DDev is an open source tool for PHP development based on Docker, but no Docker experience is required.

Here the docs for installation and a quickstart documentation for Drupal (and other CMS) can be found here

DDev is not the only tool of this kind.
Other similar tools are Lando, Docksal, Docker4Drupal