Most hosts capable of running Drupal should be able to run Commerce Kickstart. A PHP memory limit of greater than 128M is required.
These hosts have proven experience with running Commerce Kickstart:
Pantheon: Cloud hosting for Drupal, features a 1-click installer for Commerce Kickstart 2.x.
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