[{"data":1,"prerenderedAt":548},["ShallowReactive",2],{"navigation_docs":3,"-intro-comparison-vs-datafusion":388,"-intro-comparison-vs-datafusion-surround":543},[4,82,147,173,202,259,298,355],{"title":5,"icon":6,"redirect":7,"path":8,"stem":9,"children":10,"page":73},"Start","i-lucide-compass","\u002Fintro\u002Fquickstart","\u002Fintro","1.intro",[11,14,18,22,74,78],{"title":12,"path":7,"stem":13},"Quickstart","1.intro\u002F0.quickstart",{"title":15,"path":16,"stem":17},"Pipeline Applications","\u002Fintro\u002Fpipeline-app-walkthrough","1.intro\u002F1.pipeline-app-walkthrough",{"title":19,"path":20,"stem":21},"How Redgold works","\u002Fintro\u002Foverview","1.intro\u002F2.overview",{"title":23,"icon":24,"visibility":25,"redirect":26,"path":27,"stem":28,"children":29,"page":73},"Comparison","i-lucide-scale","private","\u002Fintro\u002Fcomparison\u002Fpositioning","\u002Fintro\u002Fcomparison","1.intro\u002F3.comparison",[30,33,37,41,45,49,53,57,61,65,69],{"title":31,"path":26,"stem":32},"Positioning","1.intro\u002F3.comparison\u002F1.positioning",{"title":34,"path":35,"stem":36},"vs Lovable","\u002Fintro\u002Fcomparison\u002Fvs-lovable","1.intro\u002F3.comparison\u002F10.vs-lovable",{"title":38,"path":39,"stem":40},"vs Cloudflare OS","\u002Fintro\u002Fcomparison\u002Fvs-cloudflare-os","1.intro\u002F3.comparison\u002F11.vs-cloudflare-os",{"title":42,"path":43,"stem":44},"vs a backend-as-a-service","\u002Fintro\u002Fcomparison\u002Fvs-baas","1.intro\u002F3.comparison\u002F2.vs-baas",{"title":46,"path":47,"stem":48},"vs serverless compute","\u002Fintro\u002Fcomparison\u002Fvs-serverless-compute","1.intro\u002F3.comparison\u002F3.vs-serverless-compute",{"title":50,"path":51,"stem":52},"vs a do-it-yourself data stack","\u002Fintro\u002Fcomparison\u002Fvs-diy-data-stack","1.intro\u002F3.comparison\u002F4.vs-diy-data-stack",{"title":54,"path":55,"stem":56},"vs Rama","\u002Fintro\u002Fcomparison\u002Fvs-rama","1.intro\u002F3.comparison\u002F5.vs-rama",{"title":58,"path":59,"stem":60},"vs Apache Spark","\u002Fintro\u002Fcomparison\u002Fvs-spark","1.intro\u002F3.comparison\u002F6.vs-spark",{"title":62,"path":63,"stem":64},"vs Apache DataFusion","\u002Fintro\u002Fcomparison\u002Fvs-datafusion","1.intro\u002F3.comparison\u002F7.vs-datafusion",{"title":66,"path":67,"stem":68},"vs Heroku","\u002Fintro\u002Fcomparison\u002Fvs-heroku","1.intro\u002F3.comparison\u002F8.vs-heroku",{"title":70,"path":71,"stem":72},"vs AI model providers","\u002Fintro\u002Fcomparison\u002Fvs-ai-providers","1.intro\u002F3.comparison\u002F9.vs-ai-providers",false,{"title":75,"path":76,"stem":77},"Common tasks","\u002Fintro\u002Fstarting-points","1.intro\u002F4.starting-points",{"title":79,"path":80,"stem":81},"FAQ","\u002Fintro\u002Ffaq","1.intro\u002F5.faq",{"title":83,"icon":84,"redirect":85,"path":86,"stem":87,"children":88,"page":73},"Examples","i-lucide-chef-hat","\u002Fcookbook\u002Foverview","\u002Fcookbook","10.cookbook",[89,91,95,99,103,107,111,115,119,123,127,131,135,139,143],{"title":83,"path":85,"stem":90},"10.cookbook\u002F1.overview",{"title":92,"path":93,"stem":94},"One-shot task in CI","\u002Fcookbook\u002Fone-shot-ci","10.cookbook\u002F10.one-shot-ci",{"title":96,"path":97,"stem":98},"Rate-limit retries","\u002Fcookbook\u002Fretry-rate-limits","10.cookbook\u002F11.retry-rate-limits",{"title":100,"path":101,"stem":102},"Connect GitHub review automation","\u002Fcookbook\u002Fconnect-github-app","10.cookbook\u002F12.connect-github-app",{"title":104,"path":105,"stem":106},"Delegate a task to another agent","\u002Fcookbook\u002Fdelegate-agent-task","10.cookbook\u002F13.delegate-agent-task",{"title":108,"path":109,"stem":110},"Validate a pipeline application change","\u002Fcookbook\u002Fvalidate-pipeline-app","10.cookbook\u002F14.validate-pipeline-app",{"title":112,"path":113,"stem":114},"Verify a managed application deployment","\u002Fcookbook\u002Fverify-managed-deploy","10.cookbook\u002F15.verify-managed-deploy",{"title":116,"path":117,"stem":118},"First API call","\u002Fcookbook\u002Ffirst-api-call","10.cookbook\u002F2.first-api-call",{"title":120,"path":121,"stem":122},"Python client","\u002Fcookbook\u002Fmodel-api-python","10.cookbook\u002F3.model-api-python",{"title":124,"path":125,"stem":126},"Anthropic Messages","\u002Fcookbook\u002Fanthropic-messages","10.cookbook\u002F4.anthropic-messages",{"title":128,"path":129,"stem":130},"Check credits","\u002Fcookbook\u002Fcheck-credits","10.cookbook\u002F5.check-credits",{"title":132,"path":133,"stem":134},"Query data via MCP","\u002Fcookbook\u002Fmcp-query-data","10.cookbook\u002F6.mcp-query-data",{"title":136,"path":137,"stem":138},"Drive an agent via MCP","\u002Fcookbook\u002Fmcp-drive-agent","10.cookbook\u002F7.mcp-drive-agent",{"title":140,"path":141,"stem":142},"Install the client","\u002Fcookbook\u002Finstall-client","10.cookbook\u002F8.install-client",{"title":144,"path":145,"stem":146},"Use another API host","\u002Fcookbook\u002Fpoint-client-at-host","10.cookbook\u002F9.point-client-at-host",{"title":148,"icon":149,"redirect":150,"path":151,"stem":152,"children":153,"page":73},"Agent operations","i-lucide-network","\u002Ffleet\u002Foverview","\u002Ffleet","11.fleet",[154,157,161,165,169],{"title":155,"path":150,"stem":156},"Running agent work","11.fleet\u002F0.overview",{"title":158,"path":159,"stem":160},"Workstreams and issues","\u002Ffleet\u002Fworkstreams-and-issues","11.fleet\u002F1.workstreams-and-issues",{"title":162,"path":163,"stem":164},"Agent lifecycle","\u002Ffleet\u002Fagent-lifecycle","11.fleet\u002F2.agent-lifecycle",{"title":166,"path":167,"stem":168},"Supervision and recovery","\u002Ffleet\u002Fsupervision","11.fleet\u002F3.supervision",{"title":170,"path":171,"stem":172},"An application workstream from request to delivery","\u002Ffleet\u002Fapplication-workstream","11.fleet\u002F4.application-workstream",{"title":174,"icon":175,"redirect":176,"path":177,"stem":178,"children":179,"page":73},"Architecture","i-lucide-layers","\u002Finfrastructure\u002Foverview","\u002Finfrastructure","3.infrastructure",[180,182,186,190,194,198],{"title":174,"path":176,"stem":181},"3.infrastructure\u002F0.overview",{"title":183,"path":184,"stem":185},"A request through the platform","\u002Finfrastructure\u002Frequest-path","3.infrastructure\u002F11.request-path",{"title":187,"path":188,"stem":189},"Agent work and durable state","\u002Finfrastructure\u002Fagent-work","3.infrastructure\u002F12.agent-work",{"title":191,"path":192,"stem":193},"Data and pipelines","\u002Finfrastructure\u002Fdata","3.infrastructure\u002F3.data",{"title":195,"path":196,"stem":197},"AI and agents","\u002Finfrastructure\u002Fai","3.infrastructure\u002F4.ai",{"title":199,"path":200,"stem":201},"Managed deployment","\u002Finfrastructure\u002Fdeployment","3.infrastructure\u002F7.deployment",{"title":203,"icon":204,"redirect":205,"path":206,"stem":207,"children":208,"page":73},"API","i-lucide-book-marked","\u002Freference\u002Fauthentication","\u002Freference","4.reference",[209,212,216,220,224,228,232,236,240,244,248],{"title":210,"path":205,"stem":211},"Authentication","4.reference\u002F1.authentication",{"title":213,"path":214,"stem":215},"Security disclosure policy","\u002Freference\u002Fsecurity-disclosure","4.reference\u002F11.security-disclosure",{"title":217,"path":218,"stem":219},"Model API","\u002Freference\u002Fllm-api","4.reference\u002F2.llm-api",{"title":221,"path":222,"stem":223},"MCP server","\u002Freference\u002Fmcp","4.reference\u002F2.mcp",{"title":225,"path":226,"stem":227},"Data platform preview","\u002Freference\u002Fdata-platform-preview","4.reference\u002F3.data-platform-preview",{"title":229,"path":230,"stem":231},"Terminal client","\u002Freference\u002Fcli","4.reference\u002F6.cli",{"title":233,"path":234,"stem":235},"Pipeline manifest preview","\u002Freference\u002Fpipeline-preview","4.reference\u002F7.pipeline-preview",{"title":237,"path":238,"stem":239},"Limits and retries","\u002Freference\u002Flimits","4.reference\u002F8.limits",{"title":241,"path":242,"stem":243},"API contract details","\u002Freference\u002Fapi-contracts","4.reference\u002F9.api-contracts",{"title":245,"path":246,"stem":247},"Errors","\u002Freference\u002Ferrors","4.reference\u002F9.errors",{"title":249,"icon":250,"visibility":251,"path":252,"stem":253,"children":254,"page":73},"Public API","i-lucide-route","public","\u002Freference\u002Froutes","4.reference\u002Froutes",[255],{"title":256,"path":257,"stem":258},"V1 routes","\u002Freference\u002Froutes\u002Fv1","4.reference\u002Froutes\u002Fv1",{"title":260,"icon":261,"visibility":25,"redirect":262,"path":263,"stem":264,"children":265,"page":73},"Develop","i-lucide-code","\u002Fdevelop\u002Fpipeline-apps\u002Foverview","\u002Fdevelop","5.develop",[266,270,286,290,294],{"title":267,"path":268,"stem":269},"Author a batch transform","\u002Fdevelop\u002Fauthor-a-batch-transform","5.develop\u002F10.author-a-batch-transform",{"title":271,"visibility":251,"redirect":262,"path":272,"stem":273,"children":274,"page":73},"Pipeline Apps","\u002Fdevelop\u002Fpipeline-apps","5.develop\u002F11.pipeline-apps",[275,278,282],{"title":276,"path":262,"stem":277},"Pipeline apps","5.develop\u002F11.pipeline-apps\u002F1.overview",{"title":279,"path":280,"stem":281},"Collaborative board walkthrough","\u002Fdevelop\u002Fpipeline-apps\u002Fcollaborative-board","5.develop\u002F11.pipeline-apps\u002F2.collaborative-board",{"title":283,"path":284,"stem":285},"Release and security lifecycle","\u002Fdevelop\u002Fpipeline-apps\u002Frelease-lifecycle","5.develop\u002F11.pipeline-apps\u002F3.release-lifecycle",{"title":287,"path":288,"stem":289},"Build a vertical","\u002Fdevelop\u002Fbuild-a-vertical","5.develop\u002F5.build-a-vertical",{"title":291,"path":292,"stem":293},"Managed application artifacts","\u002Fdevelop\u002Fscaffold-a-narrow-app","5.develop\u002F7.scaffold-a-narrow-app",{"title":295,"path":296,"stem":297},"Import your data","\u002Fdevelop\u002Fimport-your-data","5.develop\u002F8.import-your-data",{"title":299,"icon":300,"redirect":301,"path":302,"stem":303,"children":304,"page":73},"Guides","i-lucide-layout-grid","\u002Fapplications\u002Fai-agents\u002Foverview","\u002Fapplications","7.applications",[305,309,329,341],{"title":306,"path":307,"stem":308},"Application maturity catalog","\u002Fapplications\u002Fcatalog","7.applications\u002F0.catalog",{"title":310,"visibility":251,"path":311,"stem":312,"children":313,"page":73},"AI Agents","\u002Fapplications\u002Fai-agents","7.applications\u002F1.ai-agents",[314,317,321,325],{"title":315,"path":301,"stem":316},"Coding agents","7.applications\u002F1.ai-agents\u002F01.overview",{"title":318,"path":319,"stem":320},"GitHub App automation","\u002Fapplications\u002Fai-agents\u002Fgithub-app-automation","7.applications\u002F1.ai-agents\u002F04.github-app-automation",{"title":322,"path":323,"stem":324},"agent-cli assistance","\u002Fapplications\u002Fai-agents\u002Fagent-cli-assistance","7.applications\u002F1.ai-agents\u002F05.agent-cli-assistance",{"title":326,"path":327,"stem":328},"Agent REST control","\u002Fapplications\u002Fai-agents\u002Frest-agent-control","7.applications\u002F1.ai-agents\u002F06.rest-agent-control",{"title":330,"visibility":251,"path":331,"stem":332,"children":333,"page":73},"Tickets","\u002Fapplications\u002Ftickets","7.applications\u002F2.tickets",[334,337],{"title":330,"path":335,"stem":336},"\u002Fapplications\u002Ftickets\u002Foverview","7.applications\u002F2.tickets\u002F01.overview",{"title":338,"path":339,"stem":340},"API walkthrough","\u002Fapplications\u002Ftickets\u002Fapi-walkthrough","7.applications\u002F2.tickets\u002F02.api-walkthrough",{"title":342,"icon":343,"visibility":251,"path":344,"stem":345,"children":346,"page":73},"Case studies","i-lucide-book-open-check","\u002Fapplications\u002Fcase-studies","7.applications\u002F6.case-studies",[347,351],{"title":348,"path":349,"stem":350},"Case study: owner-scoped tickets","\u002Fapplications\u002Fcase-studies\u002Ftickets","7.applications\u002F6.case-studies\u002F01.tickets",{"title":352,"path":353,"stem":354},"Case study: repository review and correction","\u002Fapplications\u002Fcase-studies\u002Frepository-review","7.applications\u002F6.case-studies\u002F02.repository-review",{"title":356,"icon":357,"redirect":358,"path":359,"stem":360,"children":361,"page":73},"Resources","i-lucide-library","\u002Fresources\u002Fglossary","\u002Fresources","9.resources",[362,365,369,373,377,380,384],{"title":363,"path":358,"stem":364},"Glossary","9.resources\u002F1.glossary",{"title":366,"path":367,"stem":368},"Terms of Service","\u002Fresources\u002Fterms","9.resources\u002F2.terms",{"title":370,"path":371,"stem":372},"Privacy Policy","\u002Fresources\u002Fprivacy","9.resources\u002F3.privacy",{"title":374,"path":375,"stem":376},"Acceptable Use Policy","\u002Fresources\u002Facceptable-use","9.resources\u002F4.acceptable-use",{"title":79,"path":378,"stem":379},"\u002Fresources\u002Ffaq","9.resources\u002F5.faq",{"title":381,"path":382,"stem":383},"Documentation feedback","\u002Fresources\u002Fdocs-feedback","9.resources\u002F6.docs-feedback",{"title":385,"path":386,"stem":387},"Refund and Cancellation Policy","\u002Fresources\u002Frefund-cancellation","9.resources\u002F7.refund-cancellation",{"id":389,"title":62,"access":251,"audience":390,"body":391,"description":534,"extension":535,"last_verified":536,"links":537,"maturity":538,"meta":539,"navigation":540,"path":63,"seo":541,"stem":64,"__hash__":542},"docs\u002F1.intro\u002F3.comparison\u002F7.vs-datafusion.md","developer",{"type":392,"value":393,"toc":528},"minimark",[394,398,401,406,521,525],[395,396,397],"p",{},"Apache DataFusion is an embeddable Rust query engine built on Arrow. It provides SQL and DataFrame APIs, physical and logical planning, common file-format support, and extension points for building a data-centric system. The host application supplies storage policy, network APIs, deployment, tenancy, and operations.",[395,399,400],{},"Redgold is the host platform rather than a query-engine library. Its Rust serde and CBOR dataflow contract runs through a dedicated executor and data engine, with Lance\u002FParquet and Postgres storage, declared application routes, sandboxed untrusted code, and GitOps deployment. Redgold does not expose DataFusion's session or extension APIs as its application contract.",[402,403,405],"h2",{"id":404},"criteria","Criteria",[407,408,409,425],"table",{},[410,411,412],"thead",{},[413,414,415,419,422],"tr",{},[416,417,418],"th",{},"Criterion",[416,420,421],{},"Redgold",[416,423,424],{},"Apache DataFusion",[426,427,428,440,451,462,478,489,500,511],"tbody",{},[413,429,430,434,437],{},[431,432,433],"td",{},"Product unit",[431,435,436],{},"An operated pipeline application",[431,438,439],{},"A Rust library embedded in another system",[413,441,442,445,448],{},[431,443,444],{},"Query interface",[431,446,447],{},"CBOR-backed Rust serde dataflow plans, data APIs, SQL surfaces, and a PySpark-shaped client",[431,449,450],{},"SQL and DataFrame APIs over Arrow",[413,452,453,456,459],{},[431,454,455],{},"Planner and runtime",[431,457,458],{},"Redgold's dataflow planner, executor tiers, and engine",[431,460,461],{},"Extensible logical and physical query planning inside the host process",[413,463,464,467,475],{},[431,465,466],{},"Storage",[431,468,469,470,474],{},"Managed Lance\u002FParquet cold tier and Postgres hot tier (",[471,472,473],"a",{"href":192},"data and pipelines",")",[431,476,477],{},"Connectors and file-format support; lifecycle and storage policy belong to the host",[413,479,480,483,486],{},[431,481,482],{},"Application serving",[431,484,485],{},"Declared edge routes resolved to pipelines and executor-run code",[431,487,488],{},"Supplied by the host application",[413,490,491,494,497],{},[431,492,493],{},"Untrusted code",[431,495,496],{},"Capability-limited Wasmtime for WASM UDFs; deny-by-default Firecracker path for native\u002FPython code on opted-in nodes",[431,498,499],{},"Isolation policy belongs to the embedding application",[413,501,502,505,508],{},[431,503,504],{},"Deployment and operations",[431,506,507],{},"Container build, Kubernetes, ArgoCD, observability, and agent operations",[431,509,510],{},"Supplied by the embedding application",[413,512,513,515,518],{},[431,514,195],{},[431,516,517],{},"Coding-agent fleet and model routing integrated with the same repositories and data",[431,519,520],{},"Outside DataFusion's scope",[402,522,524],{"id":523},"redgold-scope","Redgold scope",[395,526,527],{},"DataFusion corresponds to an engine component that a larger system can embed. Redgold defines and operates that larger system: schemas, ingestion, storage tiers, transformations, routes, isolation, agent workspaces, and deployments all share one application contract.",{"title":529,"searchDepth":530,"depth":530,"links":531},"",2,[532,533],{"id":404,"depth":530,"text":405},{"id":523,"depth":530,"text":524},"Redgold against Apache DataFusion across query execution, storage, application serving, and operations.","md","2026-08-14",null,"available",{"toc":540,"visibility":251},true,{"title":62,"description":534},"9xknJ0ABmw1En_z0kfkgXemuaoBGV7xE9MrOoQgJRhA",[544,546],{"title":58,"path":59,"stem":60,"description":545,"children":-1},"Redgold against Apache Spark across data processing, storage, serving, deployment, and agent integration.",{"title":66,"path":67,"stem":68,"description":547,"children":-1},"Redgold against Heroku across deployment, infrastructure ownership, data, and agent operations.",1789873213246]