Web & App activity (search activity on apps and in browsers)
Location History (Creates a private map of where you go with your signed-in devices)
Device Information (contacts, calendars, apps, and other device data)
Voice & Audio Activity (storing your voice and audio inputs to your account, for example, when you say "Ok Google" to do a voice search)
YouTube Search History (Store your YouTube searches)
YouTube Watch History
They all have an opt out toggle.
That service confirmed that there is no data about me. I believe they know much more than that, but at least I'm making it a little more difficult for them.
* My Google searches, this includes audio searches and it let me play the audio.
* Watched Youtube videos
* Pages viewed on Chrome
I don't see any Android activity besides the google searches, could be because I'm using Sultan's CyanogenMod.
There's some stuff scattered throughout the comments, but it'd be nice to have a single spot.