The solubilities of carbonates decreases down the magnesium group due to a decrease in
Lattice energies of solids
Hydration energies of cations
Inter-ionic attraction
Entropy of solution formation
Due to decrease in hydration energy of cation and lattice energy remains almost unchanged.