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

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

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.
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%.

— 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.
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.
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
> Start monitoring your lab—free
$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
"Absolutely Incredible"

"We tested every monitoring system under the sun." — Benjamin Gabler, CEO Rocket.Net

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

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
See Netdata in Action

Watch real-time monitoring in action—demos, tutorials, and engineering deep dives.

Product demos and walkthroughs
Real infrastructure, not staged
> Start with the 3-minute tour
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
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
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

Compliance
SOC 2 Type 2

Audited security controls

GDPR Ready

Data stays on your infrastructure

Blog

Monitoring & troubleshooting Cassandra with Netdata

Comprehensive Tools for Effective Database Management
by Shyam Sreevalsan · October 29, 2022

How to monitor and troubleshoot Cassandra with Netdata.

logo

Note: This post is the second part of a Cassandra monitoring series. Be sure to read our first entry here.

Monitoring Cassandra with Netdata

Netdata’s Cassandra collector documentation explains how to set it up to collect metrics automatically.

Once you have followed the instructions in the docs and have installed and configured Netdata on the Cassandra cluster you are ready to start monitoring and troubleshooting. Check out the Cassandra demo room to interact with the charts, metrics and other functionality described here.

Let us use the cassandra-stress tool to generate some workload with the following command:

cassandra-stress mixed duration=15m -rate threads=6

On the Netdata Cloud UI, navigate to the Cassandra section on the menu you see on the right side of the Overview tab. Clicking on it will expand the different sections into which Cassandra metrics are organized.

image

Clicking on the Cassandra section will also bring up the summary overview which presents 4 of the key Cassandra performance indicators:

  • Latency
  • Key cache hit ratio
  • Disk usage
  • Unavailable exceptions

This helps you to understand at a glance if there’s something seriously wrong with your Cassandra cluster that requires further troubleshooting or not.

image

To get to the rest of the charts you can either scroll down or click on the section you are interested in. Let’s walk through some of the metrics and see how these charts look.

Since we used a single cassandra-stress command to initiate both reads and writes you can see that a similar pattern is followed for incoming requests.

image

When it comes to latency, it is measured in a couple of different ways. Latency across reads and writes are measured as a histogram with percentile bins of 50th, 75th, 95th, 98th, 99th, 99.9th to give you a good understanding of the latency distribution. Cassandra uses a histogram with an exponentially decaying reservoir which is representative (roughly) of the last 5 minutes of data. The total latency (summed across all requests) is also measured and presented in a different chart (not pictured here).

image image

It’s always a good idea to keep an eye on how the cache is doing. Cassandra offers both the default key cache and an optional row cache. In the example below you can see that the row cache is not in use while the key cache has a pretty good hit ratio of 85%.

image

Along with the key cache hit ratio, you can also monitor the utilization of the key cache itself and understand if you need to increase the allocated cache size or not. An underutilized key cache is also worth notice and might point to a change you need to make in how the workloads are managed.

image

The live disk space used up by Cassandra is another metric you can keep an eye on - and it is good practice to make sense of this chart in comparison to the built-in disk space usage chart under the mount points section.

image

A quick look at the compaction metrics tells us that things are in the green - the pending compaction tasks do not pile up and are quickly processed.

image

JVM related metrics such as the JVM memory used and garbage collection metrics are grouped under the JVM runtime section of Cassandra.

image

And last but not least we have the crucial section on potential errors and exceptions that are happening on this Cassandra cluster. During the benchmarking run we executed earlier we can see that the dropped message rate has spiked, and there was a temporary spike in requests being timed out as well.

image image

There are other error and exception charts (unavailable exceptions, storage exceptions, failures etc.) which are not shown here since those errors or exceptions were not triggered during this particular benchmarking run.

Troubleshooting Cassandra

Alerts

Netdata has a built-in health watchdog that comes with pre configured alerts to reduce the monitoring burden for you. If you would like to update the alert thresholds for any of these alerts or want to create your own alert for another metric – please follow the instructions here. By default you will receive email notifications whenever an alert is triggered – if you would not like to receive these notifications you can turn them off from your profile settings.

Anomaly Advisor

Anomaly Advisor lets you quickly identify if the system you are monitoring has any anomalies and allows you to drill down into which metrics are behaving anomalously. To learn more about how to use Anomaly Advisor to troubleshoot your Cassandra cluster check out the documentation.

Metric Correlations

Metric Correlations lets you quickly find metrics and charts related to a particular window of interest that you want to explore further. By displaying the standard Netdata dashboard, filtered to show only charts that are relevant to the window of interest, you can get to the root cause sooner. Hope you are ready and excited to start your Cassandra monitoring journey with Netdata.

If you haven’t already, sign up now for a free Netdata account!

We’d love to hear from you – if you have any questions, complaints or feedback please reach out to us on Discord or Github.

Happy Troubleshooting!