After in spite of we use a noun or a pronoun.
After although we use a subject and a verb, whereas after ‘in spite of’ we just use a noun or pronoun.
In spite of increased profits, some companies ask their staff to work longer hours.
Although we are influenced by advertising, we are free to make our own choices when we buy things.
And, of course, video with Adam about it: