Best data aggregation software tools in 2025

Wild Moose

Automates incident resolution for complex IT environments.

Parity

AI-driven incident response for Kubernetes environments.

Loggly

Real-time logging and monitoring for seamless system performance.

Logz.io

AI-driven observability for real-time system insights and monitoring.

ELK Stack

Powerful suite for data collection, search, and visualization.

LoginLlama

Security system for detecting suspicious login activity.