Side-by-side comparison of AI visibility scores, market position, and capabilities
Exabyte-scale file and object data storage platform for hybrid cloud; launched Cloud Data Fabric in Feb 2025, expanded to Google Cloud in Dec 2025, and added Helios AI Agent for autonomous storage management.
Qumulo is a Seattle-based data storage company founded in 2012 that specializes in enterprise file and object data management at exabyte scale across on-premises, edge, and multi-cloud environments. The company's platform allows organizations to consolidate and manage massive amounts of unstructured data — including media files, genomics data, scientific research datasets, and AI training corpora — through a unified, software-defined storage system that operates consistently whether deployed on commodity hardware, AWS, Azure, or Google Cloud. Qumulo is used by more than 1,000 enterprise clients across media and entertainment, life sciences, financial services, and public sector organizations.
Alphabet (GOOGL) cloud platform with $43.2B revenue and #3 global market share; BigQuery data analytics, Vertex AI/Gemini, and GKE competing with AWS and Azure for enterprise cloud and AI workloads.
Google Cloud is Alphabet's cloud computing platform — providing infrastructure (compute, storage, networking), managed data services (BigQuery, Cloud Spanner, Firestore), Kubernetes and container management (Google Kubernetes Engine, the origin of Kubernetes), AI/ML infrastructure (TPUs, Vertex AI, Gemini APIs), and developer tools to enterprises, startups, and developers globally. Listed under Alphabet (NASDAQ: GOOGL), Google Cloud generated $43.2 billion in revenue in fiscal year 2024 and achieved its first full year of consistent operating profitability, representing approximately 11% of Alphabet's total revenue.
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