Symplectic log Calabi-Yau divisors are the symplectic analogue of anti-canonical divisors in algebraic geometry. We study the rigidity of such divisors. In particular we prove a Torelli type theorem and form an equivalent moduli space of homology configurations which is more suitable for counting. We also discuss their relations to toric actions and almost toric fibrations, stating two conjectures and proving them in certain cases.