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cdk

Building a CDK Construct Library: thoughts and tips

Maciej Radzikowski

I recently created a CDK library provisioning a CI/CD pipeline for serverless apps on AWS. Having finished the "regular" JS library, it took me a day to convert it to a "proper" CDK Construct library. Not long, and I learned a lot. Here are my thoughts and tips.

Running Serverless ML on AWS Lambda

Maciej Radzikowski

Yes, you can run Machine Learning models on serverless, directly with AWS Lambda. I know because I built and productionized such solutions. It's not complicated, but there are a few things to be aware of. I explain them in this in-depth tutorial, where we build a serverless ML pipeline.

Least deployment privilege with CDK Bootstrap

Maciej Radzikowski

Security is not convenient. That's probably why the CDK, by default, uses AdministratorAccess Policy to deploy resources. But we can easily change it and increase the security of our AWS account, following the least privilege principle with a minimal additional burden.

The AWS CDK, Or Why I Stopped Being a CDK Skeptic

Maciej Radzikowski

Until recently, I was skeptical about the AWS CDK. I believe in Infrastructure as Code (IaC), but with the "code" being YAML. But after using CDK in real projects, the amount of heavy lifting it does and the vast reduction of a boilerplate code changed my view.