Any statistical data analysis aiming to answer scientific questions, derive solutions to given problems, or make predictions about unknown outcomes, should be preceded by an intensive exploration of the (initially unknown) data structure. However, there is always a trade off between the time available to examine the data and the time needed to develop sophisticated modeling approaches for an in-depth analysis. Particularly, this applies when datasets are large, carry many features of interest and inherit a hierarchical structure. Using the software R and the package shiny we created ScattR, which offers a user-friendly interface to compensate time usually consumed by coding in Statistical Software for an interactive data exploration with the scatterplot.