I went ahead on Appearance > Customize > Layout and Design > Content Layout: Choose Content Left and Sidebar Right. The sidebar is now showing. Please note that this settings will also show sidebar on your blog pages, category pages and single post pages by default. For pages, we still need to choose Layout – Content Left, Sidebar Right for each page.