Plumbing advice

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Not plumbing, but the furnace guy just left the house.

Amoungst other things, I asked was why they use joint compound not teflon tape, told quicker plus never leaks.

Wondering if some new tape and a little smear of plumbers putty might work.

Be a pain if you glued the joints then they still leaked.