Cutting costs does not necessarily mean letting your garden go to seed. The Mercury News has a list of money-saving tips to keep your garden beautiful and affordable. Among the suggestions:
Plant perennials instead of annuals.
Don't bag lawn clippings, just leave them in your yard.
