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 source data feed metadata from a source application, wherein the source data feed metadata comprises one or more metrics associated with a data feed transmitted by the source application to a target application, wherein the data feed is not transmitted directly from the source application to the target application, wherein the one or more metrics associated with the source data feed metadata comprise a source record count associated with the data feed, wherein the source record count reflects a number of changed data items transmitted by the source application in association with the data feed and that changed between a starting time period and an ending time period associated with the source data feed metadata; receive target data feed metadata from the target application, wherein the target data feed metadata comprises one or more metrics associated with the data feed transmitted by the source application to the target application, wherein the one or more metrics associated with the target data feed metadata comprise a target record count associated with the data feed, wherein the target record count reflects a number of changed data items received by the target application in association with the data feed and that changed between a starting time period and an ending time period associated with the target data feed metadata; determine a monitoring type associated with the source data feed metadata and the target data feed metadata, wherein the determined monitoring type is a delta loading process; compare the source data feed metadata received from the source application and the target data feed metadata received from the target application based on the determined monitoring type, wherein comparing the source data feed metadata and the target data feed metadata further comprises comparing the target record count with the source record count based on at least aligning the starting time period and the ending time period associated with the source data feed metadata received from the source application and the starting time period and the ending time period associated with the target data feed metadata received from the target application; determine that there is a mismatch between the source data feed metadata received from the source application and the target data feed metadata received from the target application based on comparing the source record count received from the source application and the target record count received from the target application; and initiate a presentation of the mismatch to a user.