Five Pillars of Data & Observability
Processing stages that transform fragmented telemetry into correlated, actionable intelligence, feeding both your teams and the AI agents above.
Unified Ingestion
Every signal. One normalized lake.
Collects metrics, logs, traces, events, topology, and user data from any source into one normalized lake, eliminating data silos across your entire infrastructure estate.
AI-Driven Event Processing
Thousands of alerts. Only what matters.
Correlates thousands of raw events in real time using ML models, dynamic thresholds, and variance analysis to surface only the signals that truly require attention.
Topology & Dependency Mapping
Live graph of every service relationship.
Maintains a continuously updated graph of every service, infrastructure component, and tenant relationship, enabling instant blast-radius analysis and RCA.
Natural Language Processing
Unstructured logs, structured insight.
Parses unstructured log streams and ticket text to extract signals, classify incidents, and feed enriched context into the event-correlation pipeline, turning noise into knowledge.
Actionable Output Layer
From correlation to remediation.
Delivers weighted probable cause, guided runbooks, and chatbot workflows, turning correlated insight into remediation steps without guesswork or manual triage.
Benefits
Built for Scale, Speed & AI Operations
Correlates thousands of raw events in real time using ML models, dynamic thresholds, and variance analysis to surface only the signals that truly require attention.
Faster Incident Resolution
Automatically correlates events, resolving incidents up to 70% faster without manually sifting through thousands of
alerts.
Unified Context for AI Automation
A single normalized data lake gives AI agents full operational context, enabling agentic automation rather than point-tool integrations.
70% Noise Reduction at Ingestion
Seasonal suppression, event clustering, and dynamic thresholds eliminate false alerts, preserving team focus, and reducing operational burnout.
Zero-Config Native Discovery & Monitoring
Agentless discovery and built-in monitoring
across all infrastructure
categories.
Ingest from everywhere
Connects to Everything You Run
300+ Integrations. Connect public cloud, private cloud, or hybrid infrastructure, pulling all telemetry into a single, normalized data lake.
Storage systems
Network devices
Integrations & APIs
Database platforms
Applications
Applications
Applications
Applications
Amazon Web
Services
Google Cloud
Platform
Oracle Cloud
Oracle Cloud
Oracle Cloud
Oracle Cloud
VMware vSphere
Nutanix
Microsoft Hyper-V
Red Hat OpenShift
Proxmox
Proxmox
Proxmox
Proxmox
Storage systems
Network devices
Integrations & APIs
Database platforms
Applications
Applications
Applications
Applications
Five Pillars of Data & Observability
Processing stages that transform fragmented telemetry into correlated, actionable intelligence, feeding both your teams and the AI agents above.
Everything this layer can do
Complete Capability Inventory
Native Discovery
Agentless discovery of infrastructure assets across all connected environments without manual configuration.
Native Monitoring
Built-in monitoring for all major infrastructure categories, no additional agents or tooling required.
300+ Source Ingestion
Pre-built connectors for ITSM, cloud providers, observability tools, security platforms, and collaboration suites.
Metadata Ingestion
Full-fidelity collection of logs, events, traces, and metrics with complete metadata preservation.
Knowledge Graphs
Service flow and topology graphs built automatically from ingested data, always current, always accurate.
Data Lake
Centralized, scalable storage of all operational data with full historical retention and fast query access.
Dynamic Dependency Mapping
Real-time and historical visualization of app-to-service-to-infrastructure dependency chains.
Seasonal Anomaly Suppression
Learns traffic rhythms to suppress expected peaks and amplify genuine anomalies.
NLP on Unstructured Data
Extracts signals from tickets, runbooks, and free-text logs using natural language processing.
Ready to unify your operational data?
Start with the foundation. Connect your infrastructure to our data & observability layer and surface insights you never knew existed.
