Soil Composition. Jalapeno peppers, like most vegetables, thrive in soils with a near-neutral soil pH between 6.0 and 6.8. However, they'll tolerate soils that are slightly more acidic or alkaline as long as other soil conditions are correct. In most cases, soil pH is less worrisome than the composition of the soil.