Linearity and hysteresis are frequently overlooked critical parameters in the pursuit of ultrahigh sensitivity for flexible strain sensors. Significant nonlinearity and hysteresis can lead to poor measured accuracy as pre-strain often occurs and hard to be completely eliminated during installation. Here, inspired by the geometry and function of scorpions’ sensing organs, a surface wrinkle–cracks interaction engineering combined with a double conductive network is proposed and introduced into stretchable strain sensors, achieving an outstanding linearity of up to 0.9985 and a sufficient sensitivity of 22.8 over a working strain range of 30%, along with a low hysteresis of 1.91%. Wearable applications demonstrate the proposed strain sensor works reliably when installed on the measured surfaces, regardless of whether pre-strain is generated, achieving convenient and arbitrary conformal installation. This surface wrinkle–cracks interaction engineering provides a potential strategy for other stretchable strain sensors to achieve high sensing performance indexes and excellent functions simultaneously.