In my northern European country the very understanding of the word "corruption" has unspoken racist undertones baked into it. Corruption is something they have south of the Alps and east of the Oder, certainly not something we have here. Consequently the same behaviour that would be understood as corruption when happening in the global south will be perceived as "an unpleasant affair", "a controversy" or similar euphemisms.

The friendly relationship between politicians and "journalists" also helps make sure that the big scary C word is never used domestically. Doing so would be impolite and rock the boat too much and give you a reputation as not being serious.