What are the disadvantages of deep CNN?

Could you elaborate on some of the potential drawbacks of utilizing deep Convolutional Neural Networks (CNNs)? I'm particularly interested in understanding the limitations they may pose in terms of computational efficiency, overfitting risks, and challenges in interpreting their decision-making processes. Additionally, are there any specific industries or applications where deep CNNs might not be the most suitable choice, and why?