As I noted elsewhere, I routinely used soap and a thermal conductivity leak detector. The important aspects are:-
Aqueous soap solutions are viscous, if the pressure is not sufficient, capillary attraction may fill the leak with soap solution - so the leak goes away until the solvent evaporates or is driven out by a pressure pulse.
When you find a leak, the general guidance is to reduce the pressure, and loosen, then retighten, the fitting. The soap can enter the system, and even deposit on the internal joint surfaces, which then creates a corrosion/deposit patch that leaks sometime in the future.
That's why it's really important to wash off all the soap with distilled water before reducing the system pressure.
The main immediate problem with soap solution, is that it can compromise other leak detectors. I had one TCD filament killed just after we bought the detector because a borrower ignored the instruction to rinse and dry all soap solution residues before using the detector.
I put a small cotton plug in the suction line, and never lost another cell ( but had to replace wet cotton many times ). It's amazing how many people can get degrees up to PhD, and yet fail to understand simple instructions.
The other disadvantage of soap solutions is that they often promote corrosion and/or freezing of threaded joints, especially in ovens and detectors ( less important these days, but old detector threaded fittings ( eg on Pye !04, Varian 1200 ) were notorius for freezing after a few months of thermal cycing, especially if soap had been used and not rinsed off, as it greatly accelerated metal corrosion. SS and brass compression fittings tend to tightly bind if soap residues dry out.
I've never seen a effect on the chromatography or baseline because of soap, but I've seen a few broken glass columns because the detector fitting froze after the use of soap.
So, soap is a good and cheap leak detctor, and don't be afraid to use it, but make sure you thoroughly rinse it off, and avoid using it on low pressure systems.
Please keep having fun,
Bruce Hamilton