This is the bakery that Team SOS were waiting at, for the rain to stop. It appeared in Episode 19, 18 minutes 30 seconds.
Nowadays the shop exterior has changed. This shop is located close to KinoeYoen Station.
"We did the test of courage, watched some movies, went to the beach, bowling, even karaoke.
We were always doing something, always on the move.
And the whole time, all I could think was that none of that was going to be enough for Haruhi."