Should I use Same Feature Engineering & Feature Selection method for both supervised & Unsupervised ML?

hi,
I’m new to data science & Machine learning & feeling confused about selecting. Please help me to know should I use the Same Feature Engineering & Feature Selection method for both supervised & Unsupervised ML? This is basically for classification & clustering problem.

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