Time Series data: How to convert it in a streaming data?
It depends on the answer to these questions:


How is the real-time data provided?
How often and in which format are the predictions required?


It's common to use a database in such a setting. So the ML prediction process would be called regularly, query this database to get the latest instances and generate predictions in the required format (possibly storing the predictions in the database as well).