How to ship containerized applications on a serverless architecture and over a CICD pipeline.
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If you’re a data scientist, you’re probably familiar with Streamlit. You’ve probably used it once to prototype a demo, share a dashboard, or even build a more complex app.
In this post, you’ll learn how to deploy Streamlit applications quickly and cost-effectively on the Google Cloud Platform.
To do that, you’ll need:
- A GCP account with a valid credit card (although following this tutorial won’t cost you a cent)
- Pulumi: an Infrastructure as Code (IaC) tool to provision the cloud resources needed to deploy the app
- Some knowledge of Google Cloud services (Cloud Run), Docker and Poetry
- A Github account to trigger automatic deployment with the Cloud Build CI/CD platform
If you’re unfamiliar with some of these tools, everything will be covered below, and links will be provided to learn more.
Without further ado, let’s have a look 👇 .