No problem. If you are using Page Builder by SiteOrigin for your page, you could add a column in Page Builder, this one option.
Another option would be to use the Default template and then add widgets to Appearance > Widgets > Sidebar. If you want to control which widgets appear on each page you could use Jetpack Widget Visibility.