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netdata

Netdata is an open-source, real-time infrastructure monitoring platform written in Go that collects per-second metrics with minimal resource overhead. It offers zero-configuration setup, ML-powered anomaly detection, and edge-based processing without centralizing data.

Source: GitHub — github.com/netdata/netdata
79.5k
GitHub stars
6.5k
Forks
Go
Primary language
GPL-3.0
License (OSI-approved)

Key facts

Objective fields from the source. Values we can't verify are shown as “Unknown” rather than guessed.

FieldValue
Repositorynetdata/netdata
Ownernetdata
Primary languageGo
LicenseGPL-3.0 — OSI-approved
Stars79.5k
Forks6.5k
Open issues361
Latest releasev2.10.3 (2026-04-27)
Last updated2026-07-08
Sourcehttps://github.com/netdata/netdata

What netdata is

Netdata Agent runs as a lightweight daemon collecting metrics via auto-discovery, storing data locally with ~0.5 bytes/sample compression, and executing unsupervised ML models at the edge. It integrates with Prometheus, Grafana, InfluxDB, and other observability stacks via standardized APIs and exporters.

Quickstart

Get the netdata source

Clone the repository and explore it locally.

terminalbash
git clone https://github.com/netdata/netdata.gitcd netdata# follow the project's README for install & configuration

Need it deployed, integrated, or customized instead? DEV.co ships production installs.

Best use cases

Real-time ops monitoring for lean teams

Minimal setup and resource overhead make Netdata ideal for DevOps/SRE teams running Docker, Kubernetes, and Linux systems who need immediate visibility without complex configuration or high infrastructure costs.

Edge-based anomaly detection

On-device ML models detect infrastructure anomalies without sending raw data to a central service, suitable for security-sensitive or air-gapped environments requiring local analysis.

Multi-cloud/multi-node observability

Parent-Child centralization architecture and native horizontal scaling support monitoring from single servers to millions of metrics/second across hybrid cloud and on-prem environments.

Implementation considerations

  • GPL-3.0 license restricts closed-source commercial use; audit legal implications before deployment in proprietary software stacks.
  • ML-powered anomaly detection trains models locally—ensure sufficient edge compute resources; models require baseline data collection before reliable detection.
  • Netdata Cloud (centralized management, RBAC, horizontal scaling) is separate from Agent; enterprise features require evaluating service terms and SLA coverage.
  • Per-second metric granularity generates high cardinality; verify database backend (InfluxDB, Prometheus, etc.) can handle ingestion rates for your scale.
  • Auto-discovery and zero-config reduce setup time but may require network/firewall adjustments for service discovery in restricted environments.

When to avoid it — and what to weigh

  • Require proprietary/commercial license for internal use — Netdata Agent is GPL-3.0. Commercial use in closed-source or proprietary contexts requires explicit license review; the Netdata UI uses NCUL1 (status requires clarification). GPL v3 obligates distribution of modifications under the same license.
  • Need turnkey enterprise SaaS with no self-hosting — Netdata Cloud offers enterprise features but Agent still runs on your infrastructure. If you require fully managed, vendor-hosted monitoring without any on-premises components, evaluate alternatives like Datadog or New Relic.
  • Expect mature integration ecosystem out-of-box — While Netdata integrates with Prometheus, Grafana, and others, the ecosystem breadth and integration depth may lag purpose-built platforms. Custom integrations may require development effort.
  • Require guaranteed historical data retention for compliance — Netdata uses tiered, local storage with configurable retention. For regulated environments requiring guaranteed, immutable archival across extended periods, evaluate dedicated data lakes or compliance-hardened platforms.

License & commercial use

Netdata Agent is licensed under GPL-3.0 (GNU General Public License v3.0). This is a strong copyleft license: any modifications or derivative works distributed must also be licensed under GPL-3.0. The Netdata UI is under NCUL1 (status not clearly defined in the data provided). For commercial or closed-source use, explicit license review and potentially a commercial license agreement is required.

Requires careful review. GPL-3.0 permits use, modification, and distribution of Netdata Agent, but derivative works and modifications must be released under the same license. Proprietary extensions or closed-source monitoring systems embedding Netdata code face legal risk. Netdata Cloud offers commercial enterprise features (RBAC, advanced centralization) but Agent itself remains GPL-3.0. Consult legal counsel before incorporating into proprietary products or closed-source deployments.

DEV.co evaluation signals

Editorial assessment — not user reviews. Directional, with an explicit confidence level.

SignalAssessment
MaintenanceActive
DocumentationAdequate
License clarityNeeds review
Deployment complexityLow
DEV.co fitStrong
Assessment confidenceHigh
Security considerations

Netdata runs as a system daemon with access to host metrics; restrict network access to the agent UI/API using firewalls or reverse proxies. Edge-based processing keeps raw metrics local, reducing central collection attack surface. No claims about audit logging, encryption in transit, or formal security certifications are stated in the provided data. TLS support and authentication mechanisms require review. CII Best Practices badge and Coverity Scan suggest ongoing security review, but a full security audit is recommended before sensitive deployments.

Alternatives to consider

Prometheus + Grafana

Industry-standard, permissive Apache 2.0 license, extensive ecosystem. Requires more configuration and often higher infrastructure overhead; no built-in ML-powered anomaly detection.

Datadog

Fully managed SaaS, extensive integrations, strong ML/AI features. Vendor-locked, high operational cost, centralized data handling not suitable for air-gapped environments.

New Relic

Proprietary SaaS with agent-based collection, APM focus, managed infrastructure. Commercial licensing, vendor lock-in, higher cost of ownership for large-scale deployments.

Software development agency

Build on netdata with DEV.co software developers

Netdata offers zero-config, edge-based monitoring with built-in ML—but GPL-3.0 licensing requires legal review for proprietary use. Let our DevOps experts help you evaluate fit and plan deployment.

Talk to DEV.co

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netdata FAQ

Can I use Netdata in a commercial/proprietary product?
Not without explicit license review. GPL-3.0 requires any derivative works to be licensed under GPL-3.0. If you modify or embed Netdata Agent code in a proprietary product, you must release those modifications under GPL-3.0 or obtain a commercial license. Consult legal counsel.
Does Netdata replace Prometheus/Grafana?
Netdata can serve as a standalone monitoring solution with built-in visualization and ML anomaly detection. It also integrates *with* Prometheus/Grafana as a data source. Choice depends on your requirements for retention, scale, and ecosystem depth.
What is the resource overhead of the Netdata Agent?
Netdata is designed for minimal overhead. A University of Amsterdam study (2023) cited in the README found Netdata most energy-efficient compared to peers in CPU, RAM, and execution time. Actual overhead depends on metric count, collection frequency, and system load.
Can I run Netdata in air-gapped / disconnected environments?
Yes. Netdata Agent runs locally with no mandatory external communication. All data collection, storage, and ML processing occur on the node. Netdata Cloud (centralized management) requires internet connectivity; it is optional.

Custom software development services

From first prototype to production, DEV.co delivers software development services around tools like netdata. Our software development agency staffs experienced software developers and web developers for custom software development, web development, integrations, and ongoing support across mcp servers and beyond.

Ready to Deploy Real-Time Infrastructure Monitoring?

Netdata offers zero-config, edge-based monitoring with built-in ML—but GPL-3.0 licensing requires legal review for proprietary use. Let our DevOps experts help you evaluate fit and plan deployment.