We decided to use Terraform to configure our services. It lets you describe states of the infrastructure you want in plain text and takes care of calling the providers' API to provision some cloud resources. Resources and data are defined through .tf files and the generated state is stored by Terraform in a .tfstate file (local or in the cloud as we will see later on). It also permits to have an overview of what changes we are going to make using the plan subcommand.