Services

Cloud. DevOps.
AI/ML. AIOps.

Hands-on delivery across AWS and Azure — from core infrastructure through intelligent operations and AI service deployment. Secure by design, repeatable by default.

01 / 07

AI/ML Platform & Model Deployment

AWS AI Services Azure AI Services

We design and implement production-ready AI/ML platforms on both AWS and Azure — bringing the same SDLC rigour applied to software delivery to the full model lifecycle. From experimentation through to governed, monitored model services in production.

We ensure every model deployment is secure, repeatable, and auditable — with proper staging environments, promotion gates, rollback capability, and ongoing performance monitoring across whichever cloud platform your team uses.

Amazon Web Services
ML training pipeline design & build
Real-time & batch model serving
Model registry & version control
Experiment tracking & lineage
A/B testing & shadow deployment
Model monitoring & drift detection
Microsoft Azure
AI service design & deployment
Governed model API exposure
Rate limiting & access controls
Model evaluation & prompt management
Content safety & responsible AI controls
Cost tracking & usage dashboards
Deliverables
ML pipeline design & build
Model serving & scaling
Model registry & version control
SDLC promotion gates
Monitoring & alerting setup
Cost & usage dashboards
Governance & access controls
Retraining trigger automation
AWS AI/ML Services
MLflow
Terraform
Azure AI Services
Azure ML
Bicep
02 / 07

AIOps & Intelligent Observability

AWS Azure

We implement AIOps platforms that use machine learning to reduce alert noise, surface real incidents faster, and predict infrastructure issues before they impact users — across your entire AWS and Azure estate from a single unified view.

Our AIOps engagements typically reduce alert volume by 70%+ while improving mean time to detect (MTTD) by an order of magnitude. Teams shift from reactive firefighting to proactive engineering.

Amazon Web Services
AWS DevOps Guru anomaly detection
CloudWatch metrics & alarms
X-Ray distributed tracing
CloudTrail audit & correlation
Microsoft Azure
Azure Monitor & Log Analytics
Application Insights APM
Azure Managed Grafana
Microsoft Sentinel SIEM integration
Deliverables
Unified observability platform
ML-based anomaly detection
Intelligent alert correlation
Predictive incident detection
Auto-remediation runbooks
SLO / error budget dashboards
Cross-cloud telemetry pipeline
On-call load optimisation
Datadog
AWS DevOps Guru
CloudWatch
Azure Monitor
Log Analytics
Prometheus
Grafana
OpenTelemetry
PagerDuty
03 / 07

DevOps & SDLC Transformation

AWS CodePipeline Azure DevOps

We redesign how your organisation builds, tests, and ships software — following SDLC best practices to ensure every change is secure, repeatable, and auditable. Security gates, policy checks, and compliance checkpoints are built into the pipeline so governance never becomes a bottleneck.

Amazon Web Services
AWS CodePipeline & CodeBuild
GitHub Actions with AWS integrations
ECR image scanning & signing
AWS Config compliance rules
Microsoft Azure
Azure DevOps Pipelines & Repos
GitHub Actions with Azure integrations
Azure Container Registry scanning
Azure Policy compliance gates
Deliverables
CI/CD pipeline design & build
GitOps workflow setup
Branch protection & review gates
SAST / DAST / secret scanning
Policy-as-code (OPA / Sentinel)
Signed artifact promotion
Deployment environment strategy
Developer enablement training
GitHub Actions
AWS CodePipeline
Azure DevOps
ArgoCD
OPA / Sentinel
Snyk
SonarQube
Terraform
Bicep
04 / 07

Cloud Migration

AWS Migration Hub Azure Migrate

We migrate workloads to AWS or Azure with a structured, risk-managed approach. From discovery and dependency mapping through wave planning, staged execution, and live cutover — with rollback capability at every step. Lift-and-shift or full re-architecture, we handle both.

Amazon Web Services
AWS Migration Hub assessment
CloudEndure / MGN migrations
AWS DMS database migration
EC2, RDS, S3 target architecture
Microsoft Azure
Azure Migrate assessment & discovery
Azure Site Recovery migrations
Azure Database Migration Service
Azure VM, SQL, Storage target architecture
Deliverables
Discovery & dependency mapping
Platform selection advisory
Migration strategy document
Wave planning & scheduling
Staging environment build
Live cutover execution
Post-migration validation
30-day hypercare support
AWS Migration Hub
AWS MGN
AWS DMS
Azure Migrate
Azure Site Recovery
Azure DMS
Terraform
Bicep
05 / 07

Kubernetes & Containers

Amazon EKS Azure AKS

We architect and operate production Kubernetes platforms on Amazon EKS and Azure AKS — production-grade from day one. Cluster design, service mesh, GitOps delivery, autoscaling, and observability all implemented with security and repeatability built in.

Amazon EKS
EKS managed node groups & Fargate
Karpenter autoscaling
AWS Load Balancer Controller
IAM Roles for Service Accounts (IRSA)
Azure AKS
AKS node pools & virtual nodes
KEDA event-driven autoscaling
Azure Application Gateway Ingress
Workload Identity & Entra integration
Deliverables
EKS / AKS cluster architecture
Helm chart development
Service mesh (Istio / Linkerd)
Autoscaling configuration
Network policy design
GitOps workflows (ArgoCD)
Full observability stack
Disaster recovery setup
Amazon EKS
Azure AKS
Helm
Istio
ArgoCD
Karpenter
KEDA
Cert-Manager
06 / 07

Infrastructure as Code

Terraform Bicep / ARM

Version-controlled, fully automated infrastructure on AWS and Azure — making every environment repeatable, auditable, and drift-free. All IaC is integrated into SDLC pipelines with mandatory plan reviews, policy checks, and approval gates before any apply.

Amazon Web Services
Terraform AWS module library
AWS CDK for application-layer infra
AWS Control Tower multi-account
AWS Config drift detection
Microsoft Azure
Terraform AzureRM module library
Azure Bicep templates & modules
Azure Landing Zones & subscriptions
Azure Policy & compliance checks
Deliverables
Terraform module library
Azure Bicep templates
Multi-account / subscription structure
Environment parity (dev/stage/prod)
State management & locking
Drift detection automation
Policy-as-code gates
Full IaC documentation
Terraform
Azure Bicep
AWS CDK
Atlantis
OPA / Sentinel
AWS Control Tower
Azure Landing Zones
Azure Policy
07 / 07

Security & FinOps

AWS Security Hub Microsoft Defender

Security and cost control treated as architecture decisions, not afterthoughts — embedded at every SDLC stage across both platforms. We shift security left into the pipeline and give you full cross-cloud spend visibility with automated guardrails to prevent runaway costs and misconfigurations.

Amazon Web Services
AWS Security Hub & GuardDuty
IAM least-privilege & SCPs
AWS WAF & Shield
AWS Cost Explorer & Compute Optimizer
Savings Plans & Reserved Instances
Microsoft Azure
Microsoft Defender for Cloud
Microsoft Sentinel SIEM
Entra ID & Conditional Access
Azure Cost Management & Budgets
Azure Reservations & Savings Plans
Deliverables
IAM / Entra ID least-privilege design
Network security architecture
SIEM / log aggregation
Compliance roadmap (SOC 2 / ISO 27001)
Shift-left security in CI/CD
Cross-cloud spend analysis
Commitment strategy (RI / Savings Plans)
Budget alerts & anomaly detection
AWS Security Hub
GuardDuty
CloudTrail
Microsoft Defender
Microsoft Sentinel
Entra ID
HashiCorp Vault
AWS Cost Explorer
Azure Cost Management

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