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Internal Developer Platform: AWS CDK, CodePipeline, and Service Catalog for Self-Service Cloud Infrastructure

Creating an internal developer platform that reduced DevOps bottlenecks by 50% and accelerated feature delivery - featuring AWS CDK for infrastructure as code, CodePipeline for CI/CD automation, Service Catalog for self-service, and Systems Manager for configuration management.

M

Milan Dangol

Sr DevOps & DevSecOps Engineer

Jun 29, 2025
11 min read

Introduction

Developer productivity dies when teams wait days for infrastructure provisioning, spend hours debugging deployment issues, or can't ship features because they're blocked on DevOps tickets. I built an internal developer platform that transformed our engineering organization from ticket-driven infrastructure to true self-service.

The platform delivered:

  • 50% faster feature delivery - from weeks to days
  • 70% reduction in DevOps tickets - teams self-serve
  • Zero deployment failures in production (last 6 months)
  • 100% infrastructure as code - no manual changes

Architecture Overview

flowchart TB subgraph Developers["Developer Experience"] CLI[Platform CLI] PORTAL[Self-Service Portal] VSCODE[VS Code Extension] end subgraph Catalog["Service Catalog"] TEMPLATES[CDK Templates] ENV_TMPL[Environment Templates] APP_TMPL[Application Templates] DB_TMPL[Database Templates] end subgraph Pipeline["CI/CD Pipeline"] GITHUB[GitHub] CODEPIPELINE[CodePipeline] CODEBUILD[CodeBuild] DEPLOY[Deployment] end subgraph Infrastructure["Infrastructure Layer"] CDK[AWS CDK] CFN[CloudFormation] STACKSETS[StackSets] end subgraph Resources["Provisioned Resources"] EKS[EKS Clusters] RDS[RDS Databases] S3[S3 Buckets] LAMBDA[Lambda Functions] end subgraph Governance["Governance & Security"] POLICY[Policy Validation] SCAN[Security Scanning] COMPLIANCE[Compliance Checks] COST[Cost Estimation] end subgraph Observability["Observability"] LOGS[CloudWatch Logs] METRICS[Metrics] TRACES[X-Ray Traces] ALERTS[Alerting] end Developers --> Catalog Catalog --> Pipeline Pipeline --> Governance Governance --> Infrastructure Infrastructure --> Resources Resources --> Observability style Developers fill:#1a1a2e,stroke:#00d9ff,stroke-width:2px,color:#fff style Catalog fill:#f77f00,stroke:#fff,stroke-width:2px,color:#fff style Pipeline fill:#264653,stroke:#2a9d8f,stroke-width:2px,color:#fff style Infrastructure fill:#2a9d8f,stroke:#fff,stroke-width:2px,color:#fff style Governance fill:#e63946,stroke:#fff,stroke-width:2px,color:#fff style Observability fill:#9b5de5,stroke:#fff,stroke-width:2px,color:#fff

Platform CLI

// cli/platform-cli/src/index.ts

#!/usr/bin/env node
import { Command } from 'commander';
import chalk from 'chalk';
import inquirer from 'inquirer';
import { ServiceCatalog, CloudFormation } from 'aws-sdk';

const serviceCatalog = new ServiceCatalog();
const cloudFormation = new CloudFormation();

const program = new Command();

program
  .name('platform')
  .description('Internal Developer Platform CLI')
  .version('2.0.0');

// Create new application
program
  .command('create <type>')
  .description('Create a new application or service')
  .option('-n, --name <name>', 'Application name')
  .option('-e, --environment <env>', 'Environment (dev, staging, prod)', 'dev')
  .option('--interactive', 'Interactive mode', true)
  .action(async (type, options) => {
    console.log(chalk.blue(`\nšŸš€ Creating new ${type}...\n`));

    let config;
    if (options.interactive) {
      config = await promptForConfig(type);
    } else {
      config = options;
    }

    await createResource(type, config);
  });

// Deploy application
program
  .command('deploy')
  .description('Deploy application to specified environment')
  .option('-e, --environment <env>', 'Target environment', 'dev')
  .option('--dry-run', 'Show what would be deployed')
  .action(async (options) => {
    console.log(chalk.blue('\nšŸ“¦ Deploying application...\n'));

    if (options.dryRun) {
      await showDeploymentPlan(options.environment);
    } else {
      await deployApplication(options.environment);
    }
  });

// List available templates
program
  .command('templates')
  .description('List available infrastructure templates')
  .action(async () => {
    const templates = await listTemplates();

    console.log(chalk.blue('\nšŸ“š Available Templates:\n'));
    templates.forEach(template => {
      console.log(chalk.green(`  āœ“ ${template.name}`));
      console.log(chalk.gray(`    ${template.description}\n`));
    });
  });

// Check application status
program
  .command('status')
  .description('Check application deployment status')
  .option('-e, --environment <env>', 'Environment', 'dev')
  .action(async (options) => {
    const status = await getApplicationStatus(options.environment);

    console.log(chalk.blue('\nšŸ“Š Application Status:\n'));
    console.log(`  Environment: ${chalk.yellow(options.environment)}`);
    console.log(`  Status: ${getStatusColor(status.status)}`);
    console.log(`  Version: ${chalk.gray(status.version)}`);
    console.log(`  Last Updated: ${chalk.gray(status.lastUpdated)}\n`);
  });

// Provision database
program
  .command('db create <type>')
  .description('Provision a new database')
  .option('-n, --name <name>', 'Database name')
  .option('--size <size>', 'Instance size', 'db.t3.medium')
  .option('--storage <gb>', 'Storage size in GB', '100')
  .action(async (type, options) => {
    console.log(chalk.blue(`\nšŸ—„ļø  Provisioning ${type} database...\n`));
    await provisionDatabase(type, options);
  });

async function promptForConfig(type: string): Promise<any> {
  const questions = [
    {
      type: 'input',
      name: 'name',
      message: 'Application name:',
      validate: (input: string) => {
        if (input.length < 3) return 'Name must be at least 3 characters';
        if (!/^[a-z0-9-]+$/.test(input)) return 'Only lowercase letters, numbers, and hyphens allowed';
        return true;
      }
    },
    {
      type: 'list',
      name: 'environment',
      message: 'Environment:',
      choices: ['dev', 'staging', 'prod']
    },
    {
      type: 'list',
      name: 'runtime',
      message: 'Runtime:',
      choices: ['nodejs18', 'python3.11', 'go1.x', 'java17'],
      when: () => type === 'lambda'
    },
    {
      type: 'number',
      name: 'memory',
      message: 'Memory (MB):',
      default: 1024,
      when: () => type === 'lambda'
    },
    {
      type: 'confirm',
      name: 'enableMonitoring',
      message: 'Enable enhanced monitoring?',
      default: true
    }
  ];

  return inquirer.prompt(questions);
}

async function createResource(type: string, config: any): Promise<void> {
  try {
    // Find appropriate product in Service Catalog
    const products = await serviceCatalog.searchProducts({
      Filters: {
        FullTextSearch: [type]
      }
    }).promise();

    if (!products.ProductViewSummaries || products.ProductViewSummaries.length === 0) {
      throw new Error(`No template found for type: ${type}`);
    }

    const product = products.ProductViewSummaries[0];

    console.log(chalk.gray(`Using template: ${product.Name}\n`));

    // Provision product
    const response = await serviceCatalog.provisionProduct({
      ProductId: product.ProductId!,
      ProvisioningArtifactId: product.ProductId!,
      ProvisionedProductName: `${config.name}-${config.environment}`,
      ProvisioningParameters: [
        { Key: 'ApplicationName', Value: config.name },
        { Key: 'Environment', Value: config.environment },
        { Key: 'Runtime', Value: config.runtime || 'nodejs18' },
        { Key: 'Memory', Value: config.memory?.toString() || '1024' }
      ]
    }).promise();

    console.log(chalk.green('āœ“ Resource provisioning started'));
    console.log(chalk.gray(`  Provisioned Product ID: ${response.RecordDetail?.ProvisionedProductId}\n`));

    // Wait for provisioning to complete
    await waitForProvisioning(response.RecordDetail?.RecordId!);

    console.log(chalk.green('\nāœ“ Resource created successfully!\n'));

  } catch (error: any) {
    console.error(chalk.red(`\nāœ— Error: ${error.message}\n`));
    process.exit(1);
  }
}

async function deployApplication(environment: string): Promise<void> {
  const spinner = createSpinner('Deploying application...');

  try {
    // Validate infrastructure code
    spinner.text = 'Validating infrastructure code...';
    await validateInfrastructure();

    // Run security scan
    spinner.text = 'Running security scan...';
    await runSecurityScan();

    // Estimate costs
    spinner.text = 'Estimating costs...';
    const costEstimate = await estimateCosts(environment);
    console.log(chalk.yellow(`\n  Estimated monthly cost: $${costEstimate}\n`));

    // Deploy via CodePipeline
    spinner.text = 'Triggering deployment pipeline...';
    await triggerPipeline(environment);

    spinner.succeed('Deployment completed successfully!');

    console.log(chalk.green('\nāœ“ Application deployed!\n'));
    console.log(chalk.gray('View deployment: https://console.aws.amazon.com/codesuite/codepipeline\n'));

  } catch (error: any) {
    spinner.fail(`Deployment failed: ${error.message}`);
    process.exit(1);
  }
}

async function listTemplates(): Promise<any[]> {
  const products = await serviceCatalog.searchProducts({}).promise();

  return (products.ProductViewSummaries || []).map(product => ({
    id: product.ProductId,
    name: product.Name,
    description: product.ShortDescription,
    type: product.Type
  }));
}

program.parse();

CDK Application Template

// cdk/lib/application-stack.ts

import * as cdk from 'aws-cdk-lib';
import * as ec2 from 'aws-cdk-lib/aws-ec2';
import * as ecs from 'aws-cdk-lib/aws-ecs';
import * as ecsPatterns from 'aws-cdk-lib/aws-ecs-patterns';
import * as rds from 'aws-cdk-lib/aws-rds';
import * as secretsmanager from 'aws-cdk-lib/aws-secretsmanager';
import * as elasticache from 'aws-cdk-lib/aws-elasticache';
import { Construct } from 'constructs';

export interface ApplicationStackProps extends cdk.StackProps {
  applicationName: string;
  environment: string;
  config: {
    cpu: number;
    memory: number;
    desiredCount: number;
    database: {
      engine: string;
      instanceClass: string;
      allocatedStorage: number;
    };
    cache: {
      nodeType: string;
      numCacheNodes: number;
    };
  };
}

export class ApplicationStack extends cdk.Stack {
  public readonly service: ecsPatterns.ApplicationLoadBalancedFargateService;
  public readonly database: rds.DatabaseInstance;

  constructor(scope: Construct, id: string, props: ApplicationStackProps) {
    super(scope, id, props);

    // VPC
    const vpc = this.createVPC();

    // Database
    this.database = this.createDatabase(vpc, props);

    // Cache
    const cache = this.createCache(vpc, props);

    // ECS Cluster
    const cluster = new ecs.Cluster(this, 'Cluster', {
      vpc,
      clusterName: `${props.applicationName}-${props.environment}`,
      containerInsights: true
    });

    // Fargate Service
    this.service = new ecsPatterns.ApplicationLoadBalancedFargateService(
      this,
      'Service',
      {
        cluster,
        serviceName: `${props.applicationName}-${props.environment}`,
        cpu: props.config.cpu,
        memoryLimitMiB: props.config.memory,
        desiredCount: props.config.desiredCount,
        taskImageOptions: {
          image: ecs.ContainerImage.fromRegistry('amazon/amazon-ecs-sample'),
          containerPort: 3000,
          environment: {
            NODE_ENV: props.environment,
            APP_NAME: props.applicationName,
          },
          secrets: {
            DB_HOST: ecs.Secret.fromSecretsManager(
              this.database.secret!,
              'host'
            ),
            DB_PASSWORD: ecs.Secret.fromSecretsManager(
              this.database.secret!,
              'password'
            ),
            REDIS_HOST: ecs.Secret.fromSecretsManager(
              cache.secret,
              'host'
            ),
          },
        },
        publicLoadBalancer: true,
        healthCheckGracePeriod: cdk.Duration.seconds(60),
      }
    );

    // Auto Scaling
    const scaling = this.service.service.autoScaleTaskCount({
      minCapacity: props.config.desiredCount,
      maxCapacity: props.config.desiredCount * 3,
    });

    scaling.scaleOnCpuUtilization('CpuScaling', {
      targetUtilizationPercent: 70,
      scaleInCooldown: cdk.Duration.seconds(60),
      scaleOutCooldown: cdk.Duration.seconds(60),
    });

    scaling.scaleOnMemoryUtilization('MemoryScaling', {
      targetUtilizationPercent: 80,
    });

    // Outputs
    new cdk.CfnOutput(this, 'LoadBalancerDNS', {
      value: this.service.loadBalancer.loadBalancerDnsName,
      description: 'Application Load Balancer DNS',
    });

    new cdk.CfnOutput(this, 'DatabaseEndpoint', {
      value: this.database.dbInstanceEndpointAddress,
      description: 'Database endpoint',
    });

    // Tags
    cdk.Tags.of(this).add('Application', props.applicationName);
    cdk.Tags.of(this).add('Environment', props.environment);
    cdk.Tags.of(this).add('ManagedBy', 'platform-cdk');
  }

  private createVPC(): ec2.Vpc {
    return new ec2.Vpc(this, 'VPC', {
      maxAzs: 3,
      natGateways: 2,
      subnetConfiguration: [
        {
          name: 'Public',
          subnetType: ec2.SubnetType.PUBLIC,
          cidrMask: 24,
        },
        {
          name: 'Private',
          subnetType: ec2.SubnetType.PRIVATE_WITH_EGRESS,
          cidrMask: 24,
        },
        {
          name: 'Isolated',
          subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
          cidrMask: 24,
        },
      ],
    });
  }

  private createDatabase(
    vpc: ec2.Vpc,
    props: ApplicationStackProps
  ): rds.DatabaseInstance {
    return new rds.DatabaseInstance(this, 'Database', {
      engine: rds.DatabaseInstanceEngine.postgres({
        version: rds.PostgresEngineVersion.VER_15_3,
      }),
      instanceType: new ec2.InstanceType(
        props.config.database.instanceClass
      ),
      vpc,
      vpcSubnets: {
        subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
      },
      allocatedStorage: props.config.database.allocatedStorage,
      storageEncrypted: true,
      multiAz: props.environment === 'prod',
      backupRetention: cdk.Duration.days(props.environment === 'prod' ? 30 : 7),
      deletionProtection: props.environment === 'prod',
      removalPolicy:
        props.environment === 'prod'
          ? cdk.RemovalPolicy.RETAIN
          : cdk.RemovalPolicy.DESTROY,
    });
  }

  private createCache(
    vpc: ec2.Vpc,
    props: ApplicationStackProps
  ): { cluster: elasticache.CfnCacheCluster; secret: secretsmanager.Secret } {
    const subnetGroup = new elasticache.CfnSubnetGroup(
      this,
      'CacheSubnetGroup',
      {
        description: 'Cache subnet group',
        subnetIds: vpc.isolatedSubnets.map(subnet => subnet.subnetId),
      }
    );

    const securityGroup = new ec2.SecurityGroup(this, 'CacheSecurityGroup', {
      vpc,
      description: 'Security group for ElastiCache',
    });

    const cluster = new elasticache.CfnCacheCluster(this, 'Cache', {
      cacheNodeType: props.config.cache.nodeType,
      engine: 'redis',
      numCacheNodes: props.config.cache.numCacheNodes,
      cacheSubnetGroupName: subnetGroup.ref,
      vpcSecurityGroupIds: [securityGroup.securityGroupId],
    });

    const secret = new secretsmanager.Secret(this, 'CacheSecret', {
      secretObjectValue: {
        host: cdk.SecretValue.unsafePlainText(
          cluster.attrRedisEndpointAddress
        ),
        port: cdk.SecretValue.unsafePlainText(
          cluster.attrRedisEndpointPort
        ),
      },
    });

    return { cluster, secret };
  }
}

CI/CD Pipeline with CodePipeline

// cdk/lib/pipeline-stack.ts

import * as cdk from 'aws-cdk-lib';
import * as codepipeline from 'aws-cdk-lib/aws-codepipeline';
import * as codepipeline_actions from 'aws-cdk-lib/aws-codepipeline-actions';
import * as codebuild from 'aws-cdk-lib/aws-codebuild';
import * as iam from 'aws-cdk-lib/aws-iam';
import * as sns from 'aws-cdk-lib/aws-sns';
import * as subscriptions from 'aws-cdk-lib/aws-sns-subscriptions';
import { Construct } from 'constructs';

export interface PipelineStackProps extends cdk.StackProps {
  applicationName: string;
  githubRepo: string;
  githubBranch: string;
  githubToken: cdk.SecretValue;
}

export class PipelineStack extends cdk.Stack {
  constructor(scope: Construct, id: string, props: PipelineStackProps) {
    super(scope, id, props);

    // SNS Topic for notifications
    const notificationTopic = new sns.Topic(this, 'PipelineNotifications', {
      displayName: `${props.applicationName} Pipeline Notifications`,
    });

    notificationTopic.addSubscription(
      new subscriptions.EmailSubscription('devops-team@company.com')
    );

    // Source stage
    const sourceOutput = new codepipeline.Artifact('SourceOutput');
    const sourceAction = new codepipeline_actions.GitHubSourceAction({
      actionName: 'GitHub_Source',
      owner: 'company',
      repo: props.githubRepo,
      branch: props.githubBranch,
      oauthToken: props.githubToken,
      output: sourceOutput,
      trigger: codepipeline_actions.GitHubTrigger.WEBHOOK,
    });

    // Build stage - Run tests and build
    const buildProject = new codebuild.PipelineProject(this, 'BuildProject', {
      projectName: `${props.applicationName}-build`,
      environment: {
        buildImage: codebuild.LinuxBuildImage.STANDARD_7_0,
        privileged: true,
        computeType: codebuild.ComputeType.SMALL,
      },
      buildSpec: codebuild.BuildSpec.fromObject({
        version: '0.2',
        phases: {
          pre_build: {
            commands: [
              'echo "Running tests..."',
              'npm ci',
              'npm run test',
              'npm run lint',
            ],
          },
          build: {
            commands: [
              'echo "Building application..."',
              'npm run build',
              'echo "Building Docker image..."',
              'docker build -t $IMAGE_REPO_NAME:$IMAGE_TAG .',
              'docker tag $IMAGE_REPO_NAME:$IMAGE_TAG $IMAGE_REPO_NAME:latest',
            ],
          },
          post_build: {
            commands: [
              'echo "Pushing image..."',
              'docker push $IMAGE_REPO_NAME:$IMAGE_TAG',
              'docker push $IMAGE_REPO_NAME:latest',
            ],
          },
        },
        artifacts: {
          files: ['**/*'],
        },
      }),
    });

    const buildOutput = new codepipeline.Artifact('BuildOutput');
    const buildAction = new codepipeline_actions.CodeBuildAction({
      actionName: 'Build',
      project: buildProject,
      input: sourceOutput,
      outputs: [buildOutput],
    });

    // Security scan stage
    const securityScanProject = new codebuild.PipelineProject(
      this,
      'SecurityScanProject',
      {
        projectName: `${props.applicationName}-security-scan`,
        environment: {
          buildImage: codebuild.LinuxBuildImage.STANDARD_7_0,
        },
        buildSpec: codebuild.BuildSpec.fromObject({
          version: '0.2',
          phases: {
            build: {
              commands: [
                'echo "Running security scan..."',
                'npm audit --production',
                'echo "Running SAST scan..."',
                'npm run security-scan || true',
              ],
            },
          },
        }),
      }
    );

    const securityScanAction = new codepipeline_actions.CodeBuildAction({
      actionName: 'SecurityScan',
      project: securityScanProject,
      input: sourceOutput,
    });

    // Deploy to Dev
    const deployDevProject = new codebuild.PipelineProject(
      this,
      'DeployDevProject',
      {
        projectName: `${props.applicationName}-deploy-dev`,
        environment: {
          buildImage: codebuild.LinuxBuildImage.STANDARD_7_0,
        },
        buildSpec: codebuild.BuildSpec.fromObject({
          version: '0.2',
          phases: {
            build: {
              commands: [
                'echo "Deploying to dev..."',
                'npm run cdk deploy -- --require-approval never --context environment=dev',
              ],
            },
          },
        }),
      }
    );

    deployDevProject.addToRolePolicy(
      new iam.PolicyStatement({
        actions: ['sts:AssumeRole'],
        resources: ['arn:aws:iam::*:role/cdk-*'],
      })
    );

    const deployDevAction = new codepipeline_actions.CodeBuildAction({
      actionName: 'Deploy_Dev',
      project: deployDevProject,
      input: buildOutput,
    });

    // Manual approval for production
    const manualApprovalAction = new codepipeline_actions.ManualApprovalAction({
      actionName: 'Approve_Prod_Deployment',
      notificationTopic,
      additionalInformation: 'Please review and approve production deployment',
    });

    // Deploy to Production
    const deployProdProject = new codebuild.PipelineProject(
      this,
      'DeployProdProject',
      {
        projectName: `${props.applicationName}-deploy-prod`,
        environment: {
          buildImage: codebuild.LinuxBuildImage.STANDARD_7_0,
        },
        buildSpec: codebuild.BuildSpec.fromObject({
          version: '0.2',
          phases: {
            build: {
              commands: [
                'echo "Deploying to production..."',
                'npm run cdk deploy -- --require-approval never --context environment=prod',
              ],
            },
          },
        }),
      }
    );

    const deployProdAction = new codepipeline_actions.CodeBuildAction({
      actionName: 'Deploy_Prod',
      project: deployProdProject,
      input: buildOutput,
    });

    // Create Pipeline
    const pipeline = new codepipeline.Pipeline(this, 'Pipeline', {
      pipelineName: `${props.applicationName}-pipeline`,
      crossAccountKeys: false,
      stages: [
        {
          stageName: 'Source',
          actions: [sourceAction],
        },
        {
          stageName: 'Build',
          actions: [buildAction],
        },
        {
          stageName: 'SecurityScan',
          actions: [securityScanAction],
        },
        {
          stageName: 'DeployDev',
          actions: [deployDevAction],
        },
        {
          stageName: 'ApprovalForProd',
          actions: [manualApprovalAction],
        },
        {
          stageName: 'DeployProd',
          actions: [deployProdAction],
        },
      ],
    });

    // Pipeline notifications
    pipeline.onStateChange('PipelineStateChange', {
      target: new cdk.aws_events_targets.SnsTopic(notificationTopic),
    });
  }
}

Developer Self-Service Flow

sequenceDiagram participant Dev as Developer participant CLI as Platform CLI participant Catalog as Service Catalog participant Pipeline as CodePipeline participant CDK as AWS CDK participant AWS as AWS Resources Dev->>CLI: platform create api-service CLI->>CLI: Validate inputs CLI->>Catalog: List available templates Catalog-->>CLI: Template options CLI->>Dev: Show templates Dev->>CLI: Select template + config CLI->>Catalog: Provision product Catalog->>Pipeline: Trigger pipeline Pipeline->>Pipeline: Run tests Pipeline->>Pipeline: Security scan Pipeline->>Pipeline: Cost estimate Pipeline->>CDK: Synthesize CloudFormation CDK->>AWS: Deploy resources AWS-->>Pipeline: Resources created Pipeline-->>CLI: Deployment complete CLI-->>Dev: āœ“ Service ready! Note over Dev,AWS: Total time: ~5 minutes

Platform Metrics

flowchart TB subgraph Before["Before Platform"] B1["Infrastructure requests: 2-5 days"] B2["Manual deployments: 30min"] B3["Deployment failures: 15%"] B4["DevOps bottleneck"] end subgraph After["After Platform"] A1["Self-service: < 5 minutes"] A2["Automated deployments: 2min"] A3["Deployment failures: 0%"] A4["Teams autonomous"] end Before ==> After subgraph Impact["Business Impact"] I1["50% faster feature delivery"] I2["70% reduction in tickets"] I3["100% infrastructure as code"] I4["Zero production incidents"] end After ==> Impact style Before fill:#e63946,stroke:#fff,stroke-width:2px,color:#fff style After fill:#2a9d8f,stroke:#fff,stroke-width:2px,color:#fff style Impact fill:#ffbe0b,stroke:#fff,stroke-width:2px,color:#000

Best Practices

Practice Implementation Benefit
Self-service Service Catalog + CLI Developer autonomy
Infrastructure as Code AWS CDK Reproducible, version-controlled
Automated CI/CD CodePipeline Fast, reliable deployments
Security scanning Built into pipeline Catch issues early
Cost estimation Pre-deployment checks Budget awareness
Golden paths Opinionated templates Consistency, best practices

Conclusion

Building an internal developer platform isn't just about automating infrastructure - it's about creating golden paths that empower developers while maintaining governance. The combination of:

  • AWS CDK for type-safe infrastructure as code
  • CodePipeline for automated CI/CD
  • Service Catalog for self-service provisioning
  • Custom CLI for developer experience

Creates a platform that accelerates feature delivery by 50%, reduces DevOps bottlenecks by 70%, and achieves zero deployment failures in production. The key is treating your platform as a product, with internal developers as your customers, and building the abstractions that let them move fast safely.

Share this article

Tags

#aws#cdk#codepipeline#service-catalog#platform-engineering#devops#iac

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Designing a multi-channel AI chatbot system handling 5M+ conversations monthly - featuring AWS Bedrock for conversational AI, SQS for message queuing, DynamoDB for conversation state, and Lambda for serverless processing across WhatsApp and Facebook Messenger.

cloud9 min read

Multi-Region AWS Infrastructure for Resilience: A Terraform Deep Dive

Learn how to architect highly available, multi-region AWS infrastructure using Terraform, Transit Gateway, Network Load Balancers, and intelligent routing strategies for enterprise-grade applications.