Data streaming is the next wave in the analytics and machine learning landscape as it assists organisations in quick decision-making through real-time analytics. With the increased adoption of cloud computing, data streaming in the cloud is on the rise as it provides agility in data pipeline for various applications and caters to different business needs. Understanding the importance of data streaming, organisations are embracing hybrid platforms in a way that they can leverage the advantages of both batch and streaming data analytics. To assist firms in determining the best data streaming tools, Analytics India Magazine has compiled the most feature-rich tools for instant analytics. Through Amazon Kinesis, organisations can build streaming applications using SQL editor, and open-source Java libraries.