π― Problem Statement# Enterprise organizations face several challenges with cloud infrastructure:
Vendor Lock-in - Over-reliance on a single cloud providerDisaster Recovery - Need for geographic and provider redundancyCompliance - Data residency requirements across regionsCost Optimization - Leveraging best pricing across providersComplexity - Managing infrastructure across multiple platformsπ‘ Solution Overview# I architected and implemented a multi-cloud infrastructure spanning Azure and GCP using Terraform, providing high availability, disaster recovery, and cost optimization while maintaining a unified Infrastructure as Code approach.
ποΈ Architecture# β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β βΌ β β β β β β β β β β β β β β β β β β β W β β β β β β β β β β β β β β e β β β β β β β β β β β β β β A s β β β β β β β β β β β β β β K t β β β β ( β β A ( β β β β β β β β β β S β β β G β β z R β β β β β β β β β β E β β β A e β β u A β β β β β ( β β A β β β U β β β z o β β r - β β β β β P β β z β β β β β β u - β β e G β β β β β A r β β u β β β β β β β β r R β β R β β β β β Z i β β r β β β β e e β β B S β β β β β U m β β e β β β β p β β l ) β β β β β R a β β β β β΄ β β D l β β o β β β β β E r β β F β β β β a i β β b β β β β β y β β r β β β¬ β β΄ t c β β β β β β β ) β β o β β β β a a β β S β β β β β β β n β β β β b t β β t β β β β β βΌ β β β t β β β β a e β β o β β β β β β β β β β β β β β β β β s d β β r β β β β β β β β β β D β β β β β β β β e ) β β a β β β β β β β β β β o β β β β β β β β g β β β β β β β β β β o β β β E β β β β β e β β β β ( β β ( β β β β r β β β a β β β β β β β β β P β β A β β β β β β β A s β β β β β β β β β C r β β G z β β β β β β β βΌ β K t β β β β β β β β β β e o β β l u β β β β β β S β β β β β β β β n m β β o r β β β β β β U β β β β β β β β t e β β b e β β β β β β S β β β β β β β β r t β β a β β β β β β β β β β β β β β β β β β a h β β l T β β β β β β β β β β β β β β β l e β β r β β β β β β β β i u β β T a β β β€ β β β β β β β β β β β β β β β βΌ β β βΌ β β β β β z s β β r f β β β β β β β β β e β β a f β β β β¬ βΌ β d + β β f i β β β β β β β f c β β β β β β β β β β β β β β β β β β βΌ β β βΌ β β β β β M G β β i β β β β β β β β β β β β o r β β c M β β β β β β β β β β β β n a β β a β β β β β β β β βΌ β β β β β β β β β β β β β i f β β M n β β β β β β β β β β β β β β β t a β β a a β β β β β β β E β β β β β β β β o n β β n g β β β β β β β G U β β β β β β β β r a β β a e β β β β β β β K β β β β ( β β C ( β β β β i β β g r β β β β C β β β E β β β C β β l M β β β β n + β β e β β β β l β β β β β β r β β o u β β β β g β β r / β β β β o β β β β β β C o β β u l β β β β P β β β β ( β β u β β β β β β l s β β d t β β β β a β β C β β S β β d β β β β β β β β o s β β i β β β β g β β l β β e β β β β β β u - β β S - β β β β e β β o β β G c β β L β β β β d R β β t R β β β β r β β u β β C o β β o β β΄ β β e β β o e β β β β D β β d β β P n β β a β β β β β S g β β r g β β β β u β β β β d β β d β β β¬ β β΄ Q i β β a i β β β β t β β D β β βΌ β a β β β β β β L o β β g o β β β β β β y β β N β β r β β B β β β β n β β e n β β ) β S β β y β β a β β β β ) β β a β β β β ) β β ) β β l β β β β β β l β β β β β β β a β β β β β β β β β β ) β β β β β β β n β β β β β β β β β β β β β β β c β β β β β β β β β β β β β β β e β β β U β β β β β β β β β β β β r β β β G S β β β β β β β β β β β β β β β βΌ β K β β β β β β β β β β β β β β β E β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β€ β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β
π οΈ Technologies Used# Category Azure GCP Compute AKS GKE Load Balancing Azure Front Door Cloud Load Balancer Database Azure PostgreSQL Cloud SQL Storage Blob Storage (RA-GRS) Cloud Storage DNS Traffic Manager Cloud DNS Secrets Key Vault Secret Manager Monitoring Azure Monitor Cloud Monitoring
Common Tools:
Terraform 1.5+ with workspaces Terragrunt for DRY configurations GitHub Actions for CI/CD Prometheus + Grafana (multi-cloud) π Project Structure# m β β β β β β β β β β u β β β β l β β β β t i m β β β e β β β t R c o β β β n β β β e E l d β β β v β β β r A o u i r D u l a g s r d s p a M d e z c h o e t r g E - s u p a n v a o r . t / r / r m / g d u m e e e e i / n d r / d n n t r / t g . a s / h f / c o l r m / # # # # # # A G D D S P K K N e t r S E S v a o , , , g d c i u n n m o n c e e o n g t t t n f i w w i i c o o o t g o n r r o s n k k r f c i i i ( i o n n n a g n g g g z s f , , u i r g d d e s a a / t t , a a b b g a a c s s p e e / , , ) s s t t o o r r a a g g e e
π§ Implementation Highlights# 1
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# modules/kubernetes/main.tf
# Abstract module that works across cloud providers
variable "cloud_provider" {
type = string
description = "Cloud provider: azure or gcp"
validation {
condition = contains ([ "azure", "gcp" ], var . cloud_provider )
error_message = "Must be azure or gcp."
}
}
variable "cluster_config" {
type = object ( {
name = string
node_count = number
node_size = string
k8s_version = string
})
}
module "aks" {
source = "../azure/aks"
count = var.cloud_provider == "azure" ? 1 : 0
cluster_name = var . cluster_config . name
node_count = var . cluster_config . node_count
vm_size = var . cluster_config . node_size
k8s_version = var . cluster_config . k8s_version
}
module "gke" {
source = "../gcp/gke"
count = var.cloud_provider == "gcp" ? 1 : 0
cluster_name = var . cluster_config . name
node_count = var . cluster_config . node_count
machine_type = var . cluster_config . node_size
gke_version = var . cluster_config . k8s_version
}
Cross-Cloud Data Replication# 1
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# Database replication setup
resource "azurerm_postgresql_flexible_server" "primary" {
name = "db-primary"
resource_group_name = azurerm_resource_group . main . name
location = "westeurope"
sku_name = "GP_Standard_D4s_v3"
storage_mb = 32768
version = "14"
high_availability {
mode = "ZoneRedundant"
}
# Cross-cloud replication via logical replication
# Configured through application-level sync
}
Terragrunt DRY Configuration# 1
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# environments/prod/azure/terragrunt.hcl
include "root" {
path = find_in_parent_folders ()
}
terraform {
source = "../../../modules/azure/aks"
}
inputs = {
environment = "prod"
cluster_name = "aks-prod-westeu"
node_count = 5
node_pool_min = 3
node_pool_max = 10
vm_size = "Standard_D4s_v5"
tags = {
Environment = "Production"
ManagedBy = "Terraform"
CostCenter = "Platform"
}
}
π Security Implementation# Network Isolation - VNet/VPC peering with strict firewall rulesZero Trust - Service mesh with mTLS (Istio)Identity Federation - Azure AD β Google WorkspaceEncryption - Data encrypted at rest and in transitCompliance - SOC2, GDPR-ready architectureSecret Management - HashiCorp Vault for cross-cloud secretsπ Results & Benefits# Metric Achievement Availability 99.99% uptime RTO < 5 minutes RPO < 1 minute Cost Savings 25% via spot/preemptible instances Deployment Consistency 100% across clouds
π Key Learnings# Abstraction is Key - Creating provider-agnostic modules reduces complexityState Management - Separate state files per cloud prevent blast radius issuesTesting - Terratest for automated infrastructure testing across cloudsDocumentation - Comprehensive runbooks for cross-cloud failover scenariosCost Monitoring - Unified cost dashboards essential for multi-cloud optimizationβ οΈ Challenges Overcome# Service Parity - Not all services have direct equivalents; designed for lowest common denominatorNetworking - VPN tunnels between clouds for private connectivityMonitoring - Unified observability stack (Prometheus) vs native toolsTeam Skills - Cross-training team on both cloud platformsπ Resources# Building multi-cloud? Let’s connect !