How quickly do I need to purchase this equipment?

That depends on what missions you want to participate in. There are a few essentials (in addition to basic backpacking gear) that each member needs on ever call, i.e. helmet, headlamp, harness, etc.. Usually, the more expensive winter equipment is acquired more slowly.