Linux eBPF CO-RE • Kubernetes Native Deterministic Production SRE Control Plane

Resolve P0 Microservice Incidents Before On-Call Engineers Wake Up

Syntrace pairs in-kernel eBPF socket tracing with deterministic AST git diff correlation to isolate root causes and execute automated canary rollbacks in under 90 seconds. Zero LLM hallucinations.

<0.4% Kernel CPU Overhead
18.4s Mean Time to Root Cause
1.1s Firecracker Sandbox Boot
96.6% MTTR Compression
Interactive Production Outage Simulation
Click "Execute Autonomous Canary Rollback" to test sandbox verification
P0 OUTAGE ACTIVE INCIDENT #INC-8941: Cascading p99.9 Tail Latency on checkout-service
Cluster: prod-us-east-1a eBPF Ingestion: Active (0.38% CPU) Root cause isolated in 18.2s
p99.9 Tail Latency SLA 150ms
4,820ms
Active 504 Errors Threshold 0.1%
8.42%
Affected Replicas Kubernetes
32 / 32 Pods
Time to Root Cause Autonomous
18.4s
Kernel hook: kprobe:tcp_recvmsg
edge-envoy-ingress
p99.9: 4.2ms • 14,200 req/s
checkout-service:v2.14.8
p99.9: 4,820ms • 142 err/s
inventory-db-writer (PostgreSQL 16)
Connections: 48/100 • Lock wait 0ms
redis-cluster-session
Deadlock: sync.Mutex lock contention
Kubernetes Cluster: prod-us-east-1a Envoy Service Mesh v1.30
edge-ingress-gateway
HEALTHY • 28 pods
checkout-service
FAILING (4,820ms)
inventory-db-writer
HEALTHY • RDS Master
redis-session-cluster
DEGRADED LOCK WAIT
Live eBPF Kernel Event Log RingBuffer Telemetry
14:21:44.102[EBPF_SOCK_ERR] tcp_recvmsg() socket read timeout on socket fd=14 (checkout-worker-8bf8)
14:21:46.480[ENVOY_504] upstream request timeout: inventory-db-writer pool saturated
14:21:49.012[SYNTRACE_AST] Correlating recent deployments: git commit c4b91f0 touched redis_cluster.go 3.4m ago
14:21:52.204[CAUSALITY_ROOT] Deterministic root cause identified: sync.Mutex lock contention in Reconnect()
Deterministic Root Cause: Git Commit c4b91f0 AST Correlation
pkg/cache/redis_cluster.go • Deployed 3.4m ago by PR #1481 AST Match 99.8%
@@ -84,7 +84,10 @@ func (c *ClusterClient) Reconnect() error { c.logger.Info("re-establishing cluster topology") - // non-blocking reconnection loop - go c.backgroundReconnect() + c.mu.Lock() + defer c.mu.Unlock() + c.syncReconnect() // CRITICAL: blocks worker goroutines during redis failover return nil }
Automated Remediation Plan Verified in Firecracker MicroVM
Firecracker sandbox confirmed: Reverting commit c4b91f0 restores p99.9 latency to 14.2ms with zero deadlocks. Ready to issue atomic canary rollback via ArgoCD.
git revert c4b91f0 --no-edit && git push origin main
Simulate real-time self-healing in 2.6s

Why LLM Prompting Fails at Production SRE

When an infrastructure cascade strikes, on-call engineers do not need an AI chatbot reciting generic documentation or hallucinating troubleshooting scripts. They need deterministic causality mapping down to the operating system kernel.

Diagnostic Dimension Legacy APM & ChatOps Wrappers Syntrace eBPF Remediation Mesh
Telemetry Ingestion Aggregated Prometheus counters and sampled distributed traces (missing 98% of kernel drops). Kernel-level eBPF socket probes tracking raw tcp_recvmsg, mutex contention, and kernel socket drops with sub-0.4% overhead.
Root-Cause Correlation Probabilistic string matching across log streams; susceptible to hallucination during novel cascade events. Deterministic AST diff correlation: links socket contention directly to the specific Abstract Syntax Tree node in recent git commits.
Verification Safety "YOLO in Production" — testing rollbacks on live customer traffic, risking secondary service degradation. Firecracker MicroVM Sandboxing: clones container memory state, executes candidate patch in 1.1s, and verifies health before deployment.
Mean Time to Remediation (MTTR) 45 to 90 minutes of manual Slack coordination, log querying, and pull request reviews. Under 90 seconds end-to-end: from initial threshold breach to verified canary rollback deployment.

Four Pillars of Autonomous Production Recovery

Syntrace operates as a kernel-level daemon on your Kubernetes worker nodes, connecting infrastructure telemetry to your source repository.

SUBSYSTEM: KERNEL <0.4% CPU

In-Kernel eBPF Probes

Hooks directly into Linux socket buffers and scheduler queues. Captures TCP retransmissions, thread locks, and database connection pool starvation without invasive application byte-code injection.

SUBSYSTEM: AST Zero Guesswork

AST Git Diff Correlation

Parses the Abstract Syntax Tree (AST) of every pull request merged within the deployment window. Correlates runtime socket lockups directly to the line of code that introduced the blocking call.

SUBSYSTEM: SANDBOX 1.1s Boot

Firecracker Verification

Before touching your cluster, Syntrace boots a headless Firecracker microVM, replays anonymized incoming traffic against the remediation candidate, and confirms that p99.9 latency normalizes.

SUBSYSTEM: GITOPS ArgoCD Native

Atomic GitOps Writeback

Issues cryptographically signed Git rollback commits, updates Helm values, and triggers progressive canary rollbacks through ArgoCD or Flux with automated blast-radius containment.

Quantify Your Annual Outage Cost Avoided

Calculate the direct revenue and on-call engineering hours recovered by reducing MTTR from 45 minutes to 90 seconds.

1 / month 10 / month 20 / month
15 min 60 min 180 min
Direct transaction or API usage revenue dependent on uptime.
Annual Projected Value Recovery
Direct Revenue Saved from Outages
$2,610,000
On-Call Engineering Hours Reclaimed
418 hrs
Total Annual Net Benefit
$2,662,250
Deploy Cluster Pilot

Zero-Friction Kubernetes & Cloud Deployment

Deploy Syntrace as a Kubernetes DaemonSet via Helm in under 5 minutes. Factual compatibility across major cloud environments and CI/CD pipelines.

Cloud Managed Kubernetes

Native integration with Amazon EKS (Bottlerocket / AL2023), Google Cloud GKE (Container-Optimized OS), Azure AKS, and self-hosted Talos Linux clusters running Linux kernel 5.8+.

Kernel 5.8+ Compatible
GitOps & Progressive Delivery

Bi-directional writeback to ArgoCD, Flux v2, GitHub Actions, GitLab CI, and Spinnaker. Syntrace commits directly to Git repositories without bypassing security audit trails.

ArgoCD & Flux Native
Observability & Mesh Layer

Seamless interop with Datadog, Grafana Mimir, Prometheus, OpenTelemetry, Istio, Linkerd, and Envoy proxy service meshes.

OpenTelemetry Compliant

Transparent Cluster Pricing

Metered by active worker node capacity and automated incident resolution pipelines. Zero free tiers.

Compare All Cluster Plans
DEVELOPER CLUSTER
$1,200 /month

For staging clusters and fast-growing teams running up to 25 Kubernetes worker nodes.

  • • Up to 25 Monitored Worker Nodes
  • • eBPF Kernel Telemetry Daemon
  • • AST Git Diff Analysis (GitHub/GitLab)
  • • 12-Hour Support SLA
Evaluate Developer
PRODUCTION MESH Standard
$3,600 /month

For production microservice meshes running up to 100 nodes with automated canary rollbacks.

  • • Up to 100 Monitored Worker Nodes
  • • Firecracker MicroVM Verification
  • • Autonomous ArgoCD / Flux Writeback
  • • 1-Hour Critical Incident SLA
Evaluate Production
MISSION-CRITICAL
$8,500+ /month

For global multi-region cloud infrastructure, sovereign VPCs, and 100+ worker nodes.

  • • Unlimited Nodes & Multi-Region Meshes
  • • Air-Gapped On-Premises Deployment
  • • 99.99% Availability SLA Guarantee
  • • Dedicated Reliability Solutions Engineer
Contact Enterprise

Answers for Infrastructure & Security Architects

Detailed technical specifications covering kernel safety, eBPF verification, and automated mutation controls.

What is the CPU and memory overhead of the in-kernel eBPF agent? +
Syntrace compiles eBPF bytecode verified by the Linux in-kernel verifier (CO-RE: Compile Once, Run Everywhere). It operates entirely within ring buffers in kernel space without context-switching to user space for sampled events. Benchmarks under sustained 50,000 req/sec load demonstrate <0.4% CPU overhead and <85MB resident memory per node.
Does Syntrace execute code rollbacks without human approval? +
Is our source code or telemetry used to train external foundation models? +
How does Syntrace isolate root cause in complex multi-repo microservice architectures? +

Eliminate 3 AM Incident War Rooms

Deploy the Syntrace DaemonSet to your staging or production cluster in under 5 minutes. Watch the platform isolate and remediate its first simulated cascade.

Deploy Kubernetes DaemonSet Schedule Technical Deep Dive
SOC 2 Type II Certified • eBPF CO-RE Linux Verified • 99.99% Availability SLA