Thanks for the tips @Bharat
1. This is happening on live .com site.. we're not seeing anything if we access the site other than the primary .com url
2. To debug chrome.. after a few seconds, browser freezes making it unusable. So cannot see what's happening.
3. Does not happen on Author
4. Will check web server logs -- haven't done this yet
5. As of now we're assuming this is client side only.. but looking at other places (like CORS issues, if any analytics url's are blocking, the way page is coded etc)