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This is the electronic supplemental material for Kelly et al. (2023) "Repeated evolution of extreme locomotor performance independent of changes in extended phenotype use in spiders". EcoEvoRxivhttps://doi.org/10.32942/X2BP44 S1. List of specimens used in the phylogenomic study including collection information, voucher location and the number of loci captured (csv). S2. List of specimens used in the comparative and phylogenetic study including collection information, raw and calculated morphometric data (csv). S3. Code, input and output files of the kinematic analysis (R project). S4. Code, input and output files of the phylogenetic comparative analysis (R project) S5. UCE alignments and subsamples used for phylogenetic inference. (currently still under embargo) S6. ML and BI phylogenetic trees with bootstrap values and the HPD of divergence time estimates. S7. Description of the foraging ecology and web structure of the studied species including the reasoning for the coding of ecological traits.