Capital expenditures (CapEx) and operational expenditures (OpEx) are two ways organizations categorize their business expenses. Every organization has a variety of expenses, from office rent to IT infrastructure costs to wages for their employees. To simplify accounting, they organize these costs into different categories, two of the most common being CapEx and OpEx.

Container orchestration is the process of managing containers using automation. It allows organizations to automatically deploy, manage, scale and network containers and hosts, freeing engineers from having to complete these processes manually. As software development has evolved from monolithic applications, containers have become the choice for developing new applications and migrating old ones.

An easy way to communicate with Elasticsearch and Elastic Cloud using Arduino IoT devices At Elastic®, we are constantly looking for new ways to simplify search experience, and we started to look at the IoT world. The collection of data coming from IoT can be quite challenging, especially when we have thousands of devices. Elasticsearch® can be very useful to collect, explore, visualize, and discover data — for all the data coming from multiple devices.

In the world of monitoring and observability, Prometheus has grown into the de-facto standard for monitoring in cloud-native environments because of its robust data collection mechanism, flexible querying capabilities, and integration with other tools for rich dashboarding and visualization.

Centralized logging provides visibility into the system by consolidating all the log data in a single all-in-one source. It supports two particular enterprise needs: Once all the data is ingested in a central location, you can seamlessly identify the problems in systems and troubleshoot them. But with ease comes challenges, too. For example, your team members may struggle with locating their desired details from this sea of data.

“Why bother with it? I let it run in the background and focus on more important DevOps work.”— a random DevOps Engineer at Reddit r/devops In an era where technology is evolving at breakneck speeds, it's easy to overlook the tools that are right under our noses. One such underutilized powerhouse is the systemd journal. For many, it's a mere tool to check the status of systemd service units or to tail the most recent events (journalctl -f).

At observIQ, we've seen growing interest in observing the health of Windows systems and applications using OpenTelemetry. Requests on the SQL Server receiver continue to garner the most interest, so let's start there. Below are steps to get up and running quickly with the contrib distribution of the OpenTelemetry collector. We'll be collecting and shipping SQL Server metrics to a popular backend, Google Cloud.

IT networks generate large volumes of information in the form of security, network, system and application logs. The volume and variety of log data makes traditional network monitoring capabilities ineffective — especially for monitoring use cases that require proactive decision making. These decisions are based on things like: All of this makes large-scale and complex enterprise IT networks a suitable use case for advanced AI and machine learning capabilities.