Yes, you can use fertilizer in xeriscaping. But since xeriscaping is all about reducing the number of resources used for landscaping, you want to keep your fertilizer use to a minimum.
The best way to limit how much fertilizer your garden needs is by choosing native plants. It’s also good practice to perform a soil test before fertilizing to determine exactly which nutrients are missing.