Advanced WordPress Backgrounds is the plugin that work with the page background colors, images, videos, and parallaxes. Easy to use visual AWB Gutenberg Block. Also, supported Visual Composer Rows and Columns.
You can use static video backgrounds as well as parallaxed video and image backgrounds. Just play with shortcode options.