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A cloud framework refers to the aggregation of components like development tools, middleware and database services, needed for cloud computing, which aids in developing, deploying and managing cloud based applications strenuously, consequently making it an efficacious paradigm for massive scaling of dynamically allocated resources and their complex computing. Big Data Analytics (BDA) delivers data management solutions in the cloud architecture for storing, analysing and processing a huge volume of data. This paper presents a survey for performance based comparative analysis of cloud-based big data frameworks from leading enterprises like Amazon, Google, IBM, and Microsoft, which will assist researcher, IT analysts, reader and business user in picking the framework best suited for their work ensuring success in terms of favourable outcomes.