Best Runtime Monitoring Software in 2026

SigNoz

SigNoz suits engineering teams monitoring applications and infrastructure across logs, metrics, traces, and exceptions.

Odigos

Odigos suits engineers and security teams investigating production behavior or containing attacks, including teams using Kubernetes, VMs or bare metal.

Prometheus

It suits teams that need open-source metrics collection, querying and alerting, including self-hosted deployments.

Rollbar

Rollbar suits software teams investigating errors across releases and frontend sessions, especially those using its listed SDKs and integrations.

Scout APM

It suits engineering teams monitoring supported application languages and wanting combined observability data, anomaly alerts, and query analysis.

ManageEngine Applications Manager

It may suit teams monitoring applications and infrastructure across a hybrid environment, particularly those needing tracing, dependency mapping, user monitoring, or log correlation.

Pyroscope may suit developers and teams profiling applications written in its listed languages, across CPU, memory, and thread use.