Cloud and Edge based scientific software platform for Big Data management, visualization and analysis. Which includes role-based access control, data encryption, data pipeline, database management, data confidence Index, networking, security, access to applications and services through a web operating system or portal interface, Audio, video, image, downloadable data formats, virtualizations, digital twin, Internet of Things (IoT), Virtual sensors, web-based dynamic workflow, plugins, API for various functionalities, applied machine learning, 3D data rendering, databases, integration of private and public cloud computing environments; edge computing, consulting services in the field of cloud computing technology, infrastructure-as-a-service (IAAS) cloud computing technology, software-as-a-service (SAAS) cloud computing technology, platform-as-a-service (PAAS)