Techniques for using action significance levels in an automation system are disclosed herein. In one embodiment, an automation system includes an event detector, and event analyzer, and a player. The event detector is configured to detect an event affecting execution of an application being monitored by the automation system. The event analyzer is configured to analyze a detected event and determine importance of an action causing the event to operation of the application. Based on the determined importance, the event analyzer assigns one of a plurality of predetermined significance levels to the action. The player is configured to reproduce each action assigned a significance level at least as high as a selected replay level and to not reproduce any action assigned a significance level lower than the replay level.
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