I just realized that you can throttle your network speed from chrome itself (only for chrome, of course)
to do that -
press the F12 on keyboard.
Go To Network Tab (click on the arrow if you cant see)
there is a drop down menu just below it!
Select from anyone of the preset or create your own.
No need to use third party app just for limiting speed in chrome.