RESTful APIs are becoming increasingly common in payment gateways like Stripe and Amazon due to their advantages. These APIs offer benefits such as improved performance through HTTP caching, simplified application structure, and easy integration with various programming languages. While not all gateways use RESTful APIs (e.g., PayPal, Braintree), considering the API type is important when choosing a payment gateway for your needs.