Many times maintenance window is shown when we login in salesforce. My question is when this maintenance is going on at that particular time what happens with the schedule jobs, apex jobs and other processes of different applications .
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There is no impact on the scheduled jobs, batch, scheduled, long-running transactions, or bulk API jobs prior to the maintenance. Salesforce will queue all jobs and process them once the maintenance is complete.
You can find more detailed explanation in this link: https://help.salesforce.com/apex/HTViewSolution?urlname=How-is-my-org-impacted-during-Salesforce-maintenance&language=en_US
In context of Test cases and deployment