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The relationship between ionic bonds and cleavage is: As the ionic bond strength increases, cleavage will be more difficult.
Minerals are held together generally by ionic bonds. Ionic bonds are the result of electrostatic attraction and electron transfer between positive and negative ions (cations and anions). Ionic bonding implies the formation of ordered crystalline solids and the cleavage of those solids will depend on the strength of this bonding.