[{"data":1,"prerenderedAt":567},["ShallowReactive",2],{"navigation_docs":3,"-intro-comparison-vs-serverless-compute":388,"-intro-comparison-vs-serverless-compute-surround":562},[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":46,"access":251,"audience":390,"body":391,"description":553,"extension":554,"last_verified":555,"links":556,"maturity":557,"meta":558,"navigation":559,"path":47,"seo":560,"stem":48,"__hash__":561},"docs\u002F1.intro\u002F3.comparison\u002F3.vs-serverless-compute.md","developer",{"type":392,"value":393,"toc":546},"minimark",[394,398,401,406,532,536,539,543],[395,396,397],"p",{},"Serverless-compute platforms turn a function into vendor-managed cloud capacity. Modal packages Python functions and runs them on autoscaling CPU or GPU workers with usage-based billing; similar platforms cover batch jobs, inference, and scheduled tasks. The product unit is an arbitrary function with declared compute requirements.",[395,399,400],{},"Redgold runs transform code too, but through a different model. The executor resolves a route to a dataflow, and transform stages run over engine storage with content-addressed result caching and signed input\u002Foutput traces. It is built for computation that reads and writes the platform's datasets, not for hosting general-purpose functions with autoscaling and metered billing.",[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],{},"Modal-class serverless compute",[426,427,428,445,459,474,488,499,517],"tbody",{},[413,429,430,434,442],{},[431,432,433],"td",{},"Data model",[431,435,436,437,441],{},"Content-addressed Rust serde rows encoded with CBOR over a Lance\u002FParquet cold tier and a Postgres hot tier (",[438,439,440],"a",{"href":192},"data and pipelines",")",[431,443,444],{},"Stateless by default; you bring your own database or object store",[413,446,447,450,456],{},[431,448,449],{},"Deploy target",[431,451,452,453,441],{},"Your own Kubernetes cluster via a Git-backed build and ArgoCD (",[438,454,455],{"href":200},"managed deployment",[431,457,458],{},"The vendor's cloud; functions scale up and down with no cluster to operate",[413,460,461,464,471],{},[431,462,463],{},"Execution model",[431,465,466,467,470],{},"Transform stages in a dataflow plan with caching and verifiable traces (",[438,468,469],{"href":288},"build a vertical","); executor tiers are in-process built-ins, trusted native (cdylib) transforms, capability-limited Wasmtime UDFs, and untrusted native\u002FPython UDFs in a Firecracker microVM sandbox. GPU UDF execution is absent; the separate request-handler WASM host is a component preview",[431,472,473],{},"Arbitrary functions (Python-first) with autoscaling and per-second billing",[413,475,476,479,485],{},[431,477,478],{},"GPU story",[431,480,481,482,484],{},"Model serving runs on GPUs through the AI serving lane (spot GPUs, vLLM) (",[438,483,195],{"href":196},"); the dataflow executor has no wired GPU tier",[431,486,487],{},"On-demand GPUs attached per function, scaled and billed by the second",[413,489,490,493,496],{},[431,491,492],{},"Self-host story",[431,494,495],{},"Managed during onboarding today; a single-machine Docker Compose evaluation sandbox exists for local trials, with broader self-service self-hosting planned",[431,497,498],{},"Hosted-only",[413,500,501,504,514],{},[431,502,503],{},"AI \u002F agent integration",[431,505,506,507,510,511,441],{},"Coding-agent fleet in isolated pods plus model API routing, next to the same data layer (",[438,508,509],{"href":301},"AI agents",", ",[438,512,513],{"href":218},"LLM API",[431,515,516],{},"General compute; agent orchestration is left to you",[413,518,519,522,529],{},[431,520,521],{},"Maturity",[431,523,524,525,441],{},"Early, single-operator; the generic external execution surface is still being consolidated (",[438,526,528],{"href":527},"\u002Finfrastructure\u002Fdata#public-availability","data availability",[431,530,531],{},"Mature, widely used for ML and batch workloads",[402,533,535],{"id":534},"category-boundary","Category boundary",[395,537,538],{},"Serverless compute centers on arbitrary functions running on vendor-managed workers, commonly with autoscaling and metered CPU or GPU capacity. Redgold's dataflow executor is oriented around transforms over its own engine. Its Wasmtime UDF backend is implemented and default-on, with the first route staged for publication; GPU UDF execution is absent. The feature-gated request-handler WASM host is not selected by production routing. Compute that never reads or writes platform datasets sits outside the main Redgold application shape.",[402,540,542],{"id":541},"when-redgold-fits","When Redgold fits",[395,544,545],{},"Redgold fits when the compute is part of a data pipeline: transforms over datasets where caching, content-addressed reuse, and signed traces matter, running on your own cluster next to the storage and the agents. The unit is a declared application and its data, deployed through GitOps, with model serving and a coding-agent fleet on the same platform.",{"title":547,"searchDepth":548,"depth":548,"links":549},"",2,[550,551,552],{"id":404,"depth":548,"text":405},{"id":534,"depth":548,"text":535},{"id":541,"depth":548,"text":542},"Redgold against Modal and similar serverless-compute platforms.","md","2026-08-14",null,"available",{"toc":559,"visibility":251},true,{"title":46,"description":553},"YJapCvyYnbkEIrl5_i8MQ-mgNirqydsQANREAK6o26g",[563,565],{"title":42,"path":43,"stem":44,"description":564,"children":-1},"Redgold against Supabase, Firebase, and similar hosted app backends.",{"title":50,"path":51,"stem":52,"description":566,"children":-1},"Redgold against a self-assembled Kubernetes, Postgres, DuckDB, and glue stack.",1789873213246]