Most Kubernetes users install a CNI, configure it once, and hope they never have to touch it again. That works fine for a test cluster. In production, however, your networking layer dictates your security posture, your observability capabilities, and your ability to scale.
For a long time, Calico was the default choice. It is stable, uses standard Linux networking, and works almost everywhere. Cilium changed that dynamic by building on eBPF, it offered a way to bypass traditional kernel bottlenecks. This created a split in the ecosystem. You now have to choose between the established, BGP-driven model of Calico and the programmable, kernel-native model of Cilium.
How Cilium Works (eBPF-Based Architecture)
Cilium fundamentally changes packet processing. Traditionally, a packet traverses a long path through the kernel, hitting multiple hooks. Cilium shortcuts this using eBPF programs attached to the network interface. When a packet arrives, Cilium evaluates it immediately, dropping or redirecting it before the standard network stack wakes up. This creates a fast lane for traffic.
This deep integration allows Cilium to replace kube-proxy. Instead of thousands of rules for Service IPs, it uses hash tables. The system stays fast even with thousands of services, avoiding the degradation seen in traditional architectures.
How Calico Works (BPF and IPTables Options)
Calico relies on the networking principles powering the internet. Its default mode uses the Border Gateway Protocol (BGP) to route packets, treating pods as first-class citizens with routable IPs.
For policies, standard Calico uses iptables. It translates your blocking rules into Linux firewall rules. This is robust; iptables is standard, and sysadmins know how to debug it. Calico has evolved. It now offers an eBPF data plane. Users can toggle a switch to gain eBPF performance benefits while keeping the familiar Calico control plane, offering a choice between standard Linux routing and the newer kernel-bypass method.
Networking Performance: Cilium vs Calico
On a small cluster, you likely won’t see a difference. Both CNIs are faster than your applications. The cilium vs calico performance gap opens up at scale.
The bottleneck is rule evaluation. With iptables (standard Calico), the kernel reads rules sequentially. Processing 10,000 rules takes significantly longer than ten. Cilium (and Calico’s eBPF mode) uses hash tables with constant lookup times. It takes the same time to find a rule regardless of count. For clusters with massive service churn, eBPF architectures provide lower latency and CPU consumption. For standard use cases, the difference is negligible.
Security Features: Network Policies and Observability
This is where the two diverge significantly in philosophy and capability.
Cilium: Identity-First & Layer 7 Cilium treats “Identity” as a first-class citizen. Because it operates at the kernel level, it can introspect data that traditional CNIs cannot see.
- L7 Policies: You can write policies that say “Allow frontend to GET /api/v1/users on backend.” Most CNIs stop at Layer 4 (IP/Port).
- DNS-Aware Policies: Restrict egress traffic to specific FQDNs (e.g., *.aws.amazon.com) without worrying about changing IPs.
- Hubble: Cilium’s observability tool provides a real-time service map and flow logs (L3-L7) directly from the CNI, offering “X-ray vision” into network drops and latency without adding new tools.
Calico: The Policy Powerhouse Calico, on the other end, extends standard Kubernetes Network Policies with its own GlobalNetworkPolicy and NetworkPolicy CRDs, which are incredibly feature-rich to say the least.
- Tiered Policies: Allows security teams to define high-priority “Guardrail” policies (e.g., “Deny all traffic from Internet”) that developers cannot override.
- Global Scope: Write a policy once and apply it to every namespace.
- Micro-segmentation: Calico excels at traditional L3/L4 segmentation and is often easier for security auditors to understand because it maps cleanly to traditional firewall concepts.
Scalability and Operational Complexity
Calico is built for massive scale. BGP handles routing table distribution efficiently across thousands of nodes, acting like a physical network. Debugging is straightforward using standard tools like tcpdump.
Cilium scales well but introduces complexity. eBPF maps consume locked memory, which may require manual tuning on large nodes. Debugging eBPF is also harder. If a packet is dropped inside an eBPF program, standard tools often won’t show why, forcing you to rely on Cilium’s specific monitoring tools.
When to Choose Cilium
Choose Cilium for modern, cloud-native stacks where observability is key. If you need to debug based on DNS names or HTTP headers, Cilium is superior. It is also the right choice if you want Service Mesh functions without the overhead of sidecars, as Cilium handles this in the kernel.
When to Choose Calico
Choose Calico for predictability and standard Linux behavior. It is best for hybrid environments peering with physical routers via BGP. If your team consists of traditional network engineers, they will understand Calico immediately. It is the safe bet for older kernels or hardware where eBPF support is shaky.
Feature Comparison Table: Cilium vs Calico
| Feature | Cilium | Calico |
| Data Plane | eBPF (Native) | Iptables (Standard), eBPF, VPP, Windows HNS |
| Routing Protocol | Native Routing / Tunneling (VXLAN/Geneve) | BGP (Bird) / VXLAN / IPIP |
| L7 Policy Support | Native (HTTP, gRPC, Kafka, DNS) | Limited (requires Istio/Envoy integration for full L7) |
| Kube-Proxy Replacement | Yes (Default & Mature) | Yes (in eBPF mode) |
| Observability | Hubble (L3-L7 flows, Service Map) | Calico Flow Logs (L3/L4) |
| Encryption | WireGuard & IPsec | WireGuard |
| Multi-Cluster | Cilium Cluster Mesh | Calico Multi-Cluster / BGP Peering |
| Primary Use Case | Cloud-native, high-perf, observability | Enterprise, hybrid, massive scale, reliability |
Which CNI Is Best for Your Kubernetes Cluster?
The “best” choice in the calico vs cilium debate depends on your specific constraints.
If you are building a greenfield cloud-native platform on modern kernels, Cilium is likely the superior choice. Its ability to combine high-performance networking, L7 security, and deep observability into a single agent reduces tool sprawl and future-proofs your stack.
However, if you are in a brownfield enterprise environment, have strict requirements for BGP integration with physical routers, or your team values simplicity and established debugging workflows, Calico remains the gold standard. It is robust, flexible, and works reliably almost everywhere.


