Make sure your Raspberry Pi is up-to-date:

sudo apt update && sudo apt upgrade -y

Install Docker

curl -fsSL https://get.docker.com -o get-docker.sh
sudo sh get-docker.sh

Add your user to the Docker group

sudo usermod -aG docker $USER
newgrp docker

Install Docker Compose

sudo apt install docker-compose