Scalability·Reliability·Efficiency

Scalability
Reliability
Efficiency

We help startups and scale-ups — from SaaS to ML/AI — build scalable, reliable & cost-efficient cloud infrastructure. Fast.

Who We Are

Weʼre the infrastructure team you wish you hired firstCloud Whales is a group of senior engineers whoʼve scaled production systems at every kind of company, cut millions in cloud waste, and built the kind of automation most startups only dream about. We donʼt sell dashboards - we deliver working systems and teach you how to own them_

The Truth

Many growing tech companies face infrastructure challenges that slow down development and increase operational costs_

Here’s some of the challenges:

card img Lack of In-House DevOps Expertise

Lack of In-House DevOps Expertise

Teams struggle with setting up and
managing cloud environments efficiently
card img High Infrastructure Costs

High Infrastructure Costs

Poorly optimized cloud resources lead to
unnecessary expenses_
card img Unexpected Cloud Charges

Unexpected Cloud Charges

Misconfigured resources, such as cross-
region data transfers or forgotten
instances, can lead to significant
unexpected expenses
card img Slow Time-to-Production

Slow Time-to-Production

Complex deployments and scaling delays impact
the ability to launch quickly and reliably
card img Security & Compliance Concerns

Security & Compliance Concerns

Managing secure deployments and
compliance standards is a major challenge

This leads to...

29%

of startups fail due to inability to secure funding, cash flow issues, noted in 82% of failed cases_

23%

fail because of lack of skills, experience, or team cohesion, including co-founder friction

20%

fail because of IT infrastructure issues, including cloud challenges

10%

fail due to high costs or improper pricing strategies

Optimal IT infrastructure reduces operational costs, accelerates development cycles, and keeps customer prices low_

Ready to talk?

What we deliver

We help startups and scale-ups move fast, run lean, and build with confidence.Whether youʼre just starting or fixing whatʼs already in place, we offer:
card img Custom Tools For Cost Control

Custom Tools For Cost Control

We bring automation that's already saved millions — including our own tools:
NodeShifter, Capacity Testing Suite, and KubeAudit Kit

You don't just get charts — you get decisions

And better margins
card img Infrastructure, Done Right

Infrastructure, Done Right

With Terraform and Kubernetes as our core tools, we give you
more time to build product instead of patching infra.

We don't just spin up clusters - we build infrastructure we'd run
ourselves. Stable, scalable, production-grade
card img Expert Guidance, Operational Support

Expert Guidance, Operational Support

You're not outsourcing infra - you're gaining teammates who've done this at scale

We architect, tune, and maintain like it's our own product, guiding your team through every stage, from Git repos setup to OpsGenie on-call handover
card img undefined
card img CI/CD & Observability Baked In

CI/CD & Observability Baked In

We implement GitOps-driven CI/CD with ArgoCD, combine it with VictoriaMetrics, Grafana, and Kibana to make sure your services ship and run reliably - with full visibility

Delivery pipelines, monitoring, and alerting shouldn't be afterthoughts
card img Future-Proof Foundation with Automated Standards

Future-Proof Foundation with Automated Standards

Your infrastructure should scale with your product, not slow it down

We codify SDLC standards into your own Helm chart so every new service follows best practices — automatically
card img Predictive Autoscaling That Just Works

Predictive Autoscaling That Just Works

Heavy GPU services need more than reactive scaling

We build predictive, history-based autoscaling (inspired by ARIMA models) without needing extra ML engines

Combined with KEDA and your own tuned metrics, you'll scale up before load hits - and scale down to save
card img undefined

Our Cases

slider card img Capacity Testing Framework: From Guesswork to Science

Capacity Testing Framework: From Guesswork to Science

The client: guessed which VM types were best for each ML microservice_
What we did:
> built a framework to test each service across instance types,
measuring real throughput and cost
Result: Infrastructure decisions became data-driven — autoscaling was tuned,
performance-per-dollar was maximized
slider card img Capacity Testing Framework: From Guesswork to Science

Capacity Testing Framework: From Guesswork to Science

The client: guessed which VM types were best for each ML microservice_
What we did:
> built a framework to test each service across instance types,
measuring real throughput and cost
Result: Infrastructure decisions became data-driven — autoscaling was tuned,
performance-per-dollar was maximized
slider card img Capacity Testing Framework: From Guesswork to Science

Capacity Testing Framework: From Guesswork to Science

The client: guessed which VM types were best for each ML microservice_
What we did:
> built a framework to test each service across instance types,
measuring real throughput and cost
Result: Infrastructure decisions became data-driven — autoscaling was tuned,
performance-per-dollar was maximized
slider card img Capacity Testing Framework: From Guesswork to Science

Capacity Testing Framework: From Guesswork to Science

The client: guessed which VM types were best for each ML microservice_
What we did:
> built a framework to test each service across instance types,
measuring real throughput and cost
Result: Infrastructure decisions became data-driven — autoscaling was tuned,
performance-per-dollar was maximized
slider card img Capacity Testing Framework: From Guesswork to Science

Capacity Testing Framework: From Guesswork to Science

The client: guessed which VM types were best for each ML microservice_
What we did:
> built a framework to test each service across instance types,
measuring real throughput and cost
Result: Infrastructure decisions became data-driven — autoscaling was tuned,
performance-per-dollar was maximized

Why Cloud Whales

Weʼve already done the hard part — togetherWeʼre a team thatʼs built and operated the backend for products serving millions of users. Weʼve made the mistakes, fixed them with automation, and came back with tools that work across companies_

Business Outcomes

  • Faster time to production
    Cut infra delays, deliver features sooner
  • Stronger infrastructure ROI
    Maximize performance per dollar at every scale
  • Reduced cloud bill surprises
    Know whatʼs running, why, and what it costs
  • Smoother scaling paths
    Go from prototype to production without rearchitecting_

How We Do It

  • Standardization-first mindset
    Unified charts, naming, infra labels, SDLC processes
  • Cloud-native automation
    CI/CD, scaling, observability — wired in by default
  • Custom tools for real cost-efficiency
    NodeShifter, historical autoscaling, and more
  • Engineers whoʼve done it at scale
    We bring what weʼve built — and battle-tested — before_

How We Work

We teach your team how to run with itWhether you want to stay lean or build in-house DevOps muscle — weʼll help you get there with long-term confidence

1

Discovery & Audit

We start by understanding your product, architecture, and constraints. If you’re early-stage, we help shape your SDLC and infra needs from the ground up

2

Architecture Proposal

Based on your goals and current setup, we suggest a roadmap for infrastructure, CI/CD, and cost control - tuned for your team’s workflow and product specifics

3

Integration & Enablement

We spin up the base environment, standardize your delivery pipelines, and integrate our tooling - including observability, autoscaling, and cost controls

4

Handoff & Support

We teach your team how to run with it. Whether you want to stay lean or build in-house muscle - we’ll guide you to long-term confidence

Our Tools

The stack we build, run, and optimize on every engagement.
AWSAzureGoogle CloudKubernetesDockerTerraformHelmAnsibleVaultFortinetAWSAzureGoogle CloudKubernetesDockerTerraformHelmAnsibleVaultFortinetAWSAzureGoogle CloudKubernetesDockerTerraformHelmAnsibleVaultFortinet
ArgoCDGitHub ActionsGitLab CIJenkinsSpinnakerPrometheusGrafanaVictoriaMetricsKibanaOpsgenieArgoCDGitHub ActionsGitLab CIJenkinsSpinnakerPrometheusGrafanaVictoriaMetricsKibanaOpsgenieArgoCDGitHub ActionsGitLab CIJenkinsSpinnakerPrometheusGrafanaVictoriaMetricsKibanaOpsgenie
KEDAPostgreSQLMongoDBKafkaMLflowCUDASlackNotionJiraTableauKEDAPostgreSQLMongoDBKafkaMLflowCUDASlackNotionJiraTableauKEDAPostgreSQLMongoDBKafkaMLflowCUDASlackNotionJiraTableau

Letʼs talk

What’s next?

1

You will receive an auto-reply to your email with available time slots for a meeting

2

Our sales representative will address you within 60 minutes during working hours (10 am - 6 pm GMT+3)

3

We’ll schedule a call to discuss the action plan and your case