Strategy
Netflix: Run Consistency Checkers All the time to Fixup Transactions
You might have consistency problems if you have: multiple datastores in multiple datacenters, without distributed transactions, and with the ability to alternately execute out of each datacenter; syncing protocols that can fail or sync stale data; distributed clients that cache data and then write old back to the central store;