Slippage is how far the price may move between the quote you see and the moment your trade lands. If the price moves past your limit, the trade fails instead of filling at a worse price. You then lose only the network fee.
Use the lowest slippage that works. A very high setting lets the trade fill at a much worse price, and on public networks it gives bots more room to trade around you.