Available at Thierry Mayer’s webpage, along with a few other data sets on trade he used in his papers such as regional free trade agreements.
Masa mentioned this data set. Will play a bit with it.
Available at district level. I had a very quick look at the data and find the number is surprisingly huge…A friend mentioned another similar data set to me, which is supposed to be more reliable. Will add it here later.