Yup that's normal. The key to get through is priority. What is the most important single thing for each person to be doing? Do that. Repeat. Focus.
If its any comfort this isn't even unique to startups. Every software project I've ever done has felt like this. The list of possible tasks to do always far outpaces the resources on hand to do them.