I've had similar experiences to the author and fellow HNers in this thread.

I just wanted to add that my personal transition from DS to DE has allowed me to work with a wider variety of data. DS is mostly tabular; data out in the wild comes in all shapes and sizes, and learning different techniques has been interesting.