Pass the PeopleCert DevOps DevOps-SRE Questions and answers with Dumpstech

Comprehensive and Detailed Explanation From Exact Extract:

Kubernetes is described in SRE-aligned literature as an open-source container orchestration platform that automates deployment, scaling, failover, and lifecycle management of containerized applications. The Site Reliability Workbook references Kubernetes as: “a container management system that automatically handles service discovery, scaling, rollout management, and self-healing.” (SRE Workbook – Production Environment chapters). Kubernetes does not replace an OS, nor is it a CI/CD platform; it sits on top of an OS and orchestrates containers across clusters.

Option C is the most accurate: it captures container management, cloud deployment context, automated scaling, and failover—key capabilities of Kubernetes.

Options A and B incorrectly describe CI/CD platforms.

Option D incorrectly labels Kubernetes as an “operating system.”

Thus, C is correct.

Comprehensive and Detailed Explanation From Exact Extract:

Anti-fragility focuses on an organization’s ability to respond, adapt, learn, and recover from incidents. The most useful metrics relate to incident detection, response, reliability, and recovery. Deployment frequency, while important in DevOps and DORA metrics, does not directly measure anti-fragility.

From the SRE Workbook, Incident Response section:

“Improving antifragility requires better detection, better recovery mechanisms, and clear reliability goals.”

Key metrics relevant to anti-fragility:

MTTD (Mean Time To Detect) — quicker detection improves resilience

MTTR/RPO — recoverability measures

SLOs — define acceptable reliability thresholds and guide learning

Deployment frequency primarily measures delivery velocity, not resilience.

The Site Reliability Engineering Book emphasizes:

“Antifragility is improved by learning from incidents and strengthening recovery mechanisms rather than by increasing release cadence.”

Why other options are correct for anti-fragility:

A. Mean Time To Detect — critical for detecting failures quickly

B. SLOs — define boundaries for reliability and failure tolerance

D. Recovery Point Objective — measures potential loss during failures

Thus, C is the least useful metric for improving antifragility.

Comprehensive and Detailed Explanation From Exact Extract:

“Toil” in SRE has a very specific meaning. According to the Site Reliability Engineering Book, Chapter “Eliminating Toil”:

“Toil is the kind of work tied to running a production service that tends to be manual, repetitive, automatable, tactical, has no enduring value, and scales linearly as the service grows.”

The key phrase is “no enduring value.” Toil does not produce lasting improvement, even though it may be necessary in the short term. It consumes engineering effort without making the system better over time.

Why the other options are incorrect:

B Work that has some enduring value cannot be classified as toil by definition.

C Engineering work that adds service features is explicitly non-toil, because SRE defines feature work as “project work,” not operational toil.

D Seems close but is misleading: engineering work without enduring value is poor engineering, not necessarily toil. Toil refers to operations workload specifically.

Thus, A is the correct and precise definition of toil.

Comprehensive and Detailed Explanation From Exact Extract:

In a safety culture, SRE emphasizes psychological safety so engineers can work effectively in production without fear of blame. However, safety never removes accountability. Engineers must take responsibility for their actions, decisions, and assumptions, particularly during incidents.

The Site Reliability Engineering Book, Chapter “Postmortem Culture,” states:

“Blamelessness does not eliminate accountability. Individuals must still explain the context, assumptions, and reasoning behind their decisions so that the organization can learn.”

Google stresses that:

Engineers must feel safe to act and report issues

Engineers must remain responsible and accountable

Accountability enables learning, not punishment

Why other options are incorrect:

A Sharing incidents on social media violates confidentiality

C Blameless postmortems are required, not skipped

D Avoiding on-call is contrary to SRE responsibilities

Thus, B is correct.