Fluidic habitats are very common to bacterial life, however, very little is known about the effect of the flow stresses on the virulence of the bacteria. In the present work, we conduct microfluidic experiments to understand the consequence of stresses generated by flowing fluid on the bacterial morphology and virulence. We consider Klebsiella pneumoniae (KP), an ESKAPE pathogen as the model bacteria that are responsible for blood stream infections like bacteremia apart from pneumonia, urinary tract infections and more. We generate four different stress conditions by changing the flow rate and channel geometry subsequently altering the shear rate and stressing time (T). We observe significant changes in the structural aspects of the stressed bacteria. With an increase in stressing parameters, the viability of the bacterial sample deteriorated. Most importantly, these stressed samples proliferate much more than unstressed samples inside the RAW264.7 murine macrophages. The results shed light on the complex relationship between flow stresses and bacterial virulence. Furthermore, we challenge the bacterial samples with ciprofloxacin to see how they behave under different stress conditions. The present study can be extended to model deadly diseases like bacteremia using organ-on-a-chip technology and help understand bacterial pathogenicity under realistic environments.