BuddyPress.org

“I am working with a two column site where i installed BuddyPress”
Not clear whether your current theme is WordPress theme with BP Template Pack or are you using child theme of bp-default theme. Adding sidebar to bp-component pages involves the same amount of work as adding a sidebar to a regular WordPress theme. You might also want to check this out – https://wordpress.org/extend/themes/bp-columns