Uncertainties in demonstrating environmental benefits of payments for ecosystem services

•It is hard to provide evidence of PES impact on target water-related ES in practice.•Complexity of HES, limited knowledge, practical constrains are uncertainty factors.•Knowledge production implies many sources of uncertainty and high transaction costs.•Transparent uncertainty assessment and adaptive approach are highly relevant for PES.•Uncertainty can be seen as an opportunity to alternative paths for conservation.