---
title: Blog posts tagged "LMA"
description: Canonical makes open source secure, reliable and easy to use, providing
  support for Ubuntu and a portfolio of enterprise-grade technologies. Founded in
  2004, Canonical operates globally with team members in over 80 countries.
url: https://canonical.com/blog/tag/lma?format=md
---

# Blog posts tagged "LMA"

#### [ML Observability: what, why, how](https://canonical.com/blog/ml-observability)

Note: This post is co-authored by Simon Aronsson, Senior Engineering Manager for Canonical Observability Stack. AI/ML is moving beyond the experimentation phase. This involves a shift in the way of operating because productising AI involves many sophisticated processes. Machine learning operations (MLOps) is a new practice that ensures ML

---

AI

#### [Canonical Observability Stack: Reimagining observability with MicroK8s and Grafana, Prometheus and Grafana Loki](https://canonical.com/blog/lma-2-modern-observability-with-juju-by-charming-the-grafana-ecosystem)

Note: This post is co-authored by Jon Seager. Jon Seager is the Vice President of Enterprise Engineering at Canonical with responsibility for Juju, the Charmed Operator Framework, and several charmed operator development teams which operate across different software flavors, including observability, data platform, MLOps, identity, and mor

---

Charms

#### [Model-driven observability: Embedded Alert Rules](https://canonical.com/blog/model-driven-observability-part-4-embedded-alert-rules)

Learn does’, dont’s and gotchas of Prometheus alert rules, and how to embed alert rules in your Juju charms.

---

Charms

#### [Model-driven observability: Taming alert storms](https://canonical.com/blog/model-driven-observability-part-3-taming-alert-storms)

Model-driven observability and its strong notion of topology provide easy-to-apply alert management capabilities to avoid alert storms and help find root causes faster.

---

Charms

#### [Model-driven observability: the magic of Juju topology for metrics](https://canonical.com/blog/model-driven-observability-part-2-juju-topology-metrics)

Learn how model-driven observability with Juju can drastically improve the quality of the insights you get from your monitoring telemetry.

---

Charms