Soorya Kuloor has implemented Java bindings to cairo to draw on SWT (versions >= 2.1) images and widgets using GTK+ 2.x.
CairoJava doesn't appear to have been worked on in over 5 years.
The source code was in the CairoJava module in CVS. It was not ported to Git.