In my experience DNNs only help with structured data (audio, video, images etc.). I once had a large (~10M datapoints) tabular dataset and found that simply taking a random 2K subset and fitting an SVM gave the best results. I think this is usually the case, but people still want DNNs for some reason. If it were a vision problem, then, of course, it'd be the other way around.