The English Premier League team will also take on Serbian side Partizan Belgrade and Dutch club AZ Alkmaar after being placed in Group L.
Last year’s runner-up Arsenal must face German side Eintracht Frankfurt, Standard Liege and Portuguese outfit Vitoria.
Sevilla, which has won the competition on five occasions, will take on Apoel, Qarabag and Luxembourg’s Dudelange.
Elsewhere, Group E could prove entertaining with Lazio joined by Celtic, Rennes and Romanian side Cluj.
There are also two intriguing ties to look forward to between Roma and Borussia Monchengladbach in Group J, while English Premier League club Wolves will play Besiktas, Braga and Slovan Bratislava in Group K.
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Meanwhile, UEFA has announced the introduction of capping ticket prices for away fans in both the Champions League and Europa League.
From this season, away fans at Champions League ties will be charged a maximum of €70 ($77) while those watching their team play away from home in the Europa League will pay a high of €45 ($50).
The move comes following a consultation between UEFA and fans groups that had lobbied against high ticket prices.
“Fans are the lifeblood of the game and those who follow their teams to away matches must have access to tickets at a reasonable price, bearing in mind the cost they have already had to incur for their trip,” UEFA President Aleksander Čeferin said in a statement.
“By capping ticket prices, we want to make sure that away fans can still travel to games and play their part in making the atmosphere inside football stadiums so special.”
Europa League draw in full:
Group A: Sevilla, Apoel Nicosia, Qarabag, Dudelange.
Group B: Dynamo Kiev, FC Copenhagen, Malmo, FC Lugano.
Group C: FC Basel, FC Krasnodar, Getafe, Trabzonspor.
Group D: Sporting Lisbon, PSV Eindhoven, Rosenborg, Lask.
Group E: Lazio, Celtic, Rennes, Cluj.
Group F: Arsenal, Eintracht Frankfurt, Standard Liege, Vitoria.
Group G: Porto, Young Boys, Feyenoord, Rangers.
Group H: CSKA Moscow, Ludogorets, Espanyol, Ferencvaros.
Group I: Wolfsburg, Gent, Saint Etienne, Olexandriya.
Group J: Roma, Borussia Monchengladbach, Istanbul Basaksehir, Wolfsberger.
Group K: Besiktas, Braga, Wolves, Slovan Bratislava.
Group L: Manchester United, Astana, Partizan Belgrade, AZ Alkmaar.