Discover (software)

Discover (software)
Name	Discover

Discover (software) Discover is a software application that provides data exploration, analysis, and visualization services. It integrates with enterprise systems, cloud platforms, and research infrastructures to support workflows in corporate, academic, and governmental environments. The software emphasizes interactivity, extensibility, and scalability to accommodate datasets used in projects led by organizations such as IBM, Microsoft, Amazon (company), Google, and Oracle Corporation.

Overview

Discover targets users who work with large datasets produced by institutions including National Aeronautics and Space Administration, European Space Agency, National Institutes of Health, CERN, and World Bank. The platform offers tools for ingesting information from sources such as Hadoop, Apache Spark, MySQL, PostgreSQL, and MongoDB, and presents outputs compatible with formats used by Tableau, Qlik, Power BI, and D3.js. Discover's interface often appears alongside deployments of software from Red Hat, Canonical, SUSE, VMware, and Docker, Inc. in environments that also involve hardware vendors like Dell Technologies, Hewlett Packard Enterprise, and Cisco Systems.

Development and History

Development of Discover typically follows models pioneered by projects at institutions such as MIT, Stanford University, Harvard University, Lawrence Berkeley National Laboratory, and Los Alamos National Laboratory. Early prototypes drew inspiration from tools developed by teams at NASA Jet Propulsion Laboratory, Bell Labs, and Xerox PARC. Funding and collaborations have involved agencies and organizations such as the National Science Foundation, European Research Council, Wellcome Trust, Bill & Melinda Gates Foundation, and U.S. Department of Energy. Deliveries and milestones were announced at conferences including SIGMOD, VLDB, NeurIPS, ICML, and KDD.

Features and Functionality

Discover typically provides modules for data extraction, transformation, and loading similar to projects like Apache NiFi, Talend, and Pentaho. Analytical capabilities often mirror approaches from Scikit-learn, TensorFlow, PyTorch, and XGBoost for machine learning, with visualization paradigms comparable to Matplotlib, ggplot2, Plotly, and Gephi. Collaboration features draw on models used by GitHub, GitLab, Atlassian, and Confluence, while security and compliance integrate controls aligned with standards established by ISO/IEC 27001, NIST, GDPR, and HIPAA.

Architecture and Technology

Discover's architecture commonly adopts microservices patterns influenced by designs from Netflix (company), Uber, Airbnb, and Spotify. Runtime environments often include orchestration with Kubernetes, containerization via Docker, Inc., and service meshes akin to Istio or Linkerd. Storage backends typically interoperate with systems such as Amazon S3, Google Cloud Storage, Azure Blob Storage, Ceph, and GlusterFS, while indexing and search leverage technologies like Elasticsearch, Apache Solr, and Lucene. Authentication and identity management often integrate with providers such as Okta, Auth0, Microsoft Active Directory, and LDAP.

Reception and Adoption

Adoption of Discover has been reported among enterprises and research groups including Goldman Sachs, JP Morgan Chase, Procter & Gamble, Pfizer, and Johnson & Johnson, as well as academic consortia at University of California, Berkeley, University of Oxford, University of Cambridge, and ETH Zurich. Reviews and case studies have appeared in venues such as Wired (magazine), MIT Technology Review, The Economist, Harvard Business Review, and technical blogs maintained by ACM, IEEE, ArXiv, and Nature (journal). Procurement decisions often consider comparisons with vendors like SAP SE, SAS Institute, Splunk, and Snowflake Inc..

Compatibility and Platforms

Discover runs on platforms administered by cloud providers such as Amazon Web Services, Google Cloud Platform, Microsoft Azure, and IBM Cloud, and is deployed on operating systems including Red Hat Enterprise Linux, Ubuntu, Windows Server, and macOS. Integration adapters exist for enterprise systems like Salesforce, SAP ERP, ServiceNow, and Workday, and connectors support telecom and IoT ecosystems involving Ericsson, Nokia, Huawei, and Siemens. Packaging and distribution align with practices from Debian, Fedora, Homebrew, and Chocolatey.

Category:Data analysis software