Integration Services 'All Execution Reports' Loads Forever
It turns out my SSIS package was so ineffective that it heavily consumes memory, causing the sessionID of SSISDB SUSPENDED (figured it out by using sp_who2)

I kill all the problematic suspended sessions, and the SSIS Execution Report works again!