Systems and methods for detecting disruption events that impact itineraries using data obtained from fragmented sources. A disruption event that impacts a segment of an itinerary is detected using data obtained from a number of fragmented sources. A record identifier associated with a reservation record generated in a reservation database in response to reserving the itinerary is identified. A disruption element corresponding to the segment is generated in the reservation record to store data indicating a net difference between a base state of the segment at a time of a ticketing of the itinerary and an actual state of the segment at a time the segment terminates. A difference between the base state and a state of the segment following the disruption event is determined. The disruption element is populated with data indicating the difference.