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![Observability and Machine Learning [Part 1]](https://www.splunk.com/content/dam/splunk-blogs/images/media_1d6094f20e94ff2cc291a3821bc6319f1bc555f26/observability-and-machine-learning-part-1.avif?width=300&format=avif&optimize=medium)
Observability and Machine Learning [Part 1]
Let's take a look at the general relationship between Observability and ML and how ML can aid in the conversion of raw telemetry into genuine signals of events or state changes.

Cisco AppDynamics reimagines agent lifecycle management with Smart Agent
Cisco Full-Stack Observability and Cisco AppDynamics are simplifying agent lifecycle management by centralizing control through UI and leveraging the Smart Agent to save you time and effort.

How to Customise Detectors for Even Better Alerting
Discover how to create a Custom Detector and explore first-hand how the right customizations can turn an alert storm into meaningful insights with Splunk Observability Cloud.

How to Create Great Alerts
Splunker Koray Harman highlights alerting scenarios to avoid and explores some of the ways to create and customize alerts in Splunk Observability Cloud to go from noise to action and improve your MTTx.
![Observability and Telecommunications Network Management [Part 1]](https://www.splunk.com/content/dam/splunk-blogs/images/media_1be890c8e1f26f28513ea1dff4ef92a92fa057aae/observability-and-telecommunications-network-manag.avif?width=300&format=avif&optimize=medium)
Observability and Telecommunications Network Management [Part 1]
When considering the management of telecommunications networks, it might make sense to directly consider the observable data streams available to the practitioner instead of a model-based approach. Learn more in this blog.

RUM Session Replay Or How "Watching Videos" Will Help Us With Digital Experience Monitoring!
Using the Session Replay function with Splunk Real User Monitoring offers valuable benefits to understand and improve the user experience more quickly.

How To Set Up Monitoring for Your Hybrid Environment
Splunk meets the demands of today to deliver comprehensive observability in hybrid environments.

How to Monitor Your Hybrid Applications Without Toil
Splunk can help you conquer the complexity of your hybrid environment.
![The Importance of Traces for Modern APM [Part 2]](https://www.splunk.com/content/dam/splunk-blogs/images/media_169b5de3cafe6e35fe4acb9c6a148b797d03da32c/the-importance-of-traces-for-modern-apm-part-2.jpg?width=300&format=jpg&optimize=medium)
The Importance of Traces for Modern APM [Part 2]
In the second part of this blog we will explore how increased entropy forces us to rethink what is required for monitoring.