How do I have debt components beyond Fixed Deposits in my portfolio?

I'm currently relying on deposits for the debt part but I realized how tax-inefficient they are. Add inflation to that, the money keeps getting depleted over the years. I want to have tax-efficient, actual capital preservation instruments for the debt portion. Please share your thoughts.

Any suggestion would be highly appreciated. Thanks in advance.