RETURN TO INSIGHTS JOURNAL
INS-28 // CLOUD, DEVOPS & SECURITY13 MIN READ2026-07-13

Kernel-Level Cloud Observability and Security: Implementing eBPF with Cilium in Kubernetes

Replacing heavy sidecar proxies: How Extended Berkeley Packet Filter (eBPF) delivers zero-overhead network observability, security enforcement, and load balancing.

AUTHOR: CYBERSECURITY POD // XIYOR
#eBPF#Cilium#Kubernetes#Linux Kernel#Security#Observability

01 // THE LIMITATIONS OF SIDECAR PROXIES AND IPTABLES

For years, Kubernetes networking and security monitoring relied on user-space sidecar proxies (like Envoy) and Linux `iptables` packet filtering rules. As Kubernetes clusters scale to hundreds of microservices and tens of thousands of pods, traditional iptables rules hit severe performance bottlenecks: - Sequential Rule Evaluation: `iptables` evaluates firewall rules sequentially. A cluster with 10,000 services generates over 30,000 sequential rules, causing CPU usage spikes and packet latency overhead. - Sidecar Resource Tax: Injecting sidecar containers into every pod consumes Gigabytes of CPU and RAM across the cluster. - User-Space Context Switching: Shuffling network packets back and forth between kernel space and user-space sidecars degrades network throughput by up to 25%. At XIYOR, we build cloud-native infrastructure on eBPF (Extended Berkeley Packet Filter) and Cilium. eBPF allows executing sandboxed C-like programs directly inside the Linux kernel without modifying kernel source code—delivering lightning-fast networking, security enforcement, and observability with zero sidecar proxy overhead.
"eBPF runs directly inside the Linux kernel space. It bypasses iptables entirely, replacing sequential rule scans with sub-microsecond BPF hash map lookups."

02 // EBPF & CILIUM ARCHITECTURE

Our eBPF cloud networking and security topology replaces legacy Kubernetes CNI components across three operational layers: 1. Kernel eBPF Probes: Attaches lightweight BPF programs directly to network sockets, cgroups, and kprobes inside the Linux kernel. 2. Cilium CNI: Replaces kube-proxy with eBPF eXpress Data Path (XDP) programs, handling BGP routing, Service IP load balancing, and network policies at kernel speed. 3. Hubble Observability: Captures real-time Layer 3 to Layer 7 network telemetry (DNS queries, HTTP status codes, gRPC latency) directly from kernel tracepoints without application sidecars.
Cilium eBPF Layer 7 Network Security Policy (Kubernetes Manifest)yaml
apiVersion: "cilium.io/v2"
kind: CiliumNetworkPolicy
metadata:
  name: enforce-secure-api-access
  namespace: production
spec:
  endpointSelector:
    matchLabels:
      app: backend-api
  ingress:
  - fromEndpoints:
    - matchLabels:
        app: frontend-web
    toPorts:
    - ports:
      - port: "8080"
        protocol: TCP
      rules:
        http:
        - method: "GET"
          path: "/api/v1/healthz"
        - method: "POST"
          path: "/api/v1/orders"
  • Kernel-Level Enforcement: Security policies are evaluated inside the kernel socket layer before packets hit user-space application memory.
  • Zero Sidecar Memory Tax: Saves 25-35% of total cluster RAM by eliminating user-space sidecar proxy containers.
  • Sub-Microsecond Latency: eBPF BPF map lookups execute in under 0.1 microseconds per packet.

03 // RUNTIME THREAT DETECTION WITH CILIUM TETRAGON

Beyond networking, XIYOR deploys Cilium Tetragon for real-time kernel security auditing. Tetragon monitors system calls (`execve`, `open`, `connect`) in real time. If an attacker breaches a container and attempts to launch a binary shell (`/bin/sh`), Tetragon detects the unauthorized process execution inside the kernel and terminates the offending process instantly before damage can occur.

04 // SUMMARY FOR DEVOPS AND SECURITY LEADERS

To achieve maximum performance and zero-trust security in Kubernetes: - Replace legacy `kube-proxy` with Cilium eBPF CNI to eliminate iptables scaling limits. - Deploy Hubble for zero-overhead Layer 7 network visibility. - Enforce kernel-level process isolation using Tetragon system call monitoring.