Infra Pipelines with CDK
Introduction
The AWS Cloud Development Kit (CDK) allows developers to define cloud infrastructure using a programming language of their choice. This lesson focuses on creating infrastructure pipelines specifically for data engineering workflows on AWS.
Key Concepts
What is CDK?
The AWS CDK is an open-source software development framework that allows you to define your cloud application resources using familiar programming languages.
Infrastructure as Code (IaC)
IaC is the process of managing and provisioning computing infrastructure through machine-readable scripts, rather than through physical hardware configuration or interactive configuration tools.
Pipelines
A pipeline automates the process of software delivery. In data engineering, this includes data ingestion, processing, and storage, along with deployment of related infrastructure.
Step-by-Step Process
Building an infra pipeline with CDK involves several steps:
- Set up your development environment.
- Create a new CDK project.
- Define the pipeline stack.
- Add stages and actions to the pipeline.
- Deploy the pipeline.
Step 1: Set up Your Development Environment
Ensure you have Node.js installed. You can install the AWS CDK globally using npm:
npm install -g aws-cdk
Step 2: Create a New CDK Project
Create a new directory for your project and initialize it:
mkdir my-infra-pipeline
cd my-infra-pipeline
cdk init app --language=typescript
Step 3: Define the Pipeline Stack
In your CDK stack file, define the resources you need:
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';
export class MyInfraPipelineStack extends cdk.Stack {
constructor(scope: cdk.App, id: string, props?: cdk.StackProps) {
super(scope, id, props);
const sourceOutput = new codepipeline.Artifact();
const sourceAction = new codepipeline_actions.GitHubSourceAction({
actionName: 'GitHub',
output: sourceOutput,
oauthToken: cdk.SecretValue.secretsManager('my-github-token'),
owner: 'my-github-username',
repo: 'my-repo',
branch: 'main',
});
const pipeline = new codepipeline.Pipeline(this, 'MyPipeline', {
pipelineName: 'MyPipeline',
stages: [
{
stageName: 'Source',
actions: [sourceAction],
},
// Add more stages here
],
});
}
}
Step 4: Add Stages and Actions to the Pipeline
Continue to build your pipeline by adding build, test, and deploy stages:
const buildAction = new codepipeline_actions.CodeBuildAction({
actionName: 'Build',
input: sourceOutput,
project: myBuildProject,
});
pipeline.addStage({
stageName: 'Build',
actions: [buildAction],
});
Step 5: Deploy the Pipeline
Deploy your pipeline using:
cdk deploy
Best Practices
- Use version control for your CDK code.
- Keep infrastructure code modular and organized.
- Automate testing for your pipeline.
- Use environment variables for sensitive data.
- Document your architecture and pipeline steps.
FAQ
What programming languages does CDK support?
CDK supports TypeScript, JavaScript, Python, Java, and C#/.NET.
Can I use CDK with existing AWS resources?
Yes, you can import existing resources into your CDK stack.
How do I manage permissions for my pipeline?
Use AWS IAM roles to define permissions for your pipeline actions.