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Social Media Backend Architecture Template

News feed, follows, media uploads, and real-time notifications at scale. Generate a complete cloud architecture with cost estimates, Terraform, sequence diagrams, CLI deployment workflows, and a GitHub Actions pipeline — on AWS, Azure, or GCP.

Generates forAWSAzureGCP
Cost Estimates
AWS$600 / month
Azure$652 / month
GCP$544 / month

Production estimates. Your workspace generates actuals.

Architecture Overview

Manages user posts and builds per-user feeds from follow graphs, stores media in object storage behind a CDN, and delivers real-time notifications via a publish/subscribe layer with a content moderation queue.

Services Selected

~8

cloud services

ECS FargateRDS AuroraElastiCache RedisS3 + CloudFrontSQS+3 more
Cloud Provider

AWS Architecture Diagram

Full topology with all services and request flows — switch providers above to compare.

Cloud Provider
AWS Architecture DiagramProduction flow SVG - implementation-order handoffs
100%
AWS Social Media BackendAWS PRODUCTION ARCHITECTURErequestrouteread · writeinferenceenqueue · publishsecrets · metrics · auditUsersCLIENT & EDGEAmazon CloudFrontCDN / Media EdgeAWS WAF + ShieldWAF / DDoSAmazon API GatewayAPI GatewayAmazon CognitoAuth / RolesAPI Gateway WebSocketRealtime GatewayAPPLICATION & COMPUTEAmazon ECS FargatePost / Social APIAmazon ECS FargateFeed Generation SvcAWS LambdaFanout WorkerDATA & STATEAmazon AuroraPostgreSQLUser & Post DBAmazon NeptuneSocial Graph DBAmazon ElastiCacheRedisFeed CacheAmazon S3Media Object StoreAmazon OpenSearchServiceFull-text SearchAI / MLAWS LambdaModeration WorkerAmazon RekognitionModeration AIAmazon SQSModeration QueueASYNC & INTEGRATIONAWS Lambda +MediaConvertMedia ProcessingAWS LambdaNotification WorkerAmazon SQSFanout QueueAmazon SNSPush ChannelAmazon SQS DLQDead-Letter QueueSECURITY & OPERATIONSAWS Secrets ManagerSecrets ManagementAmazon CloudWatch +X-RayObservability

Social Media Backend - AWS - Production implementation lanes - CloudDesign AI

Architecture Breakdown

Every major component, what it does, and the AWS service powering it.

AWS

API Server

Amazon API Gateway

Routes, authenticates, and rate-limits incoming requests.

AWS

User & Post DB

Amazon ECS Fargate

Stores and retrieves data with durability and access controls.

AWS

Feed Cache

Amazon ECS Fargate

Serves high-frequency reads at sub-millisecond latency.

AWS

Media Store + CDN

Amazon CloudFront

Stores and retrieves data with durability and access controls.

AWS

Fanout Queue

AWS Lambda

Decouples producers from consumers for async processing.

AWS

Push Notifications

AWS Lambda

Handles business logic and integrates with surrounding services.

AWS

Full-text Search

Amazon OpenSearch Service

Indexes and retrieves content with full-text and vector search.

AWS

Moderation Queue

AWS Lambda

Decouples producers from consumers for async processing.

Cost Estimate — AWS

Representative production estimate. Your workspace generates a breakdown based on your actual configuration.

AWS$600 / month estimated

ECS Fargate

App server

$120/mo

RDS Aurora

Users & posts

$150/mo

ElastiCache

Feed cache

$90/mo

S3 + CloudFront

Media + CDN

$80/mo

SQS + SNS

Fanout + push

$15/mo

OpenSearch

Full-text search

$110/mo

Rekognition

Content moderation

$25/mo

CloudWatch

Monitoring

$10/mo

Total estimate

$600 / month

What CloudDesign AI Generates

Every generation produces a complete set of production-ready artifacts.

🗺️

Architecture Diagram

Full topology showing every service and how traffic flows between them.

↔️

Sequence Diagrams

Request lifecycle flows for upload, query, and overall system paths.

💰

Cost Analysis

Per-service cost breakdown with total estimate for the selected provider.

🏗️

Terraform Code

Complete infrastructure-as-code export you can deploy immediately.

⚙️

CLI Deployment Workflow

Ordered provisioning commands for every service in the architecture.

🚀

GitHub Actions Pipeline

Ready-to-commit `.github/workflows/terraform.yml` for CI/CD.

⚖️

Tradeoff Analysis

Cost, scalability, reliability, and operational complexity breakdown.

Production Checklist

Architecture-specific risks and mitigations before you go live.

Terraform Preview — AWS

Provider-specific infrastructure code. The full export is available after generating.

main.tf — AWS
Full export after generation
resource "aws_ecs_cluster" "social" {
  name = "${var.prefix}-social"
}

resource "aws_elasticache_replication_group" "feeds" {
  replication_group_id = "${var.prefix}-feeds"
  node_type            = "cache.r7g.xlarge"
  num_cache_clusters   = 2
}

resource "aws_opensearch_domain" "search" {
  domain_name    = "${var.prefix}-search"
  engine_version = "OpenSearch_2.11"
}

# + 330 more lines — generate the full export →

Full Terraform export includes: variables, outputs, IAM roles, environment configs, and module structure.

Generate Full Terraform

CLI Preview — AWS

Ordered provisioning commands for every service. The full workflow is generated in your workspace.

deploy.sh — AWS
Full workflow after generation
aws ecs create-cluster --cluster-name $PREFIX-social
aws elasticache create-replication-group \
  --replication-group-id $PREFIX-feeds --cache-node-type cache.r7g.xlarge
aws opensearch create-domain --domain-name $PREFIX-search

# + 24 more commands — generate the full workflow →

Full CLI workflow includes: bucket creation, networking, IAM setup, application deployment, and health checks — in order.

Generate Full CLI Workflow

Cloud Provider Mapping

Every architectural function mapped to its native service on AWS, Azure, and GCP.

FunctionAWSAzureGCP
CDN / Media EdgeAmazon CloudFrontAzure Front Door PremiumCloud CDN
WAF / DDoSAWS WAF + ShieldAzure WAF + DDoS ProtectionCloud Armor
API GatewayAmazon API GatewayAzure API ManagementCloud Endpoints
Auth / RolesAmazon CognitoAzure AD B2CFirebase Auth
Realtime GatewayAPI Gateway WebSocketAzure Web PubSubCloud Run (WebSockets)
Post / Social APIAmazon ECS FargateAzure Container AppsCloud Run
Feed Generation SvcAmazon ECS FargateAzure Container AppsCloud Run
Fanout WorkerAWS LambdaAzure FunctionsCloud Run
Media ProcessingAWS Lambda + MediaConvertAzure Functions + Media ServicesCloud Run + Transcoder API
Moderation WorkerAWS LambdaAzure FunctionsCloud Run
Notification WorkerAWS LambdaAzure FunctionsCloud Run
User & Post DBAmazon Aurora PostgreSQLAzure PostgreSQL Flexible ServerCloud SQL PostgreSQL
Social Graph DBAmazon NeptuneAzure Cosmos DB (Gremlin)Cloud Spanner (Graph)
Feed CacheAmazon ElastiCache RedisAzure Cache for RedisCloud Memorystore
Media Object StoreAmazon S3Azure Blob StorageCloud Storage
Full-text SearchAmazon OpenSearch ServiceAzure AI SearchVertex AI Search
Moderation AIAmazon RekognitionAzure AI Content SafetyCloud Vision AI
Fanout QueueAmazon SQSAzure Service BusCloud Pub/Sub
Moderation QueueAmazon SQSAzure Service BusCloud Pub/Sub
Push ChannelAmazon SNSAzure Notification HubsFirebase Cloud Messaging
Dead-Letter QueueAmazon SQS DLQService Bus Dead-letterPub/Sub Dead-letter Topic
Secrets ManagementAWS Secrets ManagerAzure Key VaultGCP Secret Manager
ObservabilityAmazon CloudWatch + X-RayAzure Monitor + App InsightsCloud Monitoring + Logging

Architecture Tradeoffs

How AWS, Azure, and GCP compare across the dimensions that matter most for this architecture.

Feed Performance

AWS
4
Azure
4
GCP
5

GCP Memorystore for Redis provides the lowest latency feed reads; ElastiCache and Azure Cache for Redis are comparable.

CDN Cost

AWS
4
Azure
3
GCP
4

AWS CloudFront and GCP Cloud CDN both offer competitive media egress pricing versus Azure CDN at high volumes.

Push Notifications

AWS
4
Azure
4
GCP
5

Firebase Cloud Messaging (GCP) is the most battle-tested push system for mobile; SNS and Event Grid work well for web.

Search Quality

AWS
5
Azure
5
GCP
4

OpenSearch and Azure AI Search offer the richest full-text + hybrid search; Vertex AI Search brings strong semantic ranking to GCP.

Operational Complexity

AWS
4
Azure
4
GCP
5

GCP Cloud Run auto-scales to zero and requires less container orchestration management than ECS Fargate or Container Apps.

Production Risks for This Architecture

Known failure modes with concrete mitigations — included in every generated checklist.

1

Fan-out storm on high-follower accounts: a single post from an account with 1M followers triggers 1M feed write operations — implement a hybrid push/pull strategy for accounts above a follower threshold

2

Feed staleness vs. freshness tradeoff: aggressive Redis TTLs keep feeds fresh but increase database read load — tune expiry per account activity level rather than a global TTL

3

Full-text search index lag under write volume: OpenSearch index refresh delay means new posts won't appear in search for up to 1 second — acceptable for most feeds but document this SLA to stakeholders

Key Capabilities Covered

Feed generation service
Media uploads + CDN
Real-time notifications
Full-text search
Content moderation

Frequently Asked Questions

Common questions about this architecture and what CloudDesign AI generates.

AWSAzureGCP

Generate the Social Media Backend Architecture

Get the full architecture diagram, cost breakdown, Terraform, CLI workflow, and GitHub Actions pipeline — specific to your chosen cloud provider.

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