The most statistically significant hints for new physics in the flavor sector are discrepancies between theory and experiment in B decays to lepton pairs (b → sℓ⁺ℓ^-) and a deficit in the unitarity constraints to the 1st row of the Cabibbo-Kobayashi-Maskawa matrix (the Cabibbo angle anomaly). We propose that these anomalies can be reconciled by a simplified model with massive gauge bosons transforming in the adjoint representation of SU(2)_L. After calculating the impact of this model on B decays, observables testing charged current lepton flavor universality (LFU), electro-weak precision observables and LHC searches we perform a global fit to all available data. We find that our model can provide a consistent common explanation of both anomalies and that the fit to the data is more than 7σ better than the fit of the Standard Model. The model also predicts interesting correlations between LFU violation in the charged current and b → sℓ⁺ℓ^- data which can be tested experimentally in the near future.