Infrastructure your team
can understand and run.
Practical DevOps consulting for AWS and Kubernetes environments. Investigate failures, improve delivery, and make the next infrastructure decision with clearer evidence.
Start with the failure people experience.
A deployment that stalls, a service that intermittently fails, or an environment that only one person understands: these are concrete places to start. I help connect the visible symptom to the infrastructure and delivery decisions behind it.
I work from the current system and available evidence, with a preference for targeted changes and a clear explanation of the tradeoffs.
What we can work on
AWS & Kubernetes troubleshooting
Investigate deployment, networking, access, workload, and infrastructure problems. Establish what changed, narrow the likely cause, and verify the representative user flow after a fix.
Delivery pipelines & deployment
Review build and release workflows, environment differences, and rollback paths. Simplify the route from a reviewed change to a verifiable deployment.
Architecture & operational review
Review the infrastructure against actual workload needs. Identify unnecessary moving parts, gaps in visibility, and practical improvements to reliability and maintainability.
Make the change reviewable.
We first agree on scope and access. Read-only inspection helps establish the current state. Changes should come with an explanation, a recovery path appropriate to their risk, and a check of the behavior that mattered in the first place.
A handover can include the findings, implementation changes, operational notes, and remaining limits. The precise deliverables depend on the project.
The best fix makes the system easier to explain the next time something breaks.
Questions you might be asking
Does this require rebuilding our infrastructure?
Usually that should be a conclusion, rather than the starting assumption. We can investigate the existing setup and identify the smallest useful change first.
Can this include an AI application?
Yes. The same engagement can cover application integration and the infrastructure it needs to run, with the scope agreed in advance.
Is this a managed, on-call service?
The services described here are project-based consulting. Ongoing support, response times, and operational ownership would need a separate agreement.
What is getting in the way?
Start with the symptom, the environment, and what you have tried.