Are you currently using ES ?
Usually data enrichment happens on search time with automatic lookup, so have a look at your automatic lookup configuration for the specific sourcetype that you're looking for. This can help you better understand where the extra fields you're seeing are coming from.
You can find details about automatic lookups here :
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