Some of the shortcomings of mapreduce are:

One-input two-phase data flow is rigid i.e. it does not allow for multiple step processing of records.

Being based on a procedural programming model this framework requires code for simple operations.

The map and reduce functions being opaque does not allow for optimization easily.