Passing from an ideal I to an initial ideal can be thought of as a flat degeneration, and as such it preserves the Hilbert function. In this talk we'll take a peek at what happens when other invariants are also preserved. Using determinantal ideals as our guide, I'll present lots of examples, and close with some new results on toric ideals.