DynamoDB usage is heavily based around correctly structuring your keys. Allowing you to do things like query sub-sets easily. This in turn means you need to know what your usage patterns will be like so you can correctly structure your keys.

God help you if you need to make major changes to this down the road.

Database Access Layer can't do this for you, that just isn't what they do.