Some embodiments relate to photovoltaic shingle. A photovoltaic shingle comprises an encapsulated solar cell, a glass layer above the encapsulated solar cell, an anti-reflective layer above the glass layer, and a plurality of protrusions above the glass layer. The plurality of protrusions covers at least a portion of at least one of the glass layer, the anti-reflective layer, or any combination thereof, such that the anti-reflective coating is exposed between at least a portion of the plurality of protrusions.