It costs money, but I'll go by airplane.

Literal

Costs [topic-は] take [but-が] airplane [by-で] go.

費用はかかるが is a concessive structure: 'the cost is high, but...' The speaker acknowledges the expense and decides to fly anyway. A natural, everyday decision-making sentence.