Generally, the best source for step-up or step-down transformers is the country of destination. Once in the country, a hardware store (as they are known in the U.S.) is the most likely vendor of step-down transformers.
If you prefer to buy in the U.S., stores handling travel goods (luggage and travel accessories) are a possible source, as are ordinary hardware stores and electronic supply stores.