I recently dealed with a more than 8 million row full text innoDB db. A good starting point is MylSQL tuner:
https://github.com/major/MySQLTuner-perlMost import settings in context of scaling issues are index and innodb_buffer_pool_size. First is a question of reading/writing ratio, second a question of hardware. Maybe these are some starting points. :)