The political posters featuring Mr. Yadav (Lalit Behl) and Vishal Singh (Anjum Sharma) were created by photographing the actors in Mumbai, prior to their travel to New Delhi for the shoot.
Anjum Sharma (Vishal Singh) and Rasika Duggal (Nutan Yadav) are both featured in another Amazon Prime series called "Mirzapur".
The song featured during the political lunch is "Rootha Yaar" by Gaurav Raina. Raina also composed the score for the series.
Karan's university speech was shot in Hansraj College, New Delhi.
Ajay (Ashish Sawhny) returns to the series in episode 9. His last appearance was in episode 4.