I work with two monitors and keep one Chrome window open on each screen. The problem was that Chrome manages pinned tabs separately for every window. My two windows would gradually end up with different pinned apps, and every new window required setting them up again.
Source: [Hacker News](https://chromewebstore.google.com/detail/pinallwindows/fakbifeeblnopdhicpmhhmcdhmefphjp)