Somebody on call
Alerts routed to a rota with agreed response times, so a failure wakes an engineer instead of waiting for a customer email.
Infrastructure — How it stays up
Cloud, Hosting & MLOps
Infrastructure somebody is watching at three in the morning, model serving included.
- Web, WordPress and e-commerce hosting
- AWS / GCP cloud architecture
- Model serving, monitoring & CI/CD
- Engagement shape
- Migration or hardening project, then a managed service agreement with defined response times.
- Typical duration
- Two to six weeks to stabilise, then ongoing cover.
- Starting point
- Read-only access to the current environment and an inventory session.
Overview
What the work involves.
Running a website and running a model are different disciplines with the same failure mode: nobody notices until a customer does. We take on both, with alerting that pages a person rather than filling a dashboard nobody opens.
For applications that means architecture on AWS or Google Cloud sized to real traffic, backups restored on a schedule to prove they work, and a deployment pipeline that can roll back inside a minute.
For models it means versioned artefacts, reproducible serving environments, drift and cost monitoring, and a retraining path that passes the same evaluation gate as the original release. A model that degrades quietly is worse than one that fails loudly.
Outcomes
What you get.
Backups that have been restored
Restores tested on a schedule, because an untested backup is an assumption rather than a safeguard.
Cost visible per workload
Compute, storage and inference spend attributed to services and models, reviewed monthly with the things worth switching off named.
Models that cannot degrade quietly
Drift, latency and quality tracked per version, with retraining passing the same evaluation gate as the first release.
Deliverables
What lands in your hands.
- Cloud architecture and network design
- Infrastructure as code for reproducible environments
- Continuous integration and deployment pipelines
- Automated backups with scheduled restore tests
- Model registry, serving and version rollback
- Monitoring, alerting and on-call routing
- Monthly cost and reliability report
Approach
How we run it.
Inventory and risk
What runs where, who can reach it, what has no backup, and what would take longest to bring back. The list is always longer than expected.
Codify the environment
Infrastructure as code, so rebuilding is a pipeline run rather than an afternoon of one person remembering how it was set up.
Instrument everything
Metrics, logs and traces for applications, plus drift, latency and cost for models, with alert thresholds tuned so a page means something.
Operate and review
On-call cover, a monthly reliability and cost review, and a quarterly restore drill run against a real backup rather than a document.
Each phase ends with something you can read and act on. If the evidence says stop, stopping there is a supported outcome rather than an awkward conversation.
Stack
What we build it with.
- AWS
- Google Cloud
- Terraform
- Kubernetes
- Docker
- GitHub Actions
- Grafana
- MLflow
Tooling is a decision we make per project, against your constraints and whatever your team already runs. Nothing on this list is a requirement, and we will work inside your existing stack where it holds up.
Questions
What clients ask about Cloud, Hosting & MLOps.
Yes, and that is most of this work. We start with an inventory and a risk list, fix what is dangerous, then codify the rest so it stops depending on one person's memory.
A response time by severity, a documented escalation path, and runbooks for the failures we can predict. The scope is written into the agreement rather than implied by the word managed.
No. We work inside your own AWS or Google Cloud account under your billing, so you keep ownership, any committed discounts, and the ability to move on.
Ready to scope Cloud, Hosting & MLOps?
Tell us where the work sits today and what is holding it up. We will come back with the shape of a first phase, what it would prove, and what running it takes.
+91 97915 97993