An Introduction to K3s: Lightweight Kubernetes for Edge and IoT

September 22, 2025

If you’ve ever tried to run Kubernetes on a Raspberry Pi or a small edge device, you know the pain. Traditional Kubernetes distributions are resource-hungry beasts that require gigabytes of RAM and multiple CPU cores just to get started. What if I told you there’s a way to run a fully certified Kubernetes cluster with just 512MB of RAM? Enter K3s—the game-changer for edge computing and IoT deployments.

K3s is a certified, lightweight Kubernetes distribution designed specifically for resource-constrained environments. It’s packaged as a single binary under 70MB and can run on everything from a Raspberry Pi to a full-scale server. Think of it as Kubernetes without the bloat, perfect for edge computing, IoT devices, and development environments where every megabyte matters.

What is K3s?

K3s (pronounced “k3s”) is a highly available, certified Kubernetes distribution that strips away the complexity and resource requirements of traditional Kubernetes while maintaining full API compatibility. Originally developed by Rancher Labs and now a CNCF Sandbox Project, K3s is built for production workloads in unattended, resource-constrained, and remote locations.

The name “K3s” comes from the fact that it’s a 5-letter word (Kubernetes) minus 2 letters, representing the simplified nature of the distribution. But don’t let the name fool you—this isn’t a toy version of Kubernetes. It’s a fully functional, production-ready platform that passes all Kubernetes conformance tests.

Key Components

K3s includes everything you need to run a Kubernetes cluster:

  • Kubernetes API Server - Full Kubernetes API compatibility
  • etcd - Lightweight datastore (or external database support)
  • Container Runtime - Built-in containerd (no Docker required)
  • CNI - Flannel networking by default
  • CoreDNS - Built-in DNS resolution
  • Traefik - Ingress controller included
  • Local Storage - Local path provisioner for persistent volumes

Main Advantages of K3s

1. Incredibly Lightweight

K3s is packaged as a single binary under 70MB that includes everything needed to run a Kubernetes cluster. Compare this to a standard Kubernetes installation that requires multiple components, each with their own dependencies and resource requirements.

# Traditional Kubernetes setup requires:
# - kube-apiserver
# - etcd
# - kube-controller-manager
# - kube-scheduler
# - kubelet
# - kube-proxy
# - CNI plugins
# - Container runtime

# K3s setup requires:
curl -sfL https://get.k3s.io | sh -

2. Perfect for Edge Computing

K3s is specifically designed for edge and IoT environments where resources are limited and reliability is critical. It can run on:

  • Raspberry Pi (ARM64/ARMv7 support)
  • Single-board computers
  • IoT gateways
  • Remote locations with limited connectivity
  • Development machines with minimal resources

3. Simplified Installation and Management

Getting started with K3s is incredibly straightforward:

# Install K3s server
curl -sfL https://get.k3s.io | sh -

# Check cluster status (takes ~30 seconds)
sudo k3s kubectl get node

# Your kubeconfig is automatically created at:
# /etc/rancher/k3s/k3s.yaml

No complex configuration files, no multiple installation steps, no dependency management—just one command and you’re running Kubernetes.

4. ARM Architecture Support

K3s provides excellent support for ARM64 and ARMv7 architectures, making it perfect for:

  • Raspberry Pi clusters
  • ARM-based servers (AWS a1 instances)
  • IoT devices
  • Edge computing appliances

Both binaries and multiarch container images are available, ensuring compatibility across different hardware platforms.

5. Built-in Components

K3s comes with sensible defaults and includes:

  • Traefik Ingress Controller - No need to install separately
  • Local Path Provisioner - For persistent storage
  • CoreDNS - Built-in DNS resolution
  • Flannel CNI - Simple networking out of the box
  • ServiceLB - Load balancer for services

6. Production Ready

Despite its lightweight nature, K3s is production-ready and includes:

  • High availability support
  • Automatic updates
  • Security hardening
  • Full Kubernetes API compatibility
  • CNCF certification

Installation and Setup

Single Node Installation

The simplest way to get started with K3s is a single-node installation:

# Install K3s server
curl -sfL https://get.k3s.io | sh -

# Verify installation
sudo k3s kubectl get nodes

# Check cluster info
sudo k3s kubectl cluster-info

Multi-Node Cluster

Setting up a multi-node cluster is equally straightforward:

On the master node:

# Install K3s server
curl -sfL https://get.k3s.io | sh -

# Get the node token for joining agents
sudo cat /var/lib/rancher/k3s/server/node-token

On worker nodes:

# Install K3s agent
curl -sfL https://get.k3s.io | K3S_URL=https://myserver:6443 K3S_TOKEN=YOUR_TOKEN sh -

Using K3s with kubectl

Once installed, you can use K3s with standard kubectl commands:

# Use K3s kubectl directly
sudo k3s kubectl get pods --all-namespaces

# Or copy kubeconfig to use with regular kubectl
sudo cp /etc/rancher/k3s/k3s.yaml ~/.kube/config
kubectl get nodes

Practical Use Cases

1. Development and Testing

K3s is perfect for local development environments where you want to test Kubernetes applications without the overhead of a full cluster:

# Quick local cluster for testing
curl -sfL https://get.k3s.io | sh -
kubectl create deployment nginx --image=nginx
kubectl expose deployment nginx --port=80

2. Edge Computing

Deploy applications at the edge with minimal resource requirements:

  • IoT data collection and processing
  • Remote monitoring systems
  • Edge analytics and machine learning
  • Content delivery at edge locations

3. CI/CD Pipelines

Use K3s for lightweight CI/CD environments:

# GitHub Actions example
- name: Setup K3s
  run: |
    curl -sfL https://get.k3s.io | sh -
    sudo k3s kubectl wait --for=condition=Ready nodes --all --timeout=60s

4. Home Lab and Learning

Perfect for learning Kubernetes concepts without expensive hardware:

  • Raspberry Pi clusters for hands-on learning
  • Personal projects and experimentation
  • Kubernetes certification preparation

K3s vs Standard Kubernetes

Feature Standard Kubernetes K3s
Binary Size Multiple components Single 70MB binary
Memory Usage 2GB+ minimum 512MB+ minimum
Installation Complex, multiple steps Single command
Dependencies Many external deps Self-contained
ARM Support Limited Excellent
Edge Ready No Yes
Production Ready Yes Yes

Best Practices and Tips

1. Resource Planning

Even though K3s is lightweight, plan your resources:

  • Minimum: 512MB RAM, 1 CPU core
  • Recommended: 1GB RAM, 2 CPU cores
  • Production: 2GB+ RAM, 4+ CPU cores

2. Storage Considerations

For persistent storage, consider:

# Use local-path provisioner for development
kubectl get storageclass

# For production, configure external storage
# Edit /etc/rancher/k3s/config.yaml

3. Security Hardening

K3s comes with security defaults, but consider:

  • Network policies for pod-to-pod communication
  • RBAC configuration for user access
  • TLS certificates for external access
  • Regular updates using K3s auto-update feature

4. Monitoring and Observability

Add monitoring to your K3s cluster:

# Install Prometheus and Grafana
kubectl apply -f https://raw.githubusercontent.com/prometheus-operator/prometheus-operator/main/bundle.yaml

Common Gotchas and Solutions

1. Port Conflicts

K3s uses different default ports than standard Kubernetes:

  • API Server: 6443 (same as standard)
  • NodePort: 30000-32767 (same as standard)
  • Traefik: 80, 443 (instead of nginx-ingress)

2. Resource Limits

Be mindful of resource constraints on edge devices:

# Set resource limits for your pods
apiVersion: v1
kind: Pod
spec:
  containers:
  - name: app
    resources:
      requests:
        memory: "64Mi"
        cpu: "100m"
      limits:
        memory: "128Mi"
        cpu: "200m"

3. Networking Issues

If you encounter networking problems:

# Check Flannel status
kubectl get pods -n kube-system | grep flannel

# Restart Flannel if needed
kubectl delete pod -n kube-system -l app=flannel

Conclusion

K3s represents a paradigm shift in how we think about Kubernetes deployments. By stripping away the complexity and resource overhead of traditional Kubernetes while maintaining full API compatibility, K3s opens up new possibilities for edge computing, IoT deployments, and resource-constrained environments.

The beauty of K3s lies in its simplicity. What used to require multiple servers, complex configurations, and significant resources can now run on a single Raspberry Pi. This democratizes Kubernetes, making it accessible to developers, small teams, and organizations that previously couldn’t justify the infrastructure costs.

My recommendation? If you’re working with edge computing, IoT projects, or simply want a lightweight Kubernetes environment for development and testing, K3s should be your go-to choice. The learning curve is minimal, the benefits are immediate, and the possibilities are endless.

Start with a single-node installation on your development machine, experiment with deploying your applications, and gradually explore more complex scenarios. You’ll be amazed at how much you can accomplish with so little.

References


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Written by Fernando Nogueira a Brazilian software engineer who lives and works remotely from Spain.