  We show that differential privacy type guarantees can be obtained when using
a Poisson synthesis mechanism to protect counts in contingency tables.
Specifically, we show how to obtain $(\epsilon, \delta)$-probabilistic
differential privacy guarantees via the Poisson distribution's cumulative
distribution function. We demonstrate this empirically with the synthesis of an
administrative-type confidential database.
