Line a rimmed baking sheet with aluminum foil and set aside.
In a large non-stick skillet, combine water, sugar, cinnamon, cloves, allspice, ginger, nutmeg, vanilla, and salt.
Bring mixture to a boil, then add the almonds and vanilla and lower to medium heat.
Continue cooking and stirring until water is gone. Sugar will change to a coarse and dry consistency. Keep stirring. Once glaze starts to look shiny, pour onto prepared pan.
Break up clumps with a wooden spoon as nuts cool to separate. Let harden and enjoy!