These are some stats for Arabidopsis thaliana regarding genes (protein coding or otherwise) and transcripts. Ensembl Plants BioMart is also a good place to get some statistics (click on the 'count' button once you select your filters). As for metabolites, try Metabolights from EMBL-EBI. It does have data for both human and Arabidopsis. This is the original paper.