In memory database error: table is full
I was changing tmp_table_size and max_heap_table_size both via PhpMyAdmin and via SET GLOBAL ... in my scripts. And it didn't work.

Changing those varaibles via my.ini, restarting server and then loading DB into memory allowed for bigger DB.