No, not necessarily.
Amp-hours tells you how much energy is in the battery, the amps tells you how quickly that energy can be delivered (For the most part, for a fixed voltage).
Your suspicion is well founded, because the Amp-hour doesn't tell the story on the batteries wattage capability.
Car batteries post their peak amperage because that is important when starting a vehicle. For your purposes, you'll want to find a deep cycle battery. CompletelySignificantly discharging a car battery pretty much ruins it. Deep cycle batteries are designed to be fully discharged to a much greater degree, down to as low as 20%, and those are rated such that they can deliver the fullrated current pretty much until they are just about emptycontinuously.
You may be able to find a suitable battery, depending on how long you are going to run your microwave. A decent 20+ amp rated deep cycle should still be able to unload 150 amps for a minute or two. Don't run the battery full blast non-stop though, it will overheat. Shop around for batteries for boats, RVs, etc to find good batteries.