The only agent that thinks for itself

Autonomous Monitoring with self-learning AI built-in, operating independently across your entire stack.

Unlimited Metrics & Logs

Machine learning & MCP

5% CPU, 150MB RAM

3GB disk, >1 year retention

800+ integrations, zero config

Dashboards, alerts out of the box

> Discover Netdata Agents

Centralized metrics streaming and storage

Aggregate metrics from multiple agents into centralized Parent nodes for unified monitoring across your infrastructure.

Stream from unlimited agents

Long-term data retention

High availability clustering

Data replication & backup

Scalable architecture

Enterprise-grade security

> Learn about Parents

Fully managed cloud platform

Access your monitoring data from anywhere with our SaaS platform. No infrastructure to manage, automatic updates, and global availability.

Zero infrastructure management

99.9% uptime SLA

Global data centers

Automatic updates & patches

Enterprise SSO & RBAC

SOC2 & ISO certified

> Explore Netdata Cloud

Deploy Netdata Cloud in your infrastructure

Run the full Netdata Cloud platform on-premises for complete data sovereignty and compliance with your security policies.

Complete data sovereignty

Air-gapped deployment

Custom compliance controls

Private network integration

Dedicated support team

Kubernetes & Docker support

> Learn about Cloud On-Premises

Powerful, intuitive monitoring interface

Modern, responsive UI built for real-time troubleshooting with customizable dashboards and advanced visualization capabilities.

Real-time chart updates

Customizable dashboards

Dark & light themes

Advanced filtering & search

Responsive on all devices

Collaboration features

> Explore Netdata UI

Monitor on the go

Native iOS and Android apps bring full monitoring capabilities to your mobile device with real-time alerts and notifications.

iOS & Android apps

Push notifications

Touch-optimized interface

Offline data access

Biometric authentication

Widget support

> Download apps

The future of infrastructure observability

See our strategic direction across AI-native observability, full-stack signals, operational intelligence, and enterprise platform maturity.

AI-native observability

Full-stack signal coverage

Operational intelligence

Enterprise platform maturity

Agent releases every 6 weeks

Cloud continuous delivery

> Explore Product Roadmap

Best energy efficiency

True real-time per-second

100% automated zero config

Centralized observability

Multi-year retention

High availability built-in

Zero maintenance

Always up-to-date

Enterprise security

Complete data control

Air-gap ready

Compliance certified

Millisecond responsiveness

Infinite zoom & pan

Works on any device

Native performance

Instant alerts

Monitor anywhere

AI-native observability

Continuous delivery

Open source foundation

80% Faster Incident Resolution

AI-powered troubleshooting from detection, to root cause and blast radius identification, to reporting.

Learn & Detect

Correlate

Understand & Act

Unsupervised ML Anomaly Advisor AI Co-Engineer Anomaly Detection Root Cause Analysis AI Reporting

Blast Radius Detection AI Chat

True Real-Time and Simple, even at Scale

Linearly and infinitely scalable full-stack observability, that can be deployed even mid-crisis.

Automated

Distributed

Scalable

Zero Configuration Distributed Pipeline Real-Time at Scale Algorithmic Dashboards Edge Computing Infinite Scalability Zero Downtime Tiered Retention Extreme Cardinality

90% Cost Reduction, Full Fidelity

Instead of centralizing the data, Netdata distributes the code, eliminating pipelines and complexity.

Metrics

Logs

Alerts

Metrics Management Logs Management Distributed Alerting eBPF Monitoring Zero Pipeline Logs Notifications Tiered Retention OpenTelemetry Mobile Apps

Single Pane of Glass

Eliminate SSH access for monitoring and troubleshooting systems and applications.

Simple

Powerful

Intelligent

Zero Configuration Troubleshooting AI Co-Engineer Algorithmic Dashboards Live Anomaly Advisor No Query Language Custom Dashboards Root Cause Analysis

Control Without Surrender

SOC 2 Type 2 certified with every metric kept on your infrastructure.

Access

Governance

Operations

Access Control Data Sovereignty Team Collaboration Zero Code Instrumentation Alerts & Notifications Cost Efficiency Zero Downtime

Integrations

800+ collectors and notification channels, auto-discovered and ready out of the box.

800+ data collectors

Auto-discovery & zero config

Cloud, infra, app protocols

Notifications out of the box

> Explore integrations

AI Automation

Model Context Protocol

Connect any MCP-compatible AI to your observability data. Automate workflows, playbooks, and incident response.

Deploy Anywhere

Multi-Cloud

AWS, GCP, Azure—unified observability across all providers.

Hybrid Cloud

On-prem and cloud infrastructure in a single view.

Data Sovereignty

Your metrics stay on your infrastructure. Always.

Real Results

46% Cost Reduction

Reduced monitoring costs by 46% while cutting staff overhead by 67%.

— Leonardo Antunez, Codyas

Zero Pipeline

No data shipping. No central storage costs. Query at the edge.

From Our Users

"Out-of-the-Box"

So many out-of-the-box features! I mostly don't have to develop anything.

— Simon Beginn, LANCOM Systems

No Query Language

Point-and-click troubleshooting. No PromQL, no LogQL, no learning curve.

Enterprise Ready

67% Less Staff, 46% Cost Cut

Enterprise efficiency without enterprise complexity—real ROI from day one.

— Leonardo Antunez, Codyas

SOC 2 Type 2 Certified

Zero data egress. Only metadata reaches the cloud. Your metrics stay on your infrastructure.

Full Coverage

800+ Collectors

Auto-discovered and configured. No manual setup required.

Any Notification Channel

Slack, PagerDuty, Teams, email, webhooks—all built-in.

Built for the People Who Get Paged

Because 3am alerts deserve instant answers, not hour-long hunts.

Platform Engineers DevOps SREs Developers SysAdmins CISOs Operations Centers DBAs Network Engineers MSPs Freelancers

Every Industry Has Rules. We Master Them.

See how healthcare, finance, and government teams cut monitoring costs 90% while staying audit-ready.

AI & ML Technology Finance Gaming Healthcare Retail Manufacturing Telecom Government Education

Monitor Any Technology. Configure Nothing.

Install the agent. It already knows your stack.

Kubernetes OpenTelemetry Linux AWS GCP Azure Windows Docker Proxmox VMware Red Hat Hybrid Cloud Hetzner HPC

Complete Visibility. Total Control.

From install to "what broke and why" in under five minutes—no queries, no guesswork.

LLM Monitoring Infrastructure Monitoring Container Monitoring Synthetic Checks Application Performance Database Monitoring Docker Monitoring Troubleshooting Network Monitoring Web Server Monitoring Systemd Journal Logs Data Centers Windows Event Logs IoT Monitoring Service Mesh Cloud Monitoring Continuous Operations Unified Observability Azure → Azure Local

Don't Take Our Word for It

From 99% less downtime to 30-second troubleshooting—see how they did it.

Government

Falkland Islands Government

99% less downtime, 30% cloud cost reduction

Transportation

TMB Barcelona

"A rare unicorn that obeys the Pareto rule"

Gaming

Nodecraft

Troubleshooting in 30 seconds, not 3 minutes

Technology

Codyas

46% cost reduction, 67% less monitoring staff

From Our Users

"A Rare Unicorn"

Netdata gives more than you invest in it. A rare unicorn that obeys the Pareto rule.

— Eduard Porquet Mateu, TMB Barcelona

99% Downtime Reduction

Reduced website downtime by 99% and cloud bill by 30% using Netdata alerts.

— Falkland Islands Government

Real Savings

30% Cloud Cost Reduction

Optimized resource allocation based on Netdata alerts cut cloud spending by 30%.

— Falkland Islands Government

46% Cost Cut

Reduced monitoring staff by 67% while cutting operational costs by 46%.

— Codyas

Real Coverage

"Plugin for Everything"

Netdata has agent capacity or a plugin for everything, including Windows and Kubernetes.

— Eduard Porquet Mateu, TMB Barcelona

"Out-of-the-Box"

So many out-of-the-box features! I mostly don't have to develop anything.

— Simon Beginn, LANCOM Systems

Real Speed

Troubleshooting in 30 Seconds

From 2-3 minutes to 30 seconds—instant visibility into any node issue.

— Matthew Artist, Nodecraft

20% Downtime Reduction

20% less downtime and 40% budget optimization from out-of-the-box monitoring.

— Simon Beginn, LANCOM Systems

Pay per Node. Unlimited Everything Else.

One price per node. Unlimited metrics, logs, users, and retention. No per-GB surprises.

Free tier—forever

No metric limits or caps

Retention you control

Cancel anytime

> See pricing plans

What's Your Monitoring Really Costing You?

Most teams overpay by 40-60%. Let's find out why.

Expose hidden metric charges

Calculate tool consolidation

Customers report 30-67% savings

Results in under 60 seconds

> See what you're really paying

Your Infrastructure Is Unique. Let's Talk.

Because monitoring 10 nodes is different from monitoring 10,000.

On-prem & air-gapped deployment

Volume pricing & agreements

Architecture review for your scale

Compliance & security support

> Start a conversation

Monitoring That Sells Itself

Deploy in minutes. Impress clients in hours. Earn recurring revenue for years.

30-second live demos close deals

Zero config = zero support burden

Competitive margins & deal protection

Response in 48 hours

> Apply to partner

Per-Second Metrics at Homelab Prices

Same engine, same dashboards, same ML. Just priced for tinkerers.

Community: Free forever · 5 nodes · non-commercial

Homelab: $90/yr · unlimited nodes · fair usage

> Get the Homelab Plan

$1,000 Per Referral. Unlimited Referrals.

Your colleagues get 10% off. You get 10% commission. Everyone wins.

10% of subscriptions, up to $1,000 each

Track earnings inside Netdata Cloud

PayPal/Venmo payouts in 3-4 weeks

No caps, no complexity

> Get your referral link

Cost Proof

40% Budget Optimization

"Netdata's significant positive impact" — LANCOM Systems

Calculate Your Savings

Compare vs Datadog, Grafana, Dynatrace

Savings Proof

46% Cost Reduction

"Cut costs by 46%, staff by 67%" — Codyas

30% Cloud Bill Savings

"Reduced cloud bill by 30%" — Falkland Islands Gov

Enterprise Proof

"Better Than Combined Alternatives"

"Better observability with Netdata than combining other tools." — TMB Barcelona

Real Engineers, <24h Response

DPA, SLAs, on-prem, volume pricing

Why Partners Win

Demo Live Infrastructure

One command, 30 seconds, real data—no sandbox needed

Zero Tickets, High Margins

Auto-config + per-node pricing = predictable profit

Homelab Ready

Free Video Course

8-episode Netdata tutorial by LearnLinux.tv

76k+ GitHub Stars

3rd most starred monitoring project

Worth Recommending

Product That Delivers

Customers report 40-67% cost cuts, 99% downtime reduction

Zero Risk to Your Rep

Free tier lets them try before they buy

AI Support Assistant, Available 24/7

Nedi has access to all official documentation, source code, and resources. Ask any question about Netdata—responds in your language.

Deployment & configuration

Troubleshooting & sizing

Alerts & notifications

Evidence-based answers

> Ask Nedi now

Engineering Insights & Product Updates

Deep dives into monitoring, infrastructure, and what's new in Netdata.

May 2026

High-cardinality metrics at scale: why …

The “high cardinality is …

May 2026

Teach Your AI Coding Agent to …

There’s a growing ecosystem of AI …

May 2026

OpenTelemetry and Netdata, Today

OpenTelemetry has become the default way to …

May 2026

Dashboard Playlists: Cycle Through …

When we shipped TV mode, we heard almost …

Never Fight Fires Alone

Docs, community, and expert help—pick your path to resolution.

Learn.netdata.cloud docs

Discord, Forums, GitHub

Premium support available

> Get answers now

60 Seconds to First Dashboard

One command to install. Zero config. 850+ integrations documented.

Linux, Windows, K8s, Docker

Auto-discovers your stack

> Read our documentation

Level Up Your Monitoring

Real problems. Real solutions. 112+ guides from basic monitoring to AI observability.

Academy Operations Guides Monitoring 101 Webinars Netdata Tutorial Best Infrastructure Monitoring Tools AI Observability Ebook Case Studies YouTube Channel

76,000+ Engineers Strong

615+ contributors. 1.5M daily downloads. One mission: simplify observability.

GitHub Discussions Discord Forums Reddit X / Twitter Open Source

Per-Second. 90% Cheaper. Data Stays Home.

Side-by-side comparisons: costs, real-time granularity, and data sovereignty for every major tool.

See why teams switch from Datadog, Prometheus, Grafana, and more.

> Browse all comparisons

Nedi Can Help With

Paste Logs & Errors

Trace issues directly in the source code

Deploy & Size Parents

Get architecture recommendations

Quick Start

One-Command Install

Copy, paste, monitoring in 60 seconds

850+ Integrations

Every collector documented

Learn Path

112+ Technical Guides

PostgreSQL, NGINX, K8s, and more

AI Observability Ebook

Maturity model and implementation

Built in the Open

Star Us on GitHub

76k+ stars and growing daily

Active Discussions

Engineers helping engineers

Edge-Native Observability, Born Open Source

Per-second visibility, ML on every metric, and data that never leaves your infrastructure.

Founded in 2016

615+ contributors worldwide

Remote-first, engineering-driven

Open source first

> Read our story

Promises We Publish—and Prove

12 principles backed by open code, independent validation, and measurable outcomes.

Open source, peer-reviewed

Zero config, instant value

Data sovereignty by design

Aligned pricing, no surprises

> See all 12 principles

Edge-Native, AI-Ready, 100% Open

76k+ stars. Full ML, AI, and automation—GPLv3+, not premium add-ons.

76,000+ GitHub stars

GPLv3+ licensed forever

ML on every metric, included

Zero vendor lock-in

> Explore our open source

Build Real-Time Observability for the World

Remote-first team shipping per-second monitoring with ML on every metric.

Remote-first, fully distributed

Open source (76k+ stars)

Challenging technical problems

Your code on millions of systems

> See open roles

Meet the Team Behind Netdata

Conferences, meetups, and tradeshows where you can see Netdata in action and talk to the engineers who build it.

Live demos and deep dives

Book 1-on-1 meetings

Talks and panel sessions

Event recaps and photos

> See all events

Talk to a Netdata Human in <24 Hours

Sales, partnerships, press, or professional services—real engineers, fast answers.

Discuss your observability needs

Pricing and volume discounts

Partnership opportunities

Media and press inquiries

> Book a conversation

Your Data. Your Rules.

On-prem data, cloud control plane, transparent terms.

Trust & Scale

76,000+ GitHub Stars

One of the most popular open-source monitoring projects

SOC 2 Type 2 Certified

Enterprise-grade security and compliance

Data Sovereignty

Your metrics stay on your infrastructure

Validated

University of Amsterdam

"Most energy-efficient monitoring solution" — ICSOC 2023, peer-reviewed

ADASTEC (Autonomous Driving)

"Doesn't miss alerts—mission-critical trust for safety software"

Community Stats

615+ Contributors

Global community improving monitoring for everyone

1.5M+ Downloads/Day

Trusted by teams worldwide

GPLv3+ Licensed

Free forever, fully open source agent

Why Join?

Remote-First

Work from anywhere, async-friendly culture

Impact at Scale

Your work helps millions of systems

Recent Events

Tech Show London 2026

March 4–5, London, UK

India DevOps Show 2026

February 13, Bengaluru, India

Gartner IT IOCs 2025

November 17–19, Las Vegas

Get in Touch

Talk to Sales

Pricing, volume discounts, and enterprise needs

Technical Support

Docs, community, and expert help

Pages tagged with "Machine Learning"

The best AI-powered observability platforms in 2026

A ranked review of 11 AI and ML observability platforms — what each one's AI actually does, how it earns its keep in production, and where each one fits.

NVIDIA DCGM Collector: Deep GPU Monitoring For AI

Hundreds of metrics across GPU, MIG, NVLink, and NVSwitch scopes with built-in alerts and anomaly detection.

AI Co-Engineer For Instant Root Cause Insights

Netdata’s AI Co-Engineer delivers instant expert-level analysis, 99% noise reduction, and predictable per-node pricing with full data control. Read more!

AIOps Platform: Edge-Native ML, Zero Configuration

Netdata delivers real-time AIOps with per-second insights, edge-native ML, and AI-driven root cause analysis without configuration or surprises. Read more!

Algorithmic Dashboards For Every Metric

Get instant, automated infrastructure visibility with per-second metrics, built-in ML, and zero manual configuration for any environment. Read more now!

Anomaly Advisor: Root Cause In Seconds, Not Hours

Netdata’s Anomaly Advisor detects issues in seconds with 18-model ML, sub-2-second analysis, and precise root-cause insights for any scale. Read more now!

Anomaly Detection Software: 99% Fewer False Positives

Netdata’s Anomaly Advisor detects issues in seconds with 18-model ML, sub-2-second analysis, and precise root-cause insights for any scale. Read more now!

Anomaly Detection With 99% Fewer False Positives

Reduce false positives by 99% with Netdata’s zero-config, edge-based ML for real-time anomaly detection and faster root cause analysis. Read more now!

Application Performance Monitoring Software

Monitor every metric every second with edge-native ML, cut costs by 90%, and resolve issues 80% faster with Netdata’s real-time APM. Book a demo now!

Data Center Monitoring Software With Real-Time Metrics

Get per-second visibility, instant anomaly detection, and AI-powered troubleshooting that prevents outages and cuts monitoring costs by 90%. Book a demo!

DevOps Monitoring Software With ML Anomaly Detection

Monitor your entire infrastructure in seconds with real-time insights, ML anomaly detection & AI-powered troubleshooting, all in one platform. Book a demo!

High Cardinality Protection For Unlimited Metrics

Protect your infrastructure from cardinality issues with automatic safeguards, per-second visibility, and predictable costs from Netdata. Read more now!

Hybrid Cloud Monitoring Solution At 90% Lower Cost

Get real-time hybrid cloud observability with per-second metrics, edge-based ML, and unified visibility across any environment. Book a demo now!

Microservices Monitoring Tool Without Sampling

Get real-time microservices observability with per-second metrics, ML-powered detection, and predictable per-node pricing for any scale. Book a demo now!

Monitoring Agents For Accurate Production Insights

Netdata Agents deliver per-second visibility, built-in ML, predictable pricing, and AI troubleshooting for fast, accurate production insights. Book a demo!

Netdata vs Amazon CloudWatch | Monitoring Tools Comparison

Cut AWS monitoring costs by 90% with Netdata’s per-second visibility, ML anomaly detection, and predictable per-node pricing that scales. Learn more now!

Netdata vs BetterStack | Monitoring Tools Comparison

See why engineering teams choose Netdata for zero-config setup, scalable edge architecture, and truly predictable per-node costs at scale. Learn more now!

Netdata vs CardinalHQ | Monitoring Tools Comparison

Compare Netdata vs CardinalHQ for real-time infrastructure monitoring, edge-native ML, and transparent pricing with up to 90% cost savings. Learn more now!

Netdata vs Guance | Monitoring Tools Comparison

See how Netdata outperforms Guance with real-time insights, ML-driven anomaly detection, and predictable costs for every environment. Learn more now!

Netdata vs Icinga | Monitoring Tools Comparison

Netdata delivers per-second visibility, automated dashboards, and ML-powered anomaly detection, far beyond traditional monitoring tools. Learn more now!

Netdata vs Monit | Monitoring Tools Comparison

See outages before they happen with Netdata’s real-time monitoring, ML-driven detection, and unlimited scale, far beyond Monit’s limits. Learn more now!

Netdata vs New Relic | Monitoring Tools Comparison

Get real-time monitoring with 1-second visibility, edge-based ML, and predictable per-node pricing. Skip delays & surprise bills with Netdata. Learn more!

Netdata vs Prometheus: No PromQL Complexity

Eliminate Prometheus overhead with Netdata’s 60-second setup, real-time insights, and built-in ML for rapid root-cause analysis at scale. Learn more now!

Netdata vs Zabbix | Monitoring Tools Comparison

Netdata replaces Zabbix’s heavy setup with real-time, zero-config monitoring in 60 seconds & 90% lower costs. See why modern teams switch today. Read more!

Open Source

Edge-native observability, born open source. 76k+ GitHub stars, GPLv3+ licensed, ML on every metric, zero vendor lock-in. Explore the project today!

Real-Time GPU Monitoring For AI Infrastructure

Monitor AI clusters with real-time GPU insights, instant alerts, and predictable costs. Optimize training and inference performance with ease. Book a demo!

Real-Time Observability For Platform Engineers

Monitor everything in real time with unlimited cardinality, instant deployment, and ML-powered troubleshooting built for platform engineers. Book a demo!

Real-Time Observability For SRE Teams

Get real-time observability, per-second metrics, ML anomaly detection, and predictable costs. Cut MTTR by 80% and scale instantly. Book a demo now!

Real-Time Troubleshooting With Sub-2-Second Latency

Slash MTTR by 80% with Netdata's per-second visibility, ML-powered anomaly detection, and AI-driven root cause analysis. From incident to insight in seconds.

Red Hat OpenShift Monitoring Tool At Scale

Boost Red Hat and OpenShift monitoring with real-time metrics, ML insights, and predictable per-node pricing. Transform observability today. Book a demo!

Root Cause Analysis (RCA) With 80% MTTR Reduction

Detect anomalies instantly, surface root cause fast, and troubleshoot with grounded AI that never guesses. Modern RCA starts here. Read more now!

Windows Event Log Monitoring Software

Get real-time Windows Event Log observability with per-second metrics, ML anomaly detection, and AI-powered troubleshooting at lower cost. Book a demo now!

Our first ML based anomaly alert

Pioneering Alerts with Machine Learning for Proactive Monitoring

Anomaly Rate By Type

Deep Dive into Understanding and Managing Unusual System Behavior

Netdata & Ansible example: ML demo room

Automating Monitoring Configuration for Efficiency and Consistency

How Netdata's ML-based Anomaly Detection Works

Advanced Algorithms for Proactive System Health Management

Transform Monitoring With A Machine Learning Approach

Leading the Charge in Next-Gen Observability

Netdata's AI Insights & Rapid Diagnostics

Leveraging AI for Deeper Analysis and Faster Problem Resolution

Anomaly Rates in the Menu!

Navigating Through Anomalies with Ease for Quicker Troubleshooting

Anomaly detection on Prometheus metrics

Utilizing AI to Predict and Prevent System Anomalies

Extending Netdata's anomaly detection training window

Enhancing Anomaly Detection with Extended Historical Data

Data Collection Strategies For Infrastructure

Tailoring Data Collection for Targeted Troubleshooting and Insights

How Netdata’s Machine Learning works

Behind the Scenes of Enhancing Monitoring with AI

Anomaly rate in every chart

Integrating Anomaly Detection for Enhanced Monitoring Precision

Metric Correlations on the Agent

Discovering Relationships for Better Troubleshooting Insights

Anomaly Advisor: Unsupervised Anomaly Detection

Revolutionizing Monitoring with AI

CNCF Live: Machine Learning Anomaly Detection

Showcasing Innovations and Best Practices in Cloud

Our Approach to Machine Learning

How Machine Learning Powers Enhanced Monitoring Solutions

Root cause analysis using Metric Correlations

Pinpointing Issues Faster with Correlated Insights

Metric Correlations: Detect Patterns & Anomalies

Enhancing Cloud Monitoring with Actionable Insights

Contribute to Netdata’s machine learning efforts!

Joining Forces to Revolutionize Monitoring with AI

Netdata vs Chronosphere | Monitoring Tools Comparison

Choose Netdata over Chronosphere for instant deployment, per-second monitoring, edge ML, and full data sovereignty with clear pricing. Learn more now!