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Actually, the reason lies in the manufacturing process.
Pages 11-12 of an old Canon whitepaper detailing their full-frame sensor technology describes the economics of manufacturing image sensors of different sizes. Image sensors are semiconductor devices, like the CPU in a computer or the SoC in...