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 — 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%.

— 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
> 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

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

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
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

$ guides / kubernetes / kubernetes-etcd-snapshot-failures

Operations Guides

Kubernetes etcd snapshot failures: backup, restore, and verification

An etcd snapshot failure usually surfaces during an incident, not during backup. A snapshot from an unhealthy member, a corrupted transfer to object storage, or a restore that writes no data renders disaster recovery useless. This guide gives the checks, commands, and decision logic to verify snapshot integrity, fix backup failures, and perform clean restores.

What this means

An etcd snapshot captures the entire key-value store at a point in time. Because committed Raft log entries exist on a majority of members, a snapshot from any healthy member contains the full cluster state. The snapshot file includes an appended SHA-256 integrity hash. If that hash does not match after transfer, or if the snapshot is taken during leader instability, restore-time verification can reject the file.

Restoring a snapshot rebuilds a new data directory offline. Every restored member must start with the same --initial-cluster-token and --initial-cluster topology. For Kubernetes, a restored etcd can serve stale revision data to API server watchers unless the revision counter is bumped. etcd 3.6 removed etcdctl snapshot restore; use etcdutl instead.

Common causes

CauseWhat it looks likeFirst thing to check
Snapshot corruption in transitetcdutl snapshot status reports integrity or CRC errorsSHA-256 hash or re-run status after download
NOSPACE alarm activeWrites fail while etcdctl snapshot save remains a read-only operationetcdctl alarm list for NOSPACE
etcd 3.6 tooling mismatchetcdctl snapshot restore returns “command not found” or deprecation fataletcdctl version and whether etcdutl is present
Missing etcdutl in container imageRestore scripts fail inside the etcd static podBinary presence in the container image or host path
Single-member HA restore with mismatched flagsCluster fails to start or enters split-brain after restore--initial-cluster-token and --initial-cluster consistency across nodes
Raw db file copied without hashetcdutl snapshot restore fails with hash mismatchFile provenance: was it from snapshot save or member/snap/

Quick checks

# Check local etcd member health
ETCDCTL_API=3 etcdctl --endpoints=https://127.0.0.1:2379 \
  --cacert=/etc/kubernetes/pki/etcd/ca.crt \
  --cert=/etc/kubernetes/pki/etcd/healthcheck-client.crt \
  --key=/etc/kubernetes/pki/etcd/healthcheck-client.key \
  endpoint health
# Check DB size and alarms across the cluster
ETCDCTL_API=3 etcdctl --endpoints=https://127.0.0.1:2379 \
  --cacert=/etc/kubernetes/pki/etcd/ca.crt \
  --cert=/etc/kubernetes/pki/etcd/healthcheck-client.crt \
  --key=/etc/kubernetes/pki/etcd/healthcheck-client.key \
  endpoint status --cluster --write-out=table
ETCDCTL_API=3 etcdctl alarm list
# Verify snapshot integrity after creation or download
etcdutl snapshot status /path/to/snapshot.db
# Expected: HASH, REVISION, TOTAL KEYS, TOTAL SIZE, STORAGE VERSION
# Check which etcd version and tools are available
etcdctl version
etcdutl version
# For kubeadm static pods, check if etcdutl is in the image
crictl exec $(crictl ps --name etcd -q) etcdutl version
# Compare local hash to source after off-host transfer
sha256sum /path/to/snapshot.db
# Defragment to free space (blocks writes briefly per member)
# WARNING: run during a maintenance window
ETCDCTL_API=3 etcdctl --endpoints=https://127.0.0.1:2379 \
  --cacert=/etc/kubernetes/pki/etcd/ca.crt \
  --cert=/etc/kubernetes/pki/etcd/healthcheck-client.crt \
  --key=/etc/kubernetes/pki/etcd/healthcheck-client.key \
  defrag --cluster

How to diagnose it

  1. Confirm the source member is healthy. A snapshot from a lagging or partitioned member may contain inconsistent data. Run etcdctl endpoint health against the member, then etcdctl endpoint status --cluster --write-out=table. The leader should be stable, and followers should show minimal lag in the RAFT TERM and RAFT INDEX columns. If the member is unhealthy, switch to another member.
  2. Check for active alarms. etcdctl alarm list must return nothing. If NOSPACE is active, etcd rejects writes; read-only operations such as snapshot save remain available. Resolve the alarm before relying on the cluster, and compact and defragment to free backend space.
  3. Validate tooling against etcd version. If you are on etcd 3.5.x, etcdctl snapshot restore works but emits deprecation warnings. If you are on etcd 3.6.0+, the command is removed and etcdutl is required. Verify binary availability before an incident.
  4. Verify integrity after every transfer. etcdutl snapshot restore verifies the snapshot’s appended SHA-256 integrity hash during restore; etcdutl snapshot status reports snapshot metadata and detects Bolt corruption. Compare sha256sum at source and destination after every transfer. If the hash changed, the file is corrupt. Do not proceed with a restore.
  5. Inspect restore behavior for silent data loss. If the restore reports success but the restored --data-dir lacks db files, the snapshot was not written. Prefer etcdutl snapshot restore directly to avoid delegation bugs in older etcdctl versions.
  6. Validate HA restore topology. For multi-member restores, every node must use the same --initial-cluster-token and the same --initial-cluster list. Each node uses its own --name and --initial-advertise-peer-urls, but the token and member list must be identical. Mismatches cause quorum loss or split-brain.
flowchart TD
    A[Snapshot fails or restore fails] --> B{etcdctl alarm list shows NOSPACE?}
    B -->|Yes| C[Compact and defrag, then retry]
    B -->|No| D{etcdutl snapshot status fails integrity?}
    D -->|Yes| E[Re-take snapshot and verify transfer hash]
    D -->|No| F{Restore fails or data missing?}
    F -->|Yes| G{etcd version >= 3.6?}
    G -->|Yes| H[Use etcdutl snapshot restore with --bump-revision and --mark-compacted]
    G -->|No| I[Use etcdutl snapshot restore directly avoid etcdctl bug]
    F -->|No| J[Verify --initial-cluster and --initial-cluster-token match across all HA members]

Metrics and signals to monitor

SignalWhy it mattersWarning sign
etcd_mvcc_db_total_size_in_bytesApproaching quota raises NOSPACE, which blocks writes and signals backup-window riskDB size > 75% of --quota-backend-bytes
etcd_disk_wal_fsync_duration_secondsHigh fsync latency indicates disk pressure that can corrupt or slow snapshotsp99 > 100ms sustained
etcd_server_leader_changes_seen_totalFrequent leader changes mean the cluster is unstable; snapshots taken during churn may be inconsistent> 0 per hour outside maintenance
etcd_server_has_leaderA member without a leader cannot guarantee a consistent snapshotGauge == 0
API server 5xx rateetcd distress propagates as API server write failuresSustained apiserver_request_total{code=~"5.."} > 0.1%
Snapshot file hash mismatchConfirms corruption during transfer or storageetcdutl snapshot status hash differs from source
etcdutl binary presenceetcd 3.6 requires etcdutl for restore and statusBinary missing from host or container image

Fixes

If the snapshot is corrupted or fails integrity checks

Re-take the snapshot from a healthy member. Do not attempt to restore a file that fails etcdutl snapshot status. If corruption occurs during transfer, verify network paths and compare SHA-256 sums at source and destination.

If NOSPACE blocks the backup

Run compaction and defragmentation during a low-traffic window.

REV=$(ETCDCTL_API=3 etcdctl --endpoints=https://127.0.0.1:2379 \
  --cacert=/etc/kubernetes/pki/etcd/ca.crt \
  --cert=/etc/kubernetes/pki/etcd/healthcheck-client.crt \
  --key=/etc/kubernetes/pki/etcd/healthcheck-client.key \
  endpoint status --write-out=json | jq -r '.[0].Status.header.revision')

# WARNING: compaction permanently removes all historical revisions
ETCDCTL_API=3 etcdctl --endpoints=https://127.0.0.1:2379 \
  --cacert=/etc/kubernetes/pki/etcd/ca.crt \
  --cert=/etc/kubernetes/pki/etcd/healthcheck-client.crt \
  --key=/etc/kubernetes/pki/etcd/healthcheck-client.key \
  compact "$REV"

ETCDCTL_API=3 etcdctl --endpoints=https://127.0.0.1:2379 \
  --cacert=/etc/kubernetes/pki/etcd/ca.crt \
  --cert=/etc/kubernetes/pki/etcd/healthcheck-client.crt \
  --key=/etc/kubernetes/pki/etcd/healthcheck-client.key \
  defrag --cluster

After resolving the space issue, disarm the alarm explicitly:

ETCDCTL_API=3 etcdctl alarm disarm

Then retry the snapshot.

If etcd 3.6 tooling is missing

Migrate all restore and status scripts to etcdutl. If you run etcd as a kubeadm static pod and the container image does not include etcdutl, download the matching etcd release tarball on the host and run etcdutl from the host path after confirming the binary with etcdutl version.

If restore fails silently or writes no data

Use etcdutl snapshot restore directly instead of delegating through etcdctl.

If HA restore causes split-brain or quorum loss

Restore each member independently with its own --name and --initial-advertise-peer-urls, but pass the exact same --initial-cluster and --initial-cluster-token on every node. For etcd 3.6, --initial-cluster-token is mandatory. Do not restore to one member and attempt to rejoin the others with the old topology.

If restoring to a Kubernetes cluster

Include revision bump flags to invalidate stale watcher caches:

etcdutl snapshot restore snapshot.db \
  --bump-revision 1000000000 \
  --mark-compacted \
  --data-dir /var/lib/etcd

Without this, API server informers may serve pre-snapshot state.

If raw db files lack a hash

Snapshots taken with etcdctl snapshot save include a hash. Raw database files copied from member/snap/ do not. If you must restore from a raw file, pass --skip-hash-check to etcdutl snapshot restore. This bypasses integrity verification and is a last resort.

Prevention

  • Automate snapshots and verify them. Schedule etcdctl snapshot save via a systemd timer or Kubernetes CronJob, then immediately run etcdutl snapshot status. Push the snapshot to object storage and re-verify after download.
  • Monitor DB size trends. Track etcd_mvcc_db_total_size_in_bytes against your quota. Enable automatic compaction and schedule periodic defragmentation so the DB does not approach the alarm threshold.
  • Keep tooling current. etcd 3.6 removed restore and status from etcdctl. Update runbooks and automation to use etcdutl before you need it.
  • Test restores quarterly. A verified snapshot is only useful if the restore procedure works. Perform a full restore to a temporary environment or isolated nodes to confirm flag correctness and revision bump behavior.
  • Protect static pod manifests. On kubeadm clusters, moving manifests out of /etc/kubernetes/manifests/ is required before stopping etcd for a restore. Document this step in your runbook so the kubelet does not restart etcd prematurely.

How Netdata helps

Use Netdata to correlate the following before scheduling snapshots:

  • etcd_mvcc_db_total_size_in_bytes against compaction schedules to predict the next NOSPACE alarm.
  • etcd_disk_wal_fsync_duration_seconds spikes to avoid I/O-bound backup windows.
  • etcd_server_leader_changes_seen_total to skip periods of Raft instability.
  • API server 5xx rate and latency as downstream indicators of etcd distress that can degrade snapshot consistency.
The Netdata solution

Kubernetes monitoring with Netdata

Netdata monitors Kubernetes with per-second metrics across the control plane, nodes, and every pod, with ML anomaly detection and zero per-pod configuration. Correlate API-server and etcd latency, kubelet PLEG stalls, scheduling pressure, and OOMKills in one place.