One thing that I didn't expect (although it makes perfect sense) is that OCR of Japanese writing is very bad compared to what we've got used to. Aiming a phone with Google Translate at some sign will often produce total garbage. You can attempt to transcribe the kanji with your finger and that usually gives better results, but is tedious and difficult (since the order of strokes matters and you have no clue about it). We've quickly learned a few crucial kanjis, e.g. 出口 for `exit`.
A tip for the restaurants that only offer japanese menu with no pictures: open the listing in Maps, browse through the photos and show the waiter a photo of the meal you would like.