1. A system for centralized data reconciliation, the system comprising: a memory; a processor; and a data reconciliation module stored in memory executable by a processor, and configured to: receive data feed metadata from a source application, wherein the data feed metadata comprises one or more metrics associated with a data feed transmitted by the source application to a target application; receive data feed metadata from the target application, wherein the data feed metadata comprises one or more metrics associated with the data feed transmitted by the source application to the target application; compare the data feed metadata received from the source application and the data feed metadata received from the target application, wherein comparing the data feed metadata further comprises comparing the one or more metrics associated with the data feed metadata received from the source application with the one or more metrics associated with the data feed metadata received from the target application, wherein the one or more metrics associated with the data feed metadata received from the source application and the one or more metrics associated with the data feed metadata received from the target application are the same; determine if there is a mismatch between the data feed metadata received from the source application and the data feed metadata received from the target application based on comparing the data feed metadata received from the source application and the data feed metadata received from the target application; initiate a presentation of the mismatch to a user.