Workload prediction for network-based computing

A system, comprising:

• a memory;
• and
• at least one processor, communicatively coupled to the memory, that facilitates execution of one or more computer-executable components, comprising:
• a data collection component configured to receive calendar data from a first set of devices associated with a first subscriber;
• and
• a resource management component configured to schedule, based in part on the calendar data, a first portion of a set of servers to facilitate provision of service for a first request from a first device of the first set of devices and schedule a second portion of the set or servers to facilitate provision of service for a second request from a second device of a second set of devices associated with a second subscriber that does not share the calendar data, wherein the second portion of the set of servers are instructed to respond at a faster rate than the first portion of the set of servers.

A computer-readable storage medium having stored thereon computer-executable instructions that, in response to execution, cause a computing system comprising a processor to perform operations, comprising:

• analyzing calendar data received from respective first sets of devices associated with respective first sets of subscribers;
• based on the analyzing, determining timing data associated with a set of predicted requests received from the respective first sets of devices;
• and
• scheduling, based on the timing data, a first portion of a set of servers that process the set of predicted requests and a second portion of the set of servers that process a set of unpredicted requests received from respective second sets of devices associated with respective second sets of subscribers that do not share the calendar data, wherein the second portion of the set of servers are instructed to respond to requests faster than the first portion of the set of servers.

A communication device, comprising:

• a memory;
• and
• at least one processor, communicatively coupled to the memory, that facilitates execution of at least one computer-executable component to at least:
• facilitate a transmission of calendar data to a network device of a communication network, wherein the calendar data is utilized to allocate a first subset of a set of servers within the communication network to process a request from the communication device and allocate a second subset of the set of servers to process a different request from a different communication device that does not share the calendar data;
• and
• direct the request to the communication network, subsequent to transmission of the calendar data, wherein the first subset of the set of servers respond to the request at a slower rate than the second subset of the set of servers respond to the different request.