Skip to content

Instantly share code, notes, and snippets.

@MangaD
Created November 20, 2025 20:40
Show Gist options
  • Select an option

  • Save MangaD/c17a37df025390920a2a9e049b4270f4 to your computer and use it in GitHub Desktop.

Select an option

Save MangaD/c17a37df025390920a2a9e049b4270f4 to your computer and use it in GitHub Desktop.
Carrier-grade infrastructure

Carrier-grade infrastructure

CC0

Disclaimer: ChatGPT generated document.

“Carrier-grade” refers to software or infrastructure that meets the extreme reliability, uptime, scalability, and robustness requirements demanded by telecommunications carriers and large-scale service providers (e.g., national mobile networks, ISPs, major cloud backbone operators, etc.).

Think about systems that cannot go down—because when they do, millions of users lose phone signal or internet access. Carrier-grade is the domain of “5-nines uptime” (99.999%), industrial fault tolerance, hot-swappable components, and engineering-level seriousness.


🔒 Key Characteristics of Carrier-Grade Infrastructure

Feature Description
High Availability (HA) 99.999% uptime → roughly 5 minutes downtime per year, including maintenance.
Fault Tolerance Hardware/software failures should not impact services (redundancy everywhere).
Self-Healing Automatic recovery, state replication, transparent failover.
Scalability Designed to handle massive concurrent users & traffic spikes.
Predictable Performance Deterministic latency under high load — no jitter tolerated (especially for voice/video).
Continuous Delivery without Downtime Rolling upgrades, blue-green deployments, hitless upgrade (no packet loss / session drop).
Robust Monitoring & Telemetry Real-time tracking of thousands of metrics, often tied to SLAs.
Strict Security & Compliance Must resist cyber threats, physical attacks, meet regulatory requirements.
Lifecycle Longevity Can run continuously for 10–20 years with ongoing upgrades.

🧬 Architectural Principles

Carrier-grade systems typically follow:

  1. N+1 / N+2 redundancy across regions and zones
  2. Active-active or active-standby clusters
  3. Stateful session replication (e.g., call state in telecom switches)
  4. Hard real-time components (e.g., for voice routing)
  5. Deterministic failover (sub-50ms transition maximum)
  6. Fully compartmentalized failure domains (a problem in one area must not leak elsewhere)
  7. OSI layer separation with multi-layer resilience

🏛 Typical Examples

Domain Carrier-Grade Example
Telecom Mobile core network (5G/4G EPC, HLR/HSS, IMS systems).
Networking MPLS backbone routers, BGP routers in Tier-1 ISPs.
Cloud Hyperscaler load balancers, persistent messaging brokers.
Databases Real-time distributed DBs (e.g., Ericsson’s carrier-grade NoSQL DB).
Security Session-aware firewalls in mission-critical networks.

🚀 Technical Design Techniques

🧱 Ensuring High Uptime

  • Hot-swappable power/network modules.
  • Live patching OS/kernel (e.g., ksplice).
  • Dual control planes with seamless switch-over.

💽 Data Integrity

  • Real-time replication (often multi-DC).
  • Quorum-based consensus.
  • Predictive failure models.

🌍 Deployment Best Practices

  • Multi-site, multi-region deployment.
  • Automated rollback strategies.
  • Zero-touch provisioning (ZTP).

🔍 Monitoring & Maintenance

  • Machine learning for anomaly detection.
  • Granular SLA enforcement.
  • Complete forensic logging.

🌐 Carrier-Grade vs Enterprise-Grade vs Consumer-Grade

Metric Consumer Enterprise Carrier
Uptime 99% 99.9–99.99% 99.999%+
Downtime/year ~3.5 days ~9–52 minutes ~5 minutes
Fault Handling Restart Redundant VM Live switchover, no session loss
Testing Depth Basic Formal QA Exhaustive plus field validation
Lifecycle ~3–5 yrs ~5–10 yrs 15+ yrs, continuous upgrade

🛠 Common Technologies in Carrier-Grade Systems

Category Example Tools / Technologies
Messaging AMQP, ZeroMQ, Erlang node-to-node messaging.
Databases Cassandra (telecom-optimized), proprietary HA NoSQL.
Languages Erlang (OTP), C++ (high performance), Rust (upcoming).
OS RTOS, dpdk-based Linux, embedded hardened Linux.
Networking SR-IOV, DPDK, EVPN-VXLAN, DWDM, FRR/BIRD for routing.
Orchestration ETSI MANO, SDN/NFV orchestration, Kubernetes w/ HA config (rare—you need telco-grade K8s).

📌 In Software Terms — What Does it Mean to Build “Carrier-Grade”?

When developing software considered carrier-grade:

  1. Coding for zero-downtime upgrades and no state loss.
  2. Designing for predictable behavior in failure scenarios, not merely correctness in ideal conditions.
  3. Focusing on deterministic performance over average performance.
  4. Fully documented operational procedures, including disaster recovery, security patching, and rollback.
  5. Accepting extreme testing cycles (live deployment validation, RF testing).

🤔 Want to Learn More?

I can help you with:

  • 🔧 “Carrier-grade architecture patterns” (with diagrams).
  • 🧪 Testing & fault injection frameworks used in telecom.
  • 📈 Scaling strategies and specific C++ design implications for this type of system.
  • 🏗 How to move a service from enterprise-grade to carrier-grade.
  • 📚 Recommended reading, RFCs, whitepapers.

Would you like: 👉 A deep dive on resilient architecture patterns 👉 Guidance on how carrier-grade principles apply to C++ development or socket libraries 👉 Or an industry-standard checklist for carrier-grade readiness?

Let me know which direction.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment