Unable to load the driver. Error opening device /dev/scap0

OS: Ubuntu 22.04.3 LTS (Jammy Jellyfish)Kernel: 6.2.0-1018-azure

I followed the sysdig setup guide for linux but am not able to figure out how to resolve this.

Post installation, if I run sysdig or sudo sysdig;

Unable to load the driver error opening device /dev/scap0. Make sure you have root credentials and that the scap module is loaded: No such file or directory

It looks like scap kernal module is not loaded, but where do I get it from and load it?

Also, I did not get this issue when installing on Ubuntu 16.04.