Given a flight route specified with one or several flight numbers, how can I see how their price changes throughout the year?

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Can be done on ITA Matrix, Prices for UA2604 in March. Prices vary between $44 and $174, i.e. almost by a factor of 4.

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Of course, this depends on whether it's a one-way or part of a round trip, basic vs regular, advanced booking time, bags, and many other potential variables.

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