Here SSA3000X most important normal input independent internally generated "spurs" and also one internally (input independent) generated spur compared to real input signal and changing attenuator level. There can see how real signal behave and iiis behave when change attenuator.
It seems that during production considerable improvements in hardware design have been done without notice.
I have duplicated your settings exactly and made two screenshots for comparison.
The spurs are much weaker on my analyser.
My SSA was purchased around 24th October 2016.
S/N HA3160481
SW1 1.2.8.1
SW2 20160622-2
SW3 000000D1
HW 07.03.00
regards
I have exactly same version as you. Difference only in serial number.
S/N SSA3XHA216xxxx (as we know after last digits 6000 (or was it 6100) there was TG hardware some improvements)
SW1 1.2.8.1
SW2 20160622-2
SW3 000000D1
HW 07.03.00
As can see some spurs in your equipment are more low and some more high.
But then over whole frequency span your equipment base noise is higher.
I have tested more than just one SSA and I can say there are some differences between individual units, as is particularly natural.
This is why every spectrum also have individual calibration tables (and it is example for every 51 attenuator positions and over whole frequency span) Base noise level is "where ever" after cal factors and as long as base noise level meets equipment specifications, it is ok.
Every amplifier, every mixer, every filter, every attenuator - everything have own variations between some tolerances. Finally after summing all together result is "random" but inside some rough limits. It is even possible that some small fraction from manufacture lot do not meet specifications at all but perhaps meet other model specs. All peoples whoi have been in any electronic equipments manufactuuring know this.
But as we know. There is also interesting model table. SSA3010X, SSA3015X, SSA3018X, SSA3021X, SSA3030X, SSA3032X... it is well possible that if example some unit do not meet all SSA3032X specs it can still be ok for SDS3010. (just same as example some oscillosscopes analog front ends etc)
Sidenote (not big difference in result)
You told you have used same settings. No you have not. Look your image about 1540MHz. There read FFT ! In my image, there do not read FFT. Of course if user keep "All Auto" mode spectrum set as default FFT if it can. But it is also good to know that sometimes sweep mode is good even when it is much more slow.