Fluid sim keeps vanishing

I have gotten fluid sims to work, but when I animate the emitter object, the particles either don’t update, or vanish entirely.

What do I need to do to make this work? Same issue with smoke or liquid.

Also, should their be a “bake” button in fluid sim? There is for cloth. Seems like the only baking is on the fly when I hit “play” on the timeline.