Los Angeles has a system of cement washways that move large amounts of rainwater to the ocean to prevent flooding that used to happen semi-regularly.
If they stored that water in reservoirs, they wouldn’t need to get so much of their water from the various aqueduct systems used today.
Such a system could effectively buffer the negative impact of droughts, while still serving the purpose of flood prevention during wet years.