AWS

Services

API Gateway

• Accessing API Gateway from VPC

AppConfig

• Using AWS AppConfig Feature Flags

Athena

• Athena window functions (prestodb)
• Extend geospatial queries in Amazon Athena with UDFs and AWS Lambda

CDK

• AWS CDK best practices
• AWS CDK
• AWS CloudWatch custom metrics dashboard via CDK
• A no-nonsense guide to AWS CDK
• Constructs vs stacks
• AWS DDK: DataOps Development Kit
• Serverless AWS CDK Pipeline best practices
• How working with AWS CDK made me a better dev
• Optimize your AWS CDK Project Structure for Growth
• Self-destroying and ephemeral stacks
• Using AWS CloudFormation and AWS Cloud Development Kit to provision multicloud resources
• The Lambda trilogy

Dependencies between stacks

• The base stack
• Deployment issue with cross-stack dependencies
• Nested stacks
• Share resources between stacks
• CDK dependsOn relation

CodeBuild

• Docker layer caching for CodeBuild
• serving Sphinx docs on S3
• Continuous Deployment using AWS CodeBuild with CDK

CodePipeline

• AWS Pipeline for continuous deployment via Lambda

Data Wrangler

• AWS Data Wrangler

Dynamo DB

• LucidDynamodb python wrapper

EC2

• EC2 ssh with argparse
• Deploy Tiny-Llama on AWS EC2

Fargate

• ML pipeline on Fargate

IAM

• All AWS managed policies
• IAMbic: Cloud IAM as Code

Lambda

• AWS Lambda power tuning
• AWS Lambda tests
• Lambda function with container image
• Optimizing Lambda functions
• Comparing design approaches for building serverless microservices

S3

• Building and operating a pretty big storage system called S3

SageMaker

• KNN on SageMaker
• SageMaker ScriptProcessor
• Automatic canary releases for ML models
• Cross-validation via SageMaker and Step functions
• Run custom model via SageMaker (e.g. OR-Tools solver)
• Automating ML Training on AWS

Shell

• AWS shell

Utils

DevOps

• Deployment Pipeline Reference Architecture (DPRA) for AWS workloads
• DevOps Essentials
• 12 DevOps Best Practices That Make Deploying on Fridays Less Scary

Blogposts

• The history of Amazon forecasting algorithm
• Amazon’s renewable energy forecasting: continuous delivery with Jupyter Notebooks

Misc

• SLAM
• MOTO for local test of aws resources
• MOTO tutorial
• Steampipe: query the cloud with plain SQL
• Dynamoit: a custom frontend for DynamoDB
• Basti: a CLI tool for securely accessing AWS resources in private networks at almost no cost
• klotho: an open source tool that transforms plain code into cloud native code
• Powerpipe: dashboards for DevOps

Streamlit deployment

• Streamlit deploy on EC2
• Streamlit deploy with Fargate
• Streamlit dashboard deployment via ECS

Infographics

• AWS Fundamentals