SAFE DEVOPS EXAM 2025/2026
QUESTIONS AND ANSWERS 100% PASS
What are two reasons for test data management? (Choose two.)
To truncate data from the database to enable fast-forward recovery
To automate provisioning data to an application in order to set it to a known state before
testing begins
To generate synthetic test data inputs in order to validate test scenarios for automated tests
maintained in version control
To provide a viable option for disaster-recovery management
To track the results of automated test cases for use by corporate audit - ANS To automate
provisioning data to an application in order to set it to a known state before testing begins
To generate synthetic test data inputs in order to validate test scenarios for automated tests
maintained in version control
Which incident response practice most strongly suggests a lack of DevOps culture?
Frequent fix-forward changes
Frequent server reboots
Manual rollback procedures
On-call developers - ANS Manual rollback procedures
1 @COPYRIGHT 2025/2026.
, What are the top two advantages of mapping the current state of the delivery pipeline?
(Choose two.)
To enable everyone in the organization to see how the Value Stream is actually performing
To identify some of the processes within the delivery pipeline
To achieve a collective understanding and consensus around problems
To help identify and make short-term fixes
To help with incremental software delivery - ANS To enable everyone in the organization to
see how the Value Stream is actually performing
To achieve a collective understanding and consensus around problems
Why is hypothesis evaluation important when analyzing data from monitoring systems in the
release on demand aspect?
It helps to link objective production data to the hypothesis being tested. - ANS It helps to link
objective production data to the hypothesis being tested.
What triggers the Release activity?
Business decision to go live
Successful deployment to production
Successful user acceptance tests
Change validated in staging environment - ANS Business decision to go live
What should be measured in a CALMR approach to DevOps?
Unit test coverage
Mean time to restore
Deployment frequency
Measure everything - ANS Measure everything
Which technical practice incorporates build-time identification of security vulnerabilities in the
code?
2 @COPYRIGHT 2025/2026.
QUESTIONS AND ANSWERS 100% PASS
What are two reasons for test data management? (Choose two.)
To truncate data from the database to enable fast-forward recovery
To automate provisioning data to an application in order to set it to a known state before
testing begins
To generate synthetic test data inputs in order to validate test scenarios for automated tests
maintained in version control
To provide a viable option for disaster-recovery management
To track the results of automated test cases for use by corporate audit - ANS To automate
provisioning data to an application in order to set it to a known state before testing begins
To generate synthetic test data inputs in order to validate test scenarios for automated tests
maintained in version control
Which incident response practice most strongly suggests a lack of DevOps culture?
Frequent fix-forward changes
Frequent server reboots
Manual rollback procedures
On-call developers - ANS Manual rollback procedures
1 @COPYRIGHT 2025/2026.
, What are the top two advantages of mapping the current state of the delivery pipeline?
(Choose two.)
To enable everyone in the organization to see how the Value Stream is actually performing
To identify some of the processes within the delivery pipeline
To achieve a collective understanding and consensus around problems
To help identify and make short-term fixes
To help with incremental software delivery - ANS To enable everyone in the organization to
see how the Value Stream is actually performing
To achieve a collective understanding and consensus around problems
Why is hypothesis evaluation important when analyzing data from monitoring systems in the
release on demand aspect?
It helps to link objective production data to the hypothesis being tested. - ANS It helps to link
objective production data to the hypothesis being tested.
What triggers the Release activity?
Business decision to go live
Successful deployment to production
Successful user acceptance tests
Change validated in staging environment - ANS Business decision to go live
What should be measured in a CALMR approach to DevOps?
Unit test coverage
Mean time to restore
Deployment frequency
Measure everything - ANS Measure everything
Which technical practice incorporates build-time identification of security vulnerabilities in the
code?
2 @COPYRIGHT 2025/2026.
