Non-physiological mechanobiological stimuli typically occur in tumors and are considered to promote cancer spreading. Non-fluid related pressure (solid stress), which arises as tumors grow against adjacent tissues, is among the least studied endogenous stimuli due to challenges in replicating the in vivo environment. To this end, the novel devices well-pressor and the videomicroscopy-compatible optic-pressor were developed to exert precise compressive strain on cells in 3D gels in absence of other mechanical stimuli and soluble gradients. Glioblastoma (U87, HGL21) and breast cancer (MDA-MB-231) cells in 1% agarose hydrogels were exposed to 50% compressive strain for 3 h (0.25-0.05 kPa). Live imaging showed that cells elongate and deflect vertically to the load. This stimulation is shown for the first time to differentially regulate metastasis-associated genes. Furthermore, a group of differentially expressed genes was identified in all cell types, both by microarrays and confirmed by RT-PCR for select genes (caveolin-1, integrin-β1, Rac1), indicating shared response mechanisms. These genes are functionally linked and involved in decreasing cell-cell contact, increasing ECM degradation, and ultimately promoting invasion. Caveolin could orchestrate these responses while the uPA and PI3K/Akt systems could play major roles. Future work will focus on specific molecular partnerships under compression and their impact on cancer progression.