Jaeger is a popular distributed tracing project hosted by the Cloud Native Computing Foundation (CNCF). In the Elastic APM 7.6.0 release we added support for ingesting Jaeger traces directly into the Elastic Stack. Elasticsearch has long been a primary storage backend for Jaeger. Due to its fast search capabilities and horizontal scalability, Elasticsearch makes an excellent choice for storing and searching trace data, along with other observability data such as logs, metrics, and uptime data.

For teams that deal with machine learning (ML), there comes a point in time where training a model on a single machine becomes untenable. This is often followed by the sudden realization that there is more to machine learning than simply model training. There are a myriad of activities that have to happen before, during and after model training. This is especially true for teams that want to productionize their ML models.

This guide is focused on how to log in Python using the built-in support for logging. It introduces various concepts that are relevant to understanding Python logging, discusses the corresponding logging APIs in Python and how to use them, and presents best practices and performance considerations for using these APIs.

The Elastic Cloud console gives you a single place to create and manage your deployments, view billing information, and stay informed about new releases. It provides an easy and intuitive user interface (UI) for common management and administrative tasks. While a management UI is great, many organizations also want an API to automate common tasks and workflows, especially for managing their deployments.

Version 2.0 of the HAProxy Data Plane API brings some exciting enhancements that unlock the power of HAProxy’s flexible configuration and its runtime capabilities. The HAProxy Data Plane API, which lets you manage your HAProxy configuration dynamically using HTTP RESTful commands, has marked a major milestone with the release of version 2.0. This release emphasizes the runtime aspects of HAProxy, giving you the ability to manage map files, stick tables, peers, DNS resolvers and more.

Our May update brings new features to our Signl Center in the web app and adds a new view that displays your upcoming duties to the mobile app! When part of an on-call duty team, your private life and work-life-balance are pretty much affected. Knowing about scheduled duties in advance and having such information at hand, can simplify things a little bit. That’s why we have added a new feature to our mobile app. The mobile app now displays the next 3 upcoming duties if those have been scheduled.

“What would it be like to have an asset monitoring solution that can be installed within minutes and is independent of all existing IT systems, without endangering existing processes?” LineMetrics was founded in 2012 in Haag, Austria, in response to questions just like this one. LineMetrics developed a complete real-time asset monitoring solution delivered through its end-to-end Internet of Things (IoT) platform.