Tube choice makes a "big" difference that you will hear, they all sound different. All the 12A?7 (?=AX, AU, AT, AY) tubes variants will be pin compatible although higher current tubes like 12AT7s need the right amount of power supply.. I wouldn't put a 12AT7 in a preamp stage (lower gain, high current tube, good for a phase spliter in a tube poweramp stage or an input buffer tube in a tube poweramp) and 12AY7s sound crap in general, I'd stay away from them.
In practical terms, these days tubes come from 3 places, Slovakia (JJs formerly Tesla), Russia (lots of choices, New sensor get re-issue tubes of various "brands" made there, Mullard, Tungsol etc.) and Chinese tubes (again lots of choices, some are great some are crap). NOS tubes (when you can find them) can be very good but are very expensive. Most of the brands you know (Boogie, GT, EV etc) are re-badged tested and selected tubes (e.g. Boogie tubes are mostly JJs, but not always), they don't make their own. Moreover, they are built to not last too long these days (the OEMs need something to sell you). Unless you want to reduce the gain in your (all tube) preamp stage, then 12AX7s are the go, they are the highest gain of the 12A?7s. But this makes more sense for distorted guitar, not so much for bass. If you want to clean up the gain/distortion a bit then 12AU7s are a good choice as they are a lower gain tube.
There are short and long plate tube designs. Short plate are a little less microphonic but generally very 2D. Long plates are very 3D but show off all your mistakes LoL. Some tubes suit particular circuits better than others (for all the reasons/variables agedhorse has posted). You can also mix and match different brand 12AX7s (and/or 12AU7s) in the V1 and V2 positions. V1 tends to make your tone, V2 tends to amplify it more. If you want lovely 3D depth in your tone (where even the slightest change of pressure of your fretting is clearly defined and audible) then the New Sensor Mullard re-issue Long plates are the go (these suit more accomplished players who want to get "more" from their tone). These are made in Russia, great tubes, I use them now in all my ADA tube preamps (4 x ADA MP2s for guitar and 2 x ADA MB1s for bass). But a good combination is also a NS re-issue Mullard short plate in V1 and a JJ in V2. This is a long and "very" subjective topic. See here for some good discussion (
Invalid Link Removed) albeit focused on guitar and primarily ADA MP1 and MP2 preamps. Preamp tubes should cost you around $20 to $30 each (depends on the country you live in a bit, European tube prices seem to be higher), buy them from a good source e.g. Dougs Tubes (
Vacuum Tubes For Guitar Amps and Hifi Audio | Dougstubes.com) where they are well tested etc. I'm in Australia so I get mine from (
Mullard 12AX7 / ECC83). For your application you don't need to worry about matched pairs and/or balanced/matched triodes etc.
Good clean/transparent SS power amps work well with tube preamps (ADA did this for years and I still do..) although some SS amps work/sound better than others. The SS poweramp in your Bugera will, no doubt, be well suited for the job, they make reasonable gear. Clean/transparent tube poweramps add a little warmth. Also the nature of tube amps is they have allot of "stored power" (partly why 50 tube watts seems much louder than 50 SS watts). This is partly what the $30,000 hand made SS hifi amps chase... they have huge power transformers and weigh a tonne.