Operations | Monitoring | ITSM | DevOps | Cloud

Jenkins is an open-source automation server widely used for continuous integration and continuous delivery (CI/CD), enabling developers to automate the building, testing, and deployment of software projects. Jenkins requires a good layer of visualization as it provides real-time visibility into pipeline performance, build statuses, test results, and deployment progress.

The cloud is the backbone of modern businesses, revolutionizing the trajectory of innovation, technology and business itself. While its promise of instant scalability and flexibility drives unprecedented growth, these same advantages can become a double-edged sword. The ease of spinning up new resources, automating deployments, and expanding services across regions—all of which make the cloud so powerful—can quickly lead to sprawling infrastructure and runaway costs if not carefully managed.

As enterprises continue their cloud and container journeys as part of modernization efforts, they are realizing “hybrid reality” is here to stay. For many, moving all services to clouds or containers is not a viable option. As a result, at least some services will be required to remain on premises. This presents unique challenges and ongoing complexity for monitoring and observability.

Designing user interfaces for Icinga Web is always a bit of a balancing act. Once we’ve worked through all the technical and conceptual details of a new feature, it can be tough to step back and see things from a fresh user’s point of view. We as developers know too much — and that makes it hard to guess how others will understand what we’ve built.

In this article, we will be continuing our series of deep dives into KIP-405. Previously, we covered: Now, we turn our attention to the internals of the read and delete paths. Just like we did for the write and metadata, here we will also be focusing on Aiven’s battle-tested Apache-licensed KIP-405 plugin. What makes the read path particularly interesting is how it delivers latency comparable to local disk or memory systems despite leveraging external object storage—let's dive in!