I'm comparing a Geant4 (Monte Carlo based) simulated gamma spectrum of $^{137}$Cs to my experimental results using a NaI(Tl) detector. I find good agreement between the two for the main features such as for the photopeak, Compton edge and the Ba X-rays.
The deviations at the Compton continuum I think is a result of the simulation setup of the detector, as it doesn't include a reflector material around the scintillation crystal. The experimental setup consists of a shielding lead box inside which the Cs source is placed. Within the shielding lead box there is another smaller copper and tin box $\sim$ 1 mm thick each, and it is inside here the Cs source is placed.
Now, the two features/deviations I can't explain are indicated by arrows in the spectrum below. The first peak is the characteristic lead X-rays from the lead shielding, but this only shows up in the simulation and not the experiment. The second feature is the rise before the backscatter peak in the experiment, the origin of which I can't explain, only showing up in the experiment and not the simulation. I thought maybe that this might be due to the escape of characteristic X-rays (28 keV) of I in the crystal, but this should in that case show up as a peak, which it does not.
Basically the deviations in the whole segment from the Ba X-rays to the backscatter peak.
Edit: the lead X-ray peak is resolved, however the rise below the backscatter peak I can still not explain nor recreate in the simulation.

