| CPC G06F 16/148 (2019.01) [G06F 16/116 (2019.01)] | 14 Claims |

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1. A method comprising:
receiving ambiguous data at an interface of a matching platform;
persisting the ambiguous data to a receiving data store of the matching platform;
providing the ambiguous data in a native file format having embedded schema information which defines a key-value pair schema within the ambiguous data as input to a matching engine;
matching, by the matching engine, the ambiguous data to data in a production data store using the key-value pair schema;
retrieving, by the matching engine, a source identifier associated with the data in the production data store; and
providing the source identifier to a user device in operative communication with the matching platform.
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