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Dominik's Projects

aws-cdk-lambda-pytest icon aws-cdk-lambda-pytest

AWS CDK code written in Python to create an AWS Lambda function (also in Python) that does a basic ETL transformation. The project shows how to add pytest unit tests to the Lambda function within the CDK project.

aws-cdk-save-spotify-data icon aws-cdk-save-spotify-data

Use AWS CDK (Python) to periodically call Spotify APIs and store artist data using serverless services (Lambda, API-GW, DynamoDB, S3, EventBridge)

aws-etl-orchestrator icon aws-etl-orchestrator

A serverless architecture for orchestrating ETL jobs in arbitrarily-complex workflows using AWS Step Functions and AWS Lambda.

aws-glue-apache-spark-unittesting-using-localstack icon aws-glue-apache-spark-unittesting-using-localstack

Covers a use-case on how to setup local AWS Glue and Apache Spark environment to perform automated unit testing using localstack. Code+Tests = examples + help on getting started with local setup. The setup script helps setup the required environment that can be used as a base to write codebase and tests required for specific app requirements.

aws-glue-cdk-cicd icon aws-glue-cdk-cicd

Build, Test and Deploy ETL solutions using AWS Glue and AWS CDK based CI/CD pipelines

aws-glue-jobs-unit-testing icon aws-glue-jobs-unit-testing

Demo code to illustrate the execution of PyTest unit test cases for AWS Glue jobs in AWS CodePipeline using AWS CodeBuild projects

aws-glue-local-dev-and-test icon aws-glue-local-dev-and-test

Code for a blog article. Mainly copied from https://docs.aws.amazon.com/glue/latest/dg/aws-glue-programming-etl-libraries.html#develop-local-python

aws-glue-local-mocking icon aws-glue-local-mocking

Code for a blog article. Main reference is: https://medium.com/@dominikschauer/professional-aws-glue-pyspark-development-mocking-aws-services-for-unit-tests-e6c222e95933

aws-glue-monorepo-style icon aws-glue-monorepo-style

Example of AWS Glue Jobs and workflow deployment with terraform in monorepo style. Code here supports the miniseries of articles about AWS Glue and python.

aws-sagemaker-deployment-test icon aws-sagemaker-deployment-test

I did a simple test to see how deploying a machine learning model on AWS Sagemaker and thus turning it into an API works. Since scikit-learn models require less dependencies than e.g. TensorFlow models I went with them for this test. To do so I used a tutorial.

brutalist-blog icon brutalist-blog

Minimalistic Jekyll theme that automatically supports dark and light modes for blogs

dag-factory icon dag-factory

Dynamically generate Apache Airflow DAGs from YAML configuration files

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