Observability
Observability groups the cybersecurity tools focused on observability, pulled from across every category so you can compare every option in one place. Filter by category or pricing to narrow the field. Independent and vendor-neutral: our scores and rankings are earned, never bought — sponsored placement is always labeled.
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AI-powered log normalization pipeline that maps raw logs to standard schemas.
Tracing, analytics, and observability platform for LLM pipelines and GenAI apps.
Cloud-native artifact mgmt & software supply chain security platform.
SOC resilience platform detecting & repairing drift in detection rules and pipelines.
Runtime platform to discover, monitor, and control AI agents in production apps.
Unified data & AI governance platform with PBAC, policy automation & observability.
Runtime Control plane for governing multi-step AI agent workflows with zero-trust.
AI agent fleet security platform for runtime monitoring and threat detection.
Unified API platform that normalizes & aggregates data across security tools.
Zero trust service mesh platform for apps, APIs, and AI across hybrid cloud.
Unified identity data platform for discovery, observability, and governance.
Secure virtual database layer with AI-ready access controls and differential privacy.
DevSPM platform attributing CVEs and security findings to developer actions.
LLM pipeline observability: tracing, monitoring, and alerting for GenAI systems.
Gateway for securing, governing, and auditing AI agent access to MCP servers.
IoT cloud monitoring platform for device observability and anomaly detection.
Embedded IoT security platform with runtime protection & observability.
Data access observability tool for monitoring user permissions and usage.
Extends Splunk visibility via federated search across external data sources.
Unified SIEM, SOAR, observability, and OT security platform.
Managed security data pipeline platform for ETL, routing, and transformation.
Network intelligence platform for detecting, and responding to security incidents
SIEM platform for small teams with threat detection & event observability.
