The angle of repose and characteristics of the base stress distribution underneath granular piles serve as essential indicators in understanding the mechanical and packing properties of particle system. One counterintuitive phenomenon is that there is an evident dip of the base stress beneath the pile apex that might have implications in the design of granular pile facilities. The repose angle and stress dip are influenced by many categories of factors and exhibit different variations. Based on the localized source method, particle packing experiments were conducted to investigate the effects of funnel height, particle size, particle shape, and packing method on the repose angle and the vertical stress distribution of granular piles. The experimental results show that the repose angle of piles of irregular particle shape and higher funnel height is much larger, but there is a decreasing trend of repose angle with increasing particle sizes. The natural packing angles before and after the critical collapse of granular pile exhibits periodic variation. On the other hand, the stress dip phenomenon occurred in all granular piles constructed by localized procedure. An increase in funnel height and a middle particle size mitigate the stress dip to some extent, whereas irregular particle shape exacerbates it. Comparison of the results from different packing methods reveals that larger repose angle and more pronounced stress dip are observed in confined packing piles compared to that in free packing piles. Considering a growth rate of less than 5 %, the average vertical stress under the sand silo reaches saturation state. Moreover, the pressure on the silo wall increases with the height of silo pile but remains somewhat lower than predicted by the Ketchum equation and current design values.