A gas fee is the total cost of a transaction on a blockchain. On TON it consists of four components: compute fee (TVM bytecode execution), storage fee (data size and time), forward fee (inter-contract message delivery), and action fee (outgoing actions).
A typical TON transaction costs 0.005-0.05 TON ($0.02-$0.20) — significantly cheaper than Ethereum.