This paper presents a novel approach to estimating the cost pass-through between imported crop prices and domestic food prices in a small open economy through firm markups. Our approach differentiates from the existing studies by enabling the estimation of firm-level pass-through elasticities for imported crop prices. Using proprietary firm-level financial data combined with public information on imports and subsector-specific usage of 8 major crops, we study firms in the 9 sectors comprising the South Korean food industry over the 2000-2021 period. Our findings include markup polarization across firms with a particular increase in higher markup firms. We also observe considerable heterogeneity in cost pass-through elasticity across sectors and markets: ranging from 0.085 to 0.510. Additionally, our measurements reveal a growing pass-through tendency in recent years, suggesting that global crop price shocks will likely have a more substantial impact on the food supply chain in South Korea