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Deferred Revenue and Performance Obligations
12 Months Ended
Dec. 31, 2018
Revenue from Contract with Customer [Abstract]  
Deferred Revenue and Performance Obligations Deferred Revenue and Performance Obligations

Revenues recognized during the year ended December 31, 2018 from amounts included in deferred revenue as of December 31, 2017 are $1.1 billion.

Transaction Price Allocated to the Remaining Performance Obligations

Transaction price allocated to remaining performance obligations represents contracted revenue that has not yet been recognized, which includes deferred revenue and non-cancelable amounts that will be invoiced and recognized as revenues in future periods. We apply the practical expedient in accordance with Topic 606 to exclude amounts related to professional services contracts that are on a time-and-material basis, which typically have a remaining duration of one year or less. In addition, we elected to apply the practical expedient to not disclose the transaction price allocated to remaining performance obligations for all periods presented before January 1, 2018, the date of our initial adoption of Topic 606.

As of December 31, 2018, the total remaining non-cancelable performance obligations under our contracts with customers was approximately $4.9 billion, and we expect to recognize revenues on approximately 50% of these remaining performance obligations over the following 12 months, with the balance to be recognized thereafter.