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URL: https://www.netdata.cloud/solutions/built-for/devops/

⇱ DevOps Monitoring Software With ML Anomaly Detection | Netdata


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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.

True Real-Time and Simple, even at Scale

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

90% Cost Reduction, Full Fidelity

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

See and Map Your Entire Network

Live topology, flow analytics, and SNMP device and trap monitoring β€” unified with your full-stack observability.

Control Without Surrender

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

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
Real Results
46% Cost Reduction

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

β€” 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.

β€” 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 complexityβ€”real ROI from day one.

β€” 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, webhooksβ€”all built-in.

Built for the People Who Get Paged

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

Every Industry Has Rules. We Master Them.

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

Monitor Any Technology. Configure Nothing.

Install the agent. It already knows your stack.

Don't Take Our Word for It

From 99% less downtime to 30-second troubleshootingβ€”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.

β€” Eduard Porquet Mateu, TMB Barcelona

99% Downtime Reduction

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

β€” Falkland Islands Government

Real Savings
30% Cloud Cost Reduction

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

β€” Falkland Islands Government

46% Cost Cut

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

β€” Codyas

Real Coverage
"Plugin for Everything"

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

β€” Eduard Porquet Mateu, TMB Barcelona

"Out-of-the-Box"

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

β€” Simon Beginn, LANCOM Systems

Real Speed
Troubleshooting in 30 Seconds

From 2-3 minutes to 30 secondsβ€”instant visibility into any node issue.

β€” Matthew Artist, Nodecraft

20% Downtime Reduction

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

β€” 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 tierβ€”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 Β· 5 nodes Β· non-commercial
Homelab: $90/yr Β· unlimited nodes Β· 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" β€” LANCOM Systems

Calculate Your Savings

Compare vs Datadog, Grafana, Dynatrace

Savings Proof
46% Cost Reduction

"Cut costs by 46%, staff by 67%" β€” Codyas

30% Cloud Bill Savings

"Reduced cloud bill by 30%" β€” Falkland Islands Gov

Enterprise Proof
"Better Than Combined Alternatives"

"Better observability with Netdata than combining other tools." β€” TMB Barcelona

Real Engineers, <24h Response

DPA, SLAs, on-prem, volume pricing

Why Partners Win
Demo Live Infrastructure

One command, 30 seconds, real dataβ€”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 Netdataβ€”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.

Jun 2026

Network Monitoring, the Netdata Way: …

Interface counters tell you a port is busy. …

Jun 2026

5 Best SolarWinds Alternatives for 2026

As organizations modernize their …

Jun 2026

SolarWinds Price Increases 2026: What …

If you’re a SolarWinds customer facing …

May 2026

High-cardinality metrics at scale: why …

The β€œhigh cardinality is …

Never Fight Fires Alone

Docs, community, and expert helpβ€”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.

76,000+ Engineers Strong

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

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

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 Publishβ€”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 automationβ€”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 servicesβ€”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" β€” ICSOC 2023, peer-reviewed

ADASTEC (Autonomous Driving)

"Doesn't miss alertsβ€”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

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DevOps Monitoring & Observability

Ship Faster With Complete Infrastructure Visibility

Netdata provides DevOps teams with per-second monitoring, ML-powered anomaly detection, and AI troubleshooting - all in a single platform that deploys in 60 seconds. Monitor everything from bare metal to Kubernetes without configuration, query languages, or surprise bills.

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Built for Modern DevOps Workflows

Everything you need to monitor, troubleshoot, and optimize your infrastructure

Deploy in 60 Seconds

One-line installation with instant auto-discovery. Zero configuration required - start monitoring immediately with pre-built dashboards and 400+ health checks.

ML Detects Every Anomaly

18 machine learning models per metric with 99% false positive reduction. Catch issues before they cascade into outages.

90% Cost Reduction

Per-node pricing with unlimited metrics and logs. No surprise bills from data volume spikes or custom metrics charges.

True Per-Second Visibility

10-60Γ— faster than traditional monitoring. See transient issues and microbursts that minute-level tools completely miss.

AI Troubleshoots For You

Ask questions in plain English. AI Co-Engineer analyzes your infrastructure and provides root cause analysis in seconds.

Replace 7 Tools With One

Unified metrics, logs, alerts, and functions. Eliminate Prometheus, Grafana, Elasticsearch, log shippers, and SSH access.

Trusted by DevOps teams worldwide

Accelerate Your DevOps Pipeline

Catch Issues Before Users Notice

Per-second anomaly detection with ML consensus across 18 models identifies problems the moment they occur. Reduce MTTR by 80% with automated root cause analysis that surfaces the top 30-50 relevant metrics instantly.

80% faster MTTR

Learn about ML anomaly detection

Monitor Everything Without Configuration

Auto-discovers 800+ integrations across Linux, Windows, containers, Kubernetes, cloud services, databases, and network devices. Algorithmic dashboards adapt automatically - no manual building, no query languages, no YAML files.

800+ integrations

View all integrations

Troubleshoot Without SSH Access

Netdata Functions provide browser-based access to processes, network connections, systemd services, and logs - all with per-second precision and historical data. Debug production issues securely without jumping between servers.

Console replacement

Explore Netdata Functions

Scale From 1 to 100,000 Nodes

Edge-native architecture processes data where it’s generated - no central bottleneck, no performance degradation. Each node operates independently while Parents aggregate for unified dashboards. Linear scaling proven at billions of metrics per second.

Unlimited scalability

Understand the architecture

Kubernetes Native Monitoring

Helm chart deploys in minutes with auto-discovery of pods, services, containers, and nodes. Native cgroups support avoids API server overload. Monitor ephemeral workloads without configuration drift.

Zero K8s complexity

Deploy on Kubernetes

Logs Without Pipelines

Direct systemd-journal access eliminates log shipping, ingestion, and indexing. Query 1 million entries before sampling (200Γ— more accurate than traditional tools) while reducing costs by 90%. Windows Event Logs fully supported.

90% log cost reduction

Discover zero-pipeline logs

How Netdata Compares

Built for DevOps Teams, Not Data Scientists

Traditional monitoring forces you to choose between visibility and cost. Netdata eliminates that tradeoff with edge-native architecture and transparent pricing.

Capability

Netdata

Traditional Monitoring

Data Granularity

βœ… Per-Second
Catch transient issues and microbursts

⚠️ Per-Minute or Worse
Miss 90% of operational anomalies

Setup Time

βœ… 60 Seconds
One-line install with instant dashboards

⚠️ Days to Weeks
Complex configuration and manual setup

Query Language

βœ… None Required
Point-and-click NIDL framework

⚠️ PromQL/SQL/DQL
Steep learning curve for analysis

ML Anomaly Detection

βœ… All Metrics Automatically
18 models per metric, 99% false positive reduction

⚠️ Selected Metrics Only
Manual configuration and tuning required

Pricing Model

βœ… Per-Node Fixed
Unlimited metrics, logs, users

❌ Per-Metric + Per-GB
Unpredictable bills and hidden costs

Cost Predictability

βœ… Predictable Pricing
Fixed per-node cost with P90 billing protection

❌ Usage-Based Pricing
Costs scale with data volume, often 10-20Γ— more

Data Sovereignty

βœ… On-Premises
All data stays local, compliance-friendly

❌ Centralized Cloud
Data egress costs and compliance risks

Tool Consolidation

βœ… Single Platform
Replaces 7 tools including SSH

⚠️ 4-10 Tools Average
Fragmented monitoring and integration complexity

High Cardinality

βœ… Unlimited Metrics
No artificial limits or performance penalty

⚠️ Limited or Expensive
Forced to drop fields or pay exponentially

Vendor Lock-in

βœ… Open Source
GPLv3+ licensed, export to any backend

❌ Proprietary Formats
6-12 month migrations with significant costs

See detailed comparison

DevOps Workflows Accelerated

Monitor Deployments in Real-Time

Track deployment impact instantly with per-second metrics. Terraform provider and REST API enable infrastructure-as-code workflows. Validate changes immediately - no waiting for minute-level aggregations.

Instant deployment feedback

Explore CI/CD integration

Resolve Issues 80% Faster

Anomaly Advisor surfaces root cause in top 30-50 metrics. AI Co-Engineer explains what broke and why in plain English. Functions replace SSH for secure browser-based debugging with full history.

From alert to resolution in minutes

Learn about AI troubleshooting

Predict Resource Needs Accurately

Multi-tier storage retains years of data in gigabytes. AI Insights generates capacity forecasts with specific upgrade recommendations. Track growth trends across infrastructure without sampling or data loss.

Data-driven infrastructure decisions

Discover AI Insights

Unified View Across All Clouds

Same agent works identically on AWS, Azure, GCP, bare metal, and edge. Cloud-native collectors for all major providers. No vendor-specific configuration - deploy once, monitor everywhere.

One platform for all infrastructure

View cloud integrations

Enable Every Team Member

Algorithmic dashboards provide same visibility for junior and senior engineers. RBAC with SSO via OIDC and SCIM 2.0. Rooms segment infrastructure by team, service, or incident without data duplication.

Skill-independent quality

Explore team features

Why DevOps Teams Choose Netdata

The only monitoring platform built for speed, simplicity, and scale

June 24, 2026

Network Monitoring, the Netdata Way: Topology, NetFlow, SNMP, and Traps

Netdata has added NPM-class network monitoring: live topology maps, NetFlow and sFlow traffic analysis, SNMP device and trap monitoring, and a dedicated network dashboard, all unified with your full-stack observability and processed at the edge.

May 20, 2026

Teach Your AI Coding Agent to Instrument, Monitor, and Troubleshoot Infrastructure with netdata/skills

The netdata/skills repo is an open-source collection of 54 agent skills that teach Claude Code, Cursor, Copilot, and other AI coding agents how to set up OpenTelemetry instrumentation, configure Netdata, and troubleshoot production issues using live telemetry via MCP.

May 15, 2026

OpenTelemetry and Netdata, Today

Pair the OpenTelemetry Collector with Netdata as your OTLP backend. Per-second charts, ML anomaly detection, AI troubleshooting, and infrastructure correlation. No per-metric pricing.

Frequently Asked Questions

Netdata provides a complete observability platform out-of-the-box, while Prometheus + Grafana requires extensive configuration. In Netdata’s internal benchmark at 4.6M metrics/second, Netdata uses 36% less CPU, 88% less RAM, and 97% less disk I/O than Prometheus while delivering 16Γ— faster queries. No PromQL required - point-and-click analysis with algorithmic dashboards. Compare with Prometheus

Yes. Netdata replaces Prometheus (metrics), Grafana (visualization), Elasticsearch (logs), log shippers, and SSH access (via Functions). The only gap is distributed tracing (planned Q2 2026). Organizations typically achieve 90% cost reduction while gaining per-second visibility and ML-powered anomaly detection.

Install in 60 seconds with one command. Auto-discovery begins immediately - no configuration required. Pre-built dashboards, 400+ health checks, and ML training start automatically. Most organizations achieve full production deployment in days, not months. View installation guide

Yes. Native Helm chart deploys DaemonSet (child pods) and Parent deployment in minutes. Auto-discovers pods, services, containers, and nodes with native cgroups support. Avoids API server overload while monitoring ephemeral workloads without configuration drift. Kubernetes monitoring

All observability data stays on-premises - only metadata flows to Netdata Cloud. SOC 2 Type 2 certified with GDPR, HIPAA, PCI DSS, and CCPA compliance built-in. Air-gapped on-premises deployment available. Zero egress costs and complete control over your data. Security design

Predictable per-node pricing with P90 billing protection (excludes daily spikes and top 3 days per month). Business plan includes unlimited metrics, logs, and users. No surprise bills from data volume spikes or custom metrics charges. View pricing

Yes. Unlimited metrics per node with no artificial limits. Edge-native architecture eliminates central cardinality bottlenecks. Resources scale linearly per metricβ€”not exponentiallyβ€”and cardinality issues stay contained within the streaming hierarchy rather than cascading globally. In Netdata’s benchmark at 4.6M metrics/second, Netdata uses 88% less RAM than Prometheus while maintaining sub-second query performance. No forced field drops or cost explosions.

18 unsupervised k-means models per metric with consensus detection (99% false positive reduction). Anomaly Advisor surfaces root cause in top 30-50 results. Continuous 3-hour retraining adapts to changing patterns. All ML runs at the edge - no cloud dependency. ML anomaly detection

Direct systemd-journal access eliminates log shipping, ingestion, and indexing. Query 1 million entries before sampling (200Γ— more accurate than traditional tools). 90% cost reduction vs Elasticsearch/Splunk. Windows Event Logs fully supported. Zero-pipeline logs

No. Open-source foundation (GPLv3+) with 76,000+ GitHub stars. All data stored on-premises. Export to Prometheus, InfluxDB, Graphite, OpenTSDB, TimescaleDB. No proprietary query languages or data formats. Migration from Netdata takes weeks, not months.

Not yet supported (planned Q2 2026). Current capabilities: per-process monitoring via apps.plugin and network connection tracking. Netdata complements trace-centric APM platforms for microservice call flows.

Linear scalability proven at 100,000+ nodes processing 4.5+ billion metrics/second globally. Edge-native architecture - each node operates independently while Parents aggregate for unified dashboards. No central bottleneck or performance degradation. Scalability

Yes. Free Community plan (5 nodes) or 14-day Business trial (unlimited nodes). Install in 60 seconds and see immediate value. No credit card required for Community plan. Start free trial

Community support via GitHub, Discord, and forums. Business plan includes email/ticket support with SLA. Enterprise offers 24/7 availability with dedicated support team. Professional services available for implementation assistance. Support options