Benchmarks can be useful context, but they are often abused. Conversion varies by category, device, price point, customer mix, traffic source and purchase cycle. I would rather compare your own conversion by relevant segment and understand the economic value of improving it than chase a generic industry percentage.
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Conversion Optimisation