It's incredibly brittle. The more frequented a network is the shorter the DHCP leases will be, I've seen public hotspots with 10 minutes of lease time.
That doesn't mean the dhcp reuse the ip if it sees it used. Some old clients do not behave correctly and I believe DHCP servers take that into account.