Why are so many medications in such short supply?

Several: Manufacturer problems, higher demands, and ofcourse recalls.

Many reasons: This is a complicated question that healthcare economists may need to answer. Some possible reasons include high cost for research and development, short patent life, generic availability, low reimbursement from insurers, over prescribing, hoarding of some medications by consumers, better treatment options, biotechnology, high fda requirements, etc.