Prometheus is becoming a popular tool for monitoring Python applications despite the fact that it was originally designed for single-process multi-threaded applications, rather than multi-process. Prometheus was developed in the Soundcloud environment and was inspired by Google’s Borgmon. In its original environment, Borgmon relies on straightforward methods of service discovery - where Borg can easily find all jobs running on a cluster.
Before we jump into the specifics of Grafana and Datadog, let's look at the main comparison points. Grafana is a great dashboard that allows you to plug in essentially any data source in the world. Grafana is most commonly paired with Prometheus, Graphite, and Elasticsearch to provide a full APM, time-series, and logs monitoring stack.
Alexander is Senior SRE at Prezi, a video and visual communications software company. As a team, the Prezi SREs provide multiple services within the company. One of those is the observability stack where Prezi heavily relies on Grafana. Companies are always evolving to run more smoothly, serve their customers better, and operate in a way that is cost-effective.
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