Kubernetes
Human View is the term as people read it. Machine View is exactly what an AI agent receives.
This is the page you're already on. The Human View toggle above shows it in full.
This is exactly what an AI agent receives. The same record, as JSON-LD, below.
Use this record in your app or agent
di get-glossary --slug kubernetes
GET https://api.decisioninsights.ai/api/public/v1/glossary/1b5ac742-b58a-4964-a33d-c362e997790e
curl -X POST https://mcp.decisioninsights.ai/api/mcp-public \
-H "content-type: application/json" \
-H "accept: application/json, text/event-stream" \
-d '{"id":1,"jsonrpc":"2.0","method":"tools/call","params":{"arguments":{"slug":"kubernetes"},"name":"di_get_term"}}'
The CLI command and the REST call for this record need a free account: run di login, or send your OAuth token. Over MCP it is free with none.
A green key on the record, left, is one Decision Insights added. It doesn't exist on the company's site or in a wire feed. The same key labels its row on the right, so you can match them directly. More on how DI enriches a record.
This is what the machine sees: the exact JSON-LD an agent receives for this listing.
{
"@context": "https://schema.org",
"@id": "https://decisioninsights.ai/term/kubernetes/page/3/#definedterm",
"@type": "DefinedTerm",
"description": "Kubernetes is an open-source container orchestration platform used by enterprises to deploy, scale, and manage containerized applications across clusters and environments, providing a consistent control plane for workload scheduling, configuration, networking, and policy enforcement in cloud, on-premises, and hybrid architectures.",
"inDefinedTermSet": {
"@id": "https://decisioninsights.ai/term/#termset",
"@type": "DefinedTermSet",
"url": "https://decisioninsights.ai/term/"
},
"name": "Kubernetes",
"subjectOf": [
{
"@id": "https://decisioninsights.ai/broadcom-advanced-open-ecosystem-for-vmware-cloud-foundation/#blogposting",
"@type": "NewsArticle",
"headline": "Broadcom Advanced Open Ecosystem for VMware Cloud Foundation",
"isBasedOn": {
"@type": "CreativeWork",
"sourceOrganization": {
"@type": "Organization",
"name": "GlobeNewswire"
},
"url": "https://www.globenewswire.com/news-release/2025/11/12/3185933/19933/en/Broadcom-Advances-Open-Ecosystem-for-VMware-Cloud-Foundation.html"
},
"url": "https://decisioninsights.ai/broadcom-advanced-open-ecosystem-for-vmware-cloud-foundation/"
},
{
"@id": "https://decisioninsights.ai/rafay-systems-and-aviz-networks-partner-to-optimize-gpu-cloud-infrastructure/#blogposting",
"@type": "NewsArticle",
"headline": "Rafay Systems and Aviz Networks Partner to Optimize GPU Cloud Infrastructure",
"isBasedOn": {
"@type": "CreativeWork",
"author": {
"@type": "Person",
"name": "Aviz Networks"
},
"sourceOrganization": {
"@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
"@type": "Organization",
"mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
"name": "Aviz Networks"
},
"url": "https://aviznetworks.com/newsroom/aviz-and-rafay-partner-to-deliver-full-stack-gpu-cloud-orchestration-with-ai-ready-networking"
},
"url": "https://decisioninsights.ai/rafay-systems-and-aviz-networks-partner-to-optimize-gpu-cloud-infrastructure/"
},
{
"@id": "https://decisioninsights.ai/rafay-systems-and-aviz-networks-partner-for-gpu-cloud-orchestration/#blogposting",
"@type": "NewsArticle",
"headline": "Rafay Systems and Aviz Networks Partner for GPU Cloud Orchestration",
"isBasedOn": {
"@type": "CreativeWork",
"author": {
"@type": "Person",
"name": "Aviz Networks"
},
"sourceOrganization": {
"@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
"@type": "Organization",
"mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
"name": "Aviz Networks"
},
"url": "https://aviznetworks.com/newsroom/aviz-and-rafay-partner-to-deliver-full-stack-gpu-cloud-orchestration-with-ai-ready-networking"
},
"url": "https://decisioninsights.ai/rafay-systems-and-aviz-networks-partner-for-gpu-cloud-orchestration/"
},
{
"@id": "https://decisioninsights.ai/weekly-intelligence-brief-on-ai-ready-kubernetes-and-threat-detection-week-of-september-22-2025/#blogposting",
"@type": "BlogPosting",
"headline": "Weekly Intelligence Brief on AI-Ready Kubernetes and Threat Detection - Week of September 22, 2025",
"url": "https://decisioninsights.ai/weekly-intelligence-brief-on-ai-ready-kubernetes-and-threat-detection-week-of-september-22-2025/"
},
{
"@id": "https://decisioninsights.ai/weekly-intelligence-brief-on-ai-and-networking-developments-week-of-september-22-2025/#blogposting",
"@type": "BlogPosting",
"headline": "Weekly Intelligence Brief on AI and Networking Developments - Week of September 22, 2025",
"url": "https://decisioninsights.ai/weekly-intelligence-brief-on-ai-and-networking-developments-week-of-september-22-2025/"
},
{
"@id": "https://decisioninsights.ai/weekly-intelligence-brief-on-ai-cloud-cybersecurity-and-telecom-week-of-september-15-2025/#blogposting",
"@type": "BlogPosting",
"headline": "Weekly Intelligence Brief on AI Cloud, Cybersecurity and Telecom - Week of September 15, 2025",
"url": "https://decisioninsights.ai/weekly-intelligence-brief-on-ai-cloud-cybersecurity-and-telecom-week-of-september-15-2025/"
},
{
"@id": "https://decisioninsights.ai/solo-io-launches-kagent-enterprise-for-ai-ready-kubernetes/#blogposting",
"@type": "NewsArticle",
"headline": "Solo.io Launches Kagent Enterprise for AI-Ready Kubernetes",
"isBasedOn": {
"@type": "CreativeWork",
"sourceOrganization": {
"@type": "Organization",
"name": "GlobeNewswire"
},
"url": "https://www.globenewswire.com/news-release/2025/09/15/3150169/0/en/Solo-io-Announces-Kagent-Enterprise-to-Bridge-the-Agentic-Infrastructure-Gap-Between-Kubernetes-and-AI.html"
},
"url": "https://decisioninsights.ai/solo-io-launches-kagent-enterprise-for-ai-ready-kubernetes/"
},
{
"@id": "https://decisioninsights.ai/netskope-logging-itential-compliance-and-ai-infrastructure-updates-week-of-july-28-2025/#blogposting",
"@type": "BlogPosting",
"headline": "Netskope logging, Itential compliance, and AI infrastructure updates - Week of July 28, 2025",
"url": "https://decisioninsights.ai/netskope-logging-itential-compliance-and-ai-infrastructure-updates-week-of-july-28-2025/"
},
{
"@id": "https://decisioninsights.ai/tintris-vmstore-kubernetes-data-services-validated-by-enterprise-strategy-group/#blogposting",
"@type": "NewsArticle",
"headline": "Tintri's VMstore Kubernetes Data Services Validated by Enterprise Strategy Group",
"isBasedOn": {
"@type": "CreativeWork",
"sourceOrganization": {
"@type": "Organization",
"name": "Cision"
},
"url": "https://tintri.com/tintri-vmstore-kubernetes-data-services/"
},
"url": "https://decisioninsights.ai/tintris-vmstore-kubernetes-data-services-validated-by-enterprise-strategy-group/"
},
{
"@id": "https://decisioninsights.ai/ai-enabled-security-and-observability-updates-across-cloud-and-networking-week-of-may-12-2025/#blogposting",
"@type": "BlogPosting",
"headline": "AI-enabled security and observability updates across cloud and networking - Week of May 12, 2025",
"url": "https://decisioninsights.ai/ai-enabled-security-and-observability-updates-across-cloud-and-networking-week-of-may-12-2025/"
},
{
"@id": "https://decisioninsights.ai/nutanix-launches-cloud-native-aos-to-enhance-kubernetes-data-services/#blogposting",
"@type": "BlogPosting",
"headline": "Nutanix Launches Cloud Native AOS to Enhance Kubernetes Data Services",
"url": "https://decisioninsights.ai/nutanix-launches-cloud-native-aos-to-enhance-kubernetes-data-services/"
},
{
"@id": "https://decisioninsights.ai/digitalocean-kubernetes-service-enhances-scalability-for-businesses/#blogposting",
"@type": "BlogPosting",
"headline": "DigitalOcean Kubernetes service enhances scalability for businesses",
"url": "https://decisioninsights.ai/digitalocean-kubernetes-service-enhances-scalability-for-businesses/"
}
],
"url": "https://decisioninsights.ai/term/kubernetes/page/3/"
}
{
"@context": "https://schema.org",
"@id": "https://decisioninsights.ai/#website",
"@type": "WebSite",
"name": "Decision Insights",
"potentialAction": {
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://decisioninsights.ai/search/?q={search_term_string}\u0026submit=1"
}
},
"publisher": {
"@id": "https://decisioninsights.ai/#organization"
},
"url": "https://decisioninsights.ai"
}
{
"@context": "https://schema.org",
"@id": "https://decisioninsights.ai/#organization",
"@type": "Organization",
"contactPoint": {
"@type": "ContactPoint",
"contactType": "customer support",
"email": "[email protected]"
},
"description": "Decision Insights is a Registry of technology companies, open source projects, and industry terms, built for people and for AI agents that need sourced, structured information.",
"logo": {
"@type": "ImageObject",
"url": "https://wiretap-cdn-assets.nyc3.cdn.digitaloceanspaces.com/decision-insights/[email protected]"
},
"name": "Decision Insights",
"parentOrganization": {
"@type": "Organization",
"name": "Wiretap Labs",
"sameAs": [
"https://www.linkedin.com/company/wiretap-labs",
"https://www.crunchbase.com/organization/wiretap-labs"
],
"url": "https://wiretaplabs.com"
},
"publishingPrinciples": "https://decisioninsights.ai/standards/",
"sameAs": [
"https://www.linkedin.com/company/decisioninsights"
],
"url": "https://decisioninsights.ai"
}
{
"@context": "https://schema.org",
"@type": "BreadcrumbList",
"itemListElement": [
{
"@type": "ListItem",
"item": "https://decisioninsights.ai",
"name": "Decision Insights",
"position": 1
},
{
"@type": "ListItem",
"item": "https://decisioninsights.ai/term/",
"name": "Glossary",
"position": 2
},
{
"@type": "ListItem",
"item": "https://decisioninsights.ai/term/kubernetes/page/3/",
"name": "Kubernetes",
"position": 3
}
]
}
{
"@context": "https://schema.org",
"@id": "https://decisioninsights.ai/term/kubernetes/page/3/",
"@type": "CollectionPage",
"dateModified": "2026-08-24T03:51:04Z",
"description": "Kubernetes is an open-source container orchestration platform used by enterprises to deploy, scale, and manage containerized applications across clusters and environments, providing a consistent control plane for workload scheduling, configuration, networking, and policy enforcement in cloud, on-premises, and hybrid architectures.",
"isPartOf": {
"@id": "https://decisioninsights.ai/#website"
},
"mainEntity": {
"@id": "https://decisioninsights.ai/term/kubernetes/page/3/#definedterm"
},
"name": "Kubernetes",
"sdDatePublished": "2026-08-24",
"sdPublisher": {
"@id": "https://decisioninsights.ai/#organization"
},
"url": "https://decisioninsights.ai/term/kubernetes/page/3/"
}
Graph
A glossary entry defines a term and stops there. It doesn't show where the term is actually being used or written about. We track and link every article that covers it.
The person who sent this agent gets an answer they can act on
Somebody dispatched this agent to evaluate Kubernetes for a real decision: a shortlist, a vendor comparison, a purchase. "Kubernetes makes X" isn't something they can act on; they need to know the claim is real and where it came from. Follow one enriched link from Act 2 and see what the agent can actually hand back to them:
- The record DefinedTerm Kubernetes
- One of its 12 linked records NewsArticle Broadcom Advanced Open Ecosystem for VMware Cloud Foundation https://decisioninsights.ai/broadcom-advanced-open-ecosystem-for-vmware-cloud-foundation/
- The primary source CreativeWork globenewswire.com https://www.globenewswire.com/news-release/2025/11/12/3185933/19933/en/Broadcom-Advances-Open-Ecosystem-for-VMware-Cloud-Foundation.html
Our summary is written by Decision Insights Record. The source keeps its own byline. Both are in the JSON.