9Shadow enhancers, groups of seemingly redundant enhancers, are found in a wide range of 10 organisms and are critical for robust developmental patterning. However, their mechanism of 11 action is unknown. We hypothesized that shadow enhancers drive consistent expression levels by 12 buffering upstream noise through a separation of transcription factor (TF) inputs at the individual 13 enhancers. By measuring transcriptional dynamics of several Kruppel shadow enhancer 14 configurations in live Drosophila embryos, we showed individual member enhancers act largely 15 independently. We found that TF fluctuations are an appreciable source of noise that the shadow 16 enhancer pair can better buffer than duplicated enhancers. The shadow enhancer pair is uniquely 17 able to maintain low levels of expression noise across a wide range of temperatures. A stochastic 18 model demonstrated the separation of TF inputs is sufficient to explain these findings. Our 19 results suggest the widespread use of shadow enhancers is partially due to their noise suppressing 20 ability. 21 22 Stapel, et al., 2017; Raj et al., 2010). For example, organisms use temporal and spatial averaging 42 mechanisms and redundancy in genetic circuits to achieve the precision required for proper 43 development (Stapel, et al.