CFG scale in Stable Diffusion refers to the Text-to-Image generation factor that controls the balance between textual guidance and image quality. Increasing the scale amplifies the impact of the text prompt on the generated image, resulting in more detailed and faithful renditions. However, it can also lead to artifacts and instability at higher values. CFG scale allows artists to fine-tune the level of abstraction and artistic freedom in their creations.