We've rented a car the last couple of times. The drive from LGB is easy, and its nice to have a car while you are there. We always make a trip to the store to get bottled water, pop, snacks, etc.
If you have a costco membership or entertainment book dont forget to check them for discounts and coupon codes for your car rental. We've had great luck with Alamo "hot deals".