How to add a sidebar on the blog page

To add a sidebar to your blog page, navigate to Appearance > Customize > Blog and choose the 2nd layout option, this one comes with a sidebar.

To add widgets to the blog sidebar, navigate to Appearance > Widgets and start dragging widgets inside the “Sidebar” widget area.