I thought about using scuba gear for welding, but I was worried about explosion from oxygen in case of leak?FWIW, it's way overkill, but you'd want SCBA (Self Contained Breathing Apparatus)[1] not SCUBA (Self Contained Underwater Breathing Apparatus) unless you are, indeed, underwater. Of course the technologies are similar (and can be swapped to a limited degree in a pinch) but SCBA is used when you're not underwater. Those are what firefighters use while attacking fires, or performing trench rescue / confined space rescue / etc. and handling hazardous materials calls.
Note that SCBA do not used bottled oxygen... it's just plain air, but under pressure. I'm not a diver, so I don't know as much about SCUBA, but I know they aren't using pure oxygen either, but I think there may be times when they use a mix that is slightly different from plain old atmospheric air.
An additional note: SCBA are expensive, require maintenance and need to be refilled with air. All of these things would be a challenge to using one outside of an industrial setting. The "refill with air" part is especially tricky, because you might think "I can use a regular air compressor", but you actually can't, for at least two reasons. One, the pressures needed to fully refill an SCBA tank are higher than a standard shop air compressor. Two, the air also needs to be filtered to remove any contaminants - including, for example, oil used to lubricate the pump on the compressor. As you might guess, fire departments and other SCBA users buy special compressors that are very expensive.
And unlike SCUBA, I don't know that there are many, or any, commercial shops where you can walk in and get a bottle filled. If you had a buddy on a local fire department, they might be able to get a bottle filled for you, but no guarantees. Oh, and the bottles also need hydrostatic pressure testing every few years to make sure they are safe to use.
[1]: https://en.wikipedia.org/wiki/Self-contained_breathing_appar...