data is Luka mentioned our orders are complex sometimes we go from creating the customer to checking the dista to see if the speed is good enough so that he can receive some HD channels it takes some time so try to do it innocent way and try to keep it simple so these are some of the patterns I will share with you so this is the CDC of data replication better so we have legacy beckons legacy API what we are trying to do is copy the data from these databases to our application database and then do a data transformation from legacy model