In this manuscript we consider random objects being measured in multiple metric spaces, which may arise when those objects may be measured in multiple distinct ways. In this new multivariate setting, we define a Fréchet covariance and Fréchet correlation in two metric spaces, and a Fréchet covariance matrix and Fréchet correlation matrix in an arbitrary number of metric spaces. We prove consistency for the sample Fréchet covariance, and propose several tests to compare the means and covariance matrices between two or more groups. Lastly, we investigate the power and Type I error of each test under a variety of scenarios.