@Marvin I would like to deploy a data pipeline that uses docker and provisions google cloud run resources. Can you give me some steps with the latest version of Prefect?

To deploy a data pipeline using Docker and provision Google Cloud Run resources with Prefect, you can follow these general steps: ### Set Up Your Environment 1. Install

prefect

and

prefect-gcp

with cloud storage support:

bash
   pip install prefect prefect-gcp[cloud_storage]

2. Create a Dockerfile with the necessary installations:

Dockerfile
   FROM prefecthq/prefect:2-python3.11
   RUN pip install "prefect-gcp[cloud_storage]"

Build and push it to Google Artifact Registry:

bash
   gcloud artifacts repositories create my-repository --repository-format=docker --location=us
   gcloud auth configure-docker us-docker.pkg.dev
   docker build -t us-docker.pkg.dev/${GCP_PROJECT_ID}/my-repository/prefect-gcp:2-python3.11 .
   docker push us-docker.pkg.dev/${GCP_PROJECT_ID}/my-repository/prefect-gcp:2-python3.11

### Use Prefect to Create Infrastructure as Code 3. Set your Prefect Cloud Run and GCS Bucket environment variables:

bash
   export CREDENTIALS_BLOCK_NAME="BLOCK-NAME-PLACEHOLDER"
   export CLOUD_RUN_JOB_BLOCK_NAME="cloud-run-job-example"
   export CLOUD_RUN_JOB_REGION="us-central1"
   export GCS_BUCKET_BLOCK_NAME="cloud-run-job-bucket-example"
   export GCP_PROJECT_ID=$(gcloud config get-value project)

4. Initialize a Docker Deployment Recipe:

bash
   prefect init --recipe docker \
   --field image_name=my-repo/my-image \
   --field tag=my-tag

5. Build Infrastructure: - Add

build_docker_image

to the

build

section in your deployment specification file

prefect.yaml

. - Configure to build and push the Docker image and to use

{{ image }}

in the

prefect.yaml

. 6. Define the infrastructure and storage blocks in Prefect to refer to your Google Cloud Run service and Google Cloud Storage. ### Deploy to Cloud Run 7. Use Prefect CLI commands to create deployments and attach them to the previously configured Cloud Run and GCS blocks. 8. Ensure that the correct permissions and environment variables are set to allow your Prefect flows to access the necessary GCP resources. Source links and reading for detailed information and commands: - Prefect 2.0 Docker Deployments Guide - Google Cloud Storage and Google Cloud Run Guide - Prefect Deployment Storage Guide