Venus in Gemini vs venus conjunction Mercury

(General Astrology)

What is the difference really? Everywhere i go i read slightly different interpretations for this, but isn't it the same?

It's similar but not equal. One example is that with Venus conjunction Mercury also the perfectionist side of Mercury gets involved, while in Gemini only the curious, communicative side is in play.