Cloud Infrastructure & Cost Management

Cloud Infrastructure.
Cost Efficiency.
Reliability.

We help growing technology companies reduce cloud costs, improve production reliability, and scale infrastructure — without building a large internal CloudOps/SRE team.

Technologies We Work With

AWS
Azure
Google Cloud
Kubernetes
OpenShift
NVIDIA GPUs
vLLM
LiteLLM
Terraform
Ansible
Prometheus
Grafana
Datadog
ArgoCD
Helm
Docker
Ceph
OpenStack
KubeVirt
Python
KServe
Jenkins
RHEL
AWS
Azure
Google Cloud
Kubernetes
OpenShift
NVIDIA GPUs
vLLM
LiteLLM
Terraform
Ansible
Prometheus
Grafana
Datadog
ArgoCD
Helm
Docker
Ceph
OpenStack
KubeVirt
Python
KServe
Jenkins
RHEL

Engineering Cloud Excellence for Growing Companies

A3V Labs is a cloud infrastructure services company that helps technology businesses reduce costs, achieve production reliability, and scale operations efficiently across AWS, Azure, and Google Cloud.

  • Deep expertise across multi-cloud environments
  • FinOps-driven approach to cloud cost management
  • Production-grade Kubernetes and SRE practices
  • Serving SaaS, AI, and technology companies globally

AWS

Azure, GCP

K8s

OpenShift

AI/ML

GPU Infra

IaC

Terraform, Ansible

Powering Cloud Operations,
Driving Results.

From real-time monitoring dashboards to automated cost optimization — see what production-grade cloud management looks like.

Infrastructure Dashboard — Production
99.97%
Uptime
↓12ms
Latency
2.4K
RPS
3
Alerts
Request Rate (24h)
Observability

Real-Time Monitoring

Full-stack dashboards tracking uptime, latency, throughput, and alerts across all environments.

Kubernetes Cluster — prod-us-east
Namespace: production
Namespace: staging
CPU Usage
Memory
Kubernetes

Cluster Management

Production-grade Kubernetes with pod health tracking, namespace isolation, and resource monitoring.

Load Balancer
API Servers
Database
Workers
WAF
Monitoring
Architecture

Cloud Infrastructure

Multi-tier cloud architecture with automated scaling, security layers, and redundancy.

Cloud Cost Optimization

-38% Monthly
Compute
Storage
Network
Database
CDN
$42K
Monthly Savings Achieved
FinOps

Cost Optimization

Before/after cost analysis showing real savings across compute, storage, networking, and more.

CI/CD Pipeline — Production Deploy
Build 1m 23s
Test (142 passed) 3m 47s
Security Scan 0 vulnerabilities
Deploying to prod-us-east... in progress
Post-deploy healthcheck
DevOps

CI/CD Pipelines

Automated build, test, scan, and deploy pipelines with real-time status and zero-downtime rollouts.

Alert Manager — Live Feed
RESOLVED High CPU on node-03 2m ago
WARNING Disk usage 82% on db-replica 5m ago
RESOLVED Pod restart loop in staging 12m ago
RESOLVED SSL cert expiry in 7 days 1h ago
RESOLVED API latency spike (p99 > 500ms) 2h ago
SRE

Incident Management

Smart alerting with auto-resolution, escalation policies, and real-time incident tracking.

Comprehensive Cloud Infrastructure Services

End-to-end services designed to reduce costs, improve reliability, and free your engineering team to focus on product.

AI & LLM Infrastructure

From GPU cluster architecture to production model serving — we design, deploy, and operate the infrastructure that powers your AI workloads at scale.

FinOps & Cloud Cost Optimization

Gain full visibility into cloud spending. We identify waste, right-size resources, and implement ongoing cost governance to keep your cloud bill aligned with business value.

Platform Engineering

Design and operate internal developer platforms that give your engineering teams self-service infrastructure with golden paths, guardrails, and full operational visibility.

Kubernetes & Site Reliability Engineering

Production-grade Kubernetes operations and reliability engineering. We manage your clusters and keep your services running so your team can focus on building product.

Cloud Security & Compliance

Protect your infrastructure and data. From zero-trust architecture to PCI-DSS audits, we ensure your cloud environment is secure, resilient, and audit-ready.

DevOps & CI/CD Modernization

Modernize your software delivery with automated pipelines, GitOps workflows, and infrastructure as code that ship code safely and frequently.

Cloud Migration & Modernization

Migrate workloads to cloud or modernize existing infrastructure. From VMs to containers, on-prem to multi-cloud — we handle the full journey.

Observability & Monitoring

Full-stack visibility into your applications and infrastructure. Know what's happening before your customers do.

Technical Training & Workshops

Hands-on corporate training from architects who build production systems daily. Upskill your team on cloud, Kubernetes, AI infrastructure, and DevOps.

A3V AI Gateway

Our proprietary unified LLM gateway — route, manage, and optimize AI model traffic across providers with built-in cost controls, access management, and intelligent failover.

Forward Deployed Engineers

Embed senior A3V infrastructure engineers directly inside your team. Not staff augmentation — outcome-driven experts who implement, ship, and hand over production-grade systems on a defined timeline.

How We Work

A structured approach from understanding your infrastructure to continuously improving it.

1

Assess

Deep review of cloud infrastructure, costs, reliability, and operational processes.

2

Fix

Address critical issues — cost overruns, security gaps, and reliability risks.

3

Automate

Replace manual processes with infrastructure as code and automated operations.

4

Operate

Ongoing cloud management with proactive monitoring and incident response.

5

Optimize

Continuous improvement of costs, performance, and reliability at scale.

Who We Help

We work with technology companies that need infrastructure expertise without the overhead of a large internal team.

SaaS Companies

Reduce infrastructure costs and improve uptime as you scale your product and customer base.

AI Companies

Manage GPU infrastructure costs, optimize compute workloads, and maintain reliable training pipelines.

B2B Technology

Enterprise-grade infrastructure where uptime and security are critical to customer retention.

Growing Teams

Engineering teams that need to move fast on product without being slowed by infrastructure operations.

Platforms & Tools

AWS
Azure
Google Cloud
IBM Cloud
OpenStack
Kubernetes
OpenShift
Docker
Helm
KubeVirt
NVIDIA GPUs
vLLM
llama.cpp
LiteLLM
KServe
OpenShift AI
Terraform
Ansible
ArgoCD
Jenkins
Prometheus
Grafana
Datadog
Ceph / ODF
Istio
MetalLB
Python
Bash
RHEL

Join Our Team

We're building a team of cloud infrastructure experts who want to solve real problems for growing companies.

Senior Cloud Engineer

RemoteFull-TimeAWS / Azure / GCP

Design, deploy, and manage multi-cloud infrastructure for our clients. Deep experience with Kubernetes, Terraform, and production SRE practices required.

Apply Now

DevOps / Platform Engineer

RemoteFull-TimeCI/CD / GitOps

Build and maintain CI/CD pipelines, GitOps workflows, and developer platforms. Hands-on with ArgoCD, Jenkins, Helm, and container orchestration.

Apply Now

AI / ML Infrastructure Engineer

RemoteFull-TimeGPU / LLM

Deploy and optimize LLM serving infrastructure across GPU clusters. Experience with vLLM, KServe, NVIDIA GPUs, and model optimization techniques.

Apply Now

Forward Deployed Engineer

Remote / On-SiteFull-TimeCloud / AI / K8s

Embed with client teams to implement production cloud and AI infrastructure. Deep expertise in Kubernetes, Terraform, and LLM serving. Strong communication and outcome-driven mindset required.

Apply Now

Don't see your role? We're always looking for talented engineers. Send your resume to careers@a3vlabs.com

Let's improve your cloud infrastructure.

Tell us about your infrastructure challenges. We'll get back to you within one business day.

Get in Touch

Regions We Serve

India, USA, UK, Singapore, Australia, UAE

Working Hours

Monday – Friday, 9 AM – 6 PM IST

Or email us directly at contact@a3vlabs.com