Don't gamble your life over saving a couple of bucks!
The capacitor that exploded was not any old capacitor -- it is a special "Class Y" capacitor that's designed not to ever fail as a short circuit, which is extremely important because Class Y capacitors are used between things at mains voltage (no touchy!) and things you can touch. If a regular capacitor like Capacitor 1 was used instead, it could short out when it failed, causing your welder to turn into a people-zapper. Capacitor 2 appears to be of the correct type (Class Y) and voltage rating, but of the wrong value (270pF?) and probably won't be as effective at its job as the exploded capacitor was.
Get a 10nF, 250VAC Y2 capacitor from a reputable distributor (DigiKey, Mouser, Newark/Farnell, TME, RS/Allied, Future, and Arrow are the ones I know of -- it will not be China-cheap, but penny-wise is pound-foolish with life-safety-critical components like these) and install it in place of the blown-up cap. (One way to determine if something's a proper safety rated capacitor is to look for test lab marks, such as UL, CSA, or the VDE mark seen on Capacitor 2 in your picture.)
Imagine a loose contact resistance to be welded (switch closing after a spot weld). The 1st weld is easy, Each subsequent weld current gets shared by each previous weld as the gap gets closer.
The Ni-Chrome wire does make it a little easier to make the resistant-weld significantly smaller than the inter-weld resistance.
Assumptions:
- Ni-Chrome end-to-end R= 200 mOhms, height = 1/4 Diameter or 50 mOhms
- weld contact surface area over height must be 100% otherwise there will be hot spots where current during operation has more resistance and less path to share.
This means the weld must be continuous along the height of the foil which involves a 90 deg wrap around the SS terminal wire.
Imagine only 10 spots, instead of 20 spots or 40 spots. In order for each weld to be lower resistance than the heater, it must be less than 50 mOhms/10 or 5 mOhms which needs to be achieved in 1mm² spot.
So what energy does it take to raise a spot of Ni-Chrome per mm³ well above 1400°C melting point to diffuse into SS with a similar melting point?
10 Joules? ( tiny spot weld) 100 Joules? 300 Joules?
Since Energy of a Cap is \$E=½CV²= I²ESR\$ and max current must be much greater than the average bond current has ESR which is falling with V so it is not simple I=V/R and is limited by Cap Array ESR. Rather the cap array must be far less than the spot weld ESR so as not to absorb much of the stored energy lost in heat.
Let's assume the caps must be explosion proof and must be plastic self-healing Y cap rated or better. What what is better high V or high C? That depends on ESR of each part of the system ( caps, SS, nichrome and existing spot welds)
Start with 100J or C = 2 x 100[J] / V² and assume CAP ESR< 5mΩ and T=ESR*C minimum
At 1V , C = 200 Farads with T = 1 second and I = 200A max = 1V/5mΩ
At 10V , C = 2 Farads with T = 10ms and I = 2,000A max
At 100V, C = 20mF with T = 100 us and I = 20,000A max ( no way on a small array)
If you can get tungsten electrodes and an array of L-ion cells in parallel to supply 200A for a few seconds, you might get some practical results. But ideally you want to maximize current yet have enough voltage to strike an arc. ( at 1kV/mm you need to have surface roughness < 1um to arc at 1V and not covered with carbon from 1st attempt.) 1um is unrealistic.
Therefore you want slightly higher voltage around 4V to get > 100A for > 1 second.
Others can contribute and compute volume of 1mm² metal and the energy to raise the temperature 1600'C.
Or decide if the resistance rise in the SS to 800% or so causes the heat to be localized for a continuous seam weld.
Anecdotal
But I still think this one is done with Ultrasonic welders. For 1 point Cap discharge, is easy. But seam weld, not so easy. In '79 I designed an instrument to monitor difussion bonding of a Zirconium shim inside a two Monel Steel tubes at ~10kA * 4V. It was water-jet cooled as the tube rolled around and power had to increase as R reduiced around the circumference.
Best Answer
Electrolytics would work well. A 300,000 µF 35 VDC electrolytic with screw terminals could store ~200 J [1/2 CV2], which might be enough to weld a small nickel tab, and a scooter starter solenoid could probably handle that current.
Supercapacitors tend to have higher internal series resistance than a corresponding electrolytic. For example, this 1.6 F, 16 VDC supercap bank could theoretically store ~200 J, but on connecting to the low-impedance spot welder, most of the energy is lost heating the capacitors. Perhaps two or three of these banks might suffice. Another issue with supercaps is that an equalizing network is needed, and during heavy discharge, it might not be sufficient to prevent a weak capacitor from being reverse-charged beyond 2.75 V.