Methods and systems searching data exchanges and assets with non-homogenous functionality and non-standardized data descriptions using credentials corresponding to users. The method includes receiving, from a user, a request to access a data exchange, retrieving a user profile for the user, wherein the user profile provides a credential for the user, and receiving a search string. The method includes determining a first search input for searching the data exchange based on the search string and the credential, performing, a first comparison of a first search input portion to respective first set of attributes for the plurality of asset types, and performing a second comparison of a second search input portion to respective second set of attributes for the plurality of asset types. The method includes generating for display a search result for the search string based on the first comparison and the second comparison.