Production readiness
Before a peak season, launch, campaign, or migration, we map the failure path and rank what must change first.
- Architecture and dependency review
- Capacity and observability gaps
- Ranked failure map with evidence
Cloud systems under consequence
Find what breaks
before your users do.
KernelPanic helps cloud product teams expose fragile architecture, validate capacity under representative load, and stabilize the failures that can turn traffic into an incident.
$ kp assess --scenario peak-season --evidence required
01traffic modelvalidated
02storage latencyconstraint found
03autoscaling policylate reaction
04queue saturationfailure at 4.7x
priority_01
Remove the shared storage bottleneck before adding compute.
Evidence packaged · rollback defined · retest ready
01 / ENGAGEMENTS
Pressure reveals the architecture.
Not generic cloud hands. Short, evidence-led interventions for systems carrying real business risk.
Load and stress testing
Representative workloads designed to expose saturation, latency cliffs, queue growth, and false confidence.
- Workload and threshold design
- Bottleneck isolation
- Before-and-after validation
Stabilization sprint
A bounded intervention for active latency, timeout, scaling, storage, deployment, or reliability failures.
- Root-cause investigation
- Minimum safe remediation
- Rollback and handoff notes
02 / OPERATING METHOD
Reality over reassurance.
We challenge comfortable labels, trace symptoms to constraints, and prove the fix under load. The deliverable is not a slide deck full of vague risk. It is a defensible technical call.
Bring us the ugly signal ↗- 01Observe
Collect the telemetry, architecture, traffic model, and assumptions that define the incident surface.
- 02Break the story
Separate comforting explanations from evidence and test the constraints most likely to fail first.
- 03Change the minimum
Prioritize the safest high-leverage remediation with explicit approval and rollback boundaries.
- 04Prove it
Retest under representative load and hand off the evidence, remaining risks, and next threshold.
GOOD FIT
Your system has a deadline and a consequence.
SaaS, APIs, e-commerce, payments, tax, ticketing, migrations, campaigns, and traffic events where failure gets expensive fast.
NOT THE OFFER
Permanent on-call dressed as consulting.
No endless staff augmentation, vague cloud “optimization,” or promises of zero outages. Every engagement has a sharp question, evidence, boundaries, and an end.
Make the failure
show itself safely.
Tell us what is coming, what feels fragile, and what failure would cost.
Start the assessment ↗