Unlocking the Power of Docker
Sarah Floris, MS
Senior Data & ML Engineer | dutchengineer.substack.com | Host of Ask A Data Mentor Podcast
StackOverflow respondents are mostly software engineers, but new data tools also rely heavily on the usage of Docker and Kubernetes. Consider?Prefect ?a rival to Airflow for data pipeline workflows, as well as Flyte and BentoML, which both leverage Kubernetes and Docker to support machine learning infrastructure. As data and machine learning engineers, I highly recommend you learn what docker is all about.
Docker is a tool that creates and runs lightweight, portable, and self-contained environments for applications. Dockerfiles, which are essentially scripts, contain instructions for building Docker images and containers. They are a powerful tool for creating custom images that contain all the necessary software and configurations to run an application.
This article will guide you through the process of installing Docker, explaining the Dockerfile, and integrating your container with VSCode for a more streamlined container development experience.
Read the rest at my Substack.
Data Engineer & Energy Management Consultant | Driving Efficiency through Data Integration, Automation, and ESG Compliance Solutions
1 年I agree. Docker is such a powerful tool. Sarah Floris, MS how did you learn Docker back then? Courses or trial and error on personal projects with the help of Stackoverflow and ChatGPT?
Data Engineer @ Epoca | 3x GCP | 2x AWS | 2x Databricks | Cloud Computing, Data Pipelines
1 年Very nice tutorial for someone that is learning Docker for the first time.
??Data Analyst | Helped 120+ Clients Double Revenue & Save 50% Time with Automation
1 年Docker is undoubtedly a valuable skill for data engineers, and your recommendation will undoubtedly motivate others to explore its potential.???????????????????????????????????????????? Keep up the great work.
Sarah Floris, MS thanks for sharing! Indeed Docker still has untapped potential.
Product Analyst | Data Analyst | Analytics Engineer
1 年Docker is for both software and data engineers.