Big Data often involves a form of distributed storage and processing using Hadoop and MapReduce.

The main characteristics of the big data are

Big Data systems have to match the geographical spread of social media.

the "Big" in Big Data necessitates over $10,000$ processing nodes.

the processing power needed for the centralized model would overload a single computer.

volume, velocity and variety.