DevOps & Automation

A designer fixes a typo in a website repository while a developer changes the navigation. Both edits are correct, but one person uploads an old copy of the…

An AI coding agent opens a pull request that fixes a failing test, then changes an unrelated deployment setting because it inferred that the setting was…

A secret-scanning alert says an access token appeared in a repository. The developer deletes the line and closes the pull request, believing the issue is…

GitHub Copilot suggests a neat authentication helper that passes a basic unit test. During review, a developer notices that it logs a bearer token when a…

A GitHub Actions run ends with a green check, but the expected application version never reaches staging. The build job passed; the deployment job was…

A developer leaves a company on Friday, but a deployment credential they created can still publish code on Monday. Disabling the human account was…

LPI 701-200 is the current version 2.0 exam for the LPI DevOps Tools Engineer certification. LPI released it after the version 1.0 exam ended in 2026, with updated emphasis on modern software development, CI/CD, GitOps, containers, automation, and operating reliable services. The ExamSnap LPI 701-200 page is the live exam destination. The certification sits between development and operations. Candidates are expected to understand how source code becomes a deployable artifact, how software is packaged for modern runtime environments, how infrastructure and configuration are automated, and how feedback from production affects…

LPI 701-100 was version 1.0 of the LPI DevOps Tools Engineer exam. LPI ended availability on June 30, 2026 and replaced it with version 2.0, LPI 701-200. The ExamSnap LPI 701-100 page should therefore be read as historical material, while the ExamSnap LPI 701-200 page is the current exam destination. The older exam remains useful for understanding the foundations of DevOps tooling: software engineering practices, containers, machine deployment, configuration management, and service operations. The mistake would be to treat its exact tool emphasis as the current blueprint, because version 2.0…

Juniper Networks JN0-224 is the current written exam for the Juniper Networks Certified Associate, Automation and DevOps credential. Juniper introduced it on February 17, 2025 after retiring the prior version one day earlier. The ExamSnap Juniper Networks JN0-224 page should therefore be treated as a live preparation target rather than as historical automation content. The current blueprint combines DevOps concepts with the interfaces and data structures used to automate Junos devices. Candidates need working familiarity with NETCONF and XML, JSON and YAML, Python, Junos PyEZ, JSNAPy, Jinja2, remote procedure calls,…

Juniper Networks JN0-223 was an associate-level Automation and DevOps exam for the JNCIA-DevOps credential. Juniper retired it on February 16, 2025 and introduced the current Juniper Networks JN0-224 exam on February 17, 2025. The ExamSnap Juniper Networks JN0-223 page should therefore be read as recent legacy content, not as a live exam registration target. The historical exam remains conceptually useful because the JNCIA-DevOps track continues to emphasize automation foundations for Juniper devices: DevOps practices, Junos automation interfaces, NETCONF and XML, structured data such as JSON and YAML, Python, Junos PyEZ,…

The ExamSnap route for ISTQB CTAL-TAE now points to the current Advanced Level Test Automation Engineering pathway, which ISTQB updated to version 2.0 in 2024. The certification is aimed at people who design, build, deploy, maintain, and improve test automation solutions rather than merely execute existing scripts. Its modern scope reaches across infrastructure, tool selection, automation architecture, CI/CD integration, reporting, verification, maintenance, and continuous improvement. That breadth matters because sustainable automation is an engineering problem. A team can automate hundreds of checks and still create a weak solution if the…

The ExamSnap page for ISTQB CT-TAE points to the earlier specialist Test Automation Engineer naming used for the 2016 syllabus. That exam route has completed its sunset. Candidates preparing now should align with ISTQB CTAL-TAE v2.0, the current Advanced Level Test Automation Engineering certification released in 2024. The current examination has 40 questions worth 66 points, requires 43 points to pass, and allows 90 minutes. The change is more than a label update. The current advanced syllabus places test automation inside modern software delivery, covering preparation and configuration, tool and…

Infrastructure as code on DOP-C02 is not mainly a template-language exercise. The professional-level problem is how an organization turns infrastructure intent into a controlled lifecycle: definitions are reviewed, reusable components are governed, changes are previewed, deployments cross accounts and Regions safely, drift is detected, and emergency fixes eventually return to source. AWS places Configuration Management and IaC in its own exam domain because those decisions influence reliability, security, auditability, and operating speed at the same time. The Amazon AWS DOP-C02 defines the exam context, while the broader AWS developer-to-DevOps path…

Monitoring on DOP-C02 is a pipeline problem before it is a dashboard problem. A distributed AWS environment produces logs, metrics, events, traces, deployment records, configuration history, and service-health signals. The professional task is deciding which signals matter, how they are collected and retained, how teams correlate them, and which conditions deserve notification or automated action. AWS groups those skills in Domain 4 because observability is part of operating complex systems, not an optional reporting layer. Amazon AWS DOP-C02 expects observability to drive action rather than merely produce dashboards. The AWS…

DOP-C02 treats incident response as an automation problem with guardrails. Domain 5 asks candidates to work with event sources, route and process events, change configuration in response to undesired state, and troubleshoot system or application failures. The challenge is not simply connecting an event to a Lambda function. It is deciding which events are trustworthy enough for automation, what action is safe, how the action remains idempotent, and when a human must approve or take over. Amazon AWS DOP-C02 treats event-driven response as a controlled automation problem. The AWS developer…