When deploying a service through docker compose and using portainer, you basically need to do the following :
- stop the stack,
- make sure all containers have been deleted,
- Go to the editor of the Stack
- (optionaly) make any modifications on the images mentioned in the compose file if required
- click Update the stack and re-pull image and redeploy
