To glue my rocks in once place, I used JB Weld. It worked well on repairing the engine block of my pickup back home. I tell you, those rocks are not going anywhere!
Here is a link:
http://jbweld.net/products/jbweld.php
Here is a link:
http://jbweld.net/products/jbweld.php