization
No Documentation
Answer: ✅ Governance
✅ Monitoring
✅ Scalability
✅ Security
✅ Standardization
Explanation:Enterprise Snowflake platforms should be designed with governance, security, scalability, operational monitoring and standardization from day one.
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title: Snowflake Certification Practice Test 09
description: Statement Analysis Questions
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