This cycle time combined with occasional unexpected interactions between components meant that in every release cycle, there were dozens of complicated failing tests where it was not obvious which code change was responsible.
`bisect` here was extremely helpful: instead of having to pore over commit history and think very hard, I could bisect with a small wrapper script that would build and run the failing test in question. Builds still took hours, but I could usually autonatically pinpoint the responsible code change for one of the tests overnight.
(This was not using Git, but Perforce, for which I had to write `p4-bisect`. Alas, it's not open-source...)