This piece for Links Beat collects the advice that holds up in practice.
Walking is the easiest form of exercise to start and keep, because it needs no equipment, membership or special skill. To make it count as moderate activity, walk fast enough that you can still talk but would struggle to sing. Start with ten or fifteen minutes at that pace and add a few minutes each week until thirty minutes feels comfortable.