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The Dreaded “Time Machine has Completed a Verification of Your backups. To Improve Reliability, Time Machine Must Create a New Backup for You” Message and Why You Are Seeing It

Got the dreaded “Time machine has completed a verification of your backups. To improve reliability, Time Machine must create a new backup for you” error message? Frustrating as all get out, isn’t it? (Especially if you have gigs and gigs of data to (re)backup.) Here’s why it’s happening.