Task serialization with Pickle doubles time vs JSON

Using Pickle for task serialization can double serialization time compared to JSON when handling large or complex objects, causing excessive CPU load especially at scale.

Switch from Pickle to JSON or other faster, safer serializers to reduce serialization overhead. This is particularly important for large or complex objects and high-scale deployments where serialization time impacts overall throughput.