[{"data":1,"prerenderedAt":1184},["ShallowReactive",2],{"blog-\u002Fblog\u002F2026\u002F05\u002Fmanufacturing-software-built-in-stages":3,"featureCatalog":254,"changelog-titles":649,"blog-all-for-related":1183},{"id":4,"title":5,"authors":6,"body":8,"cta":229,"date":233,"description":234,"extension":235,"features":236,"image":237,"lastUpdated":236,"meta":238,"navigation":244,"path":245,"release":236,"seo":246,"sitemap":247,"stem":248,"subtitle":249,"tags":250,"tldr":252,"video":236,"__hash__":253},"blog\u002Fblog\u002F2026\u002F05\u002Fmanufacturing-software-built-in-stages.md","All-or-Nothing Manufacturing Software Is Killing Your Agility",[7],"sumit-shinde",{"type":9,"value":10,"toc":213},"minimark",[11,15,18,21,24,29,32,35,38,41,44,48,51,54,57,60,63,67,70,73,80,86,92,104,112,116,119,124,127,131,134,142,152,155,177,180,184,187,191,194,197,201,204,207,210],[12,13,14],"p",{},"Every software vendor's pitch follows the same pattern. You get a complete system. It does everything. You commit to the full scope upfront, sign a multi-year contract, and wait. Eighteen months later, if the implementation runs on schedule, you might see value.",[12,16,17],{},"The problem is obvious: if your operation changes-and it will-you're locked in.",[12,19,20],{},"Today's manufacturers can't operate this way. Product mix is higher. Customer demand shifts faster. Regulatory requirements evolve. Continuous improvement isn't a quarterly initiative anymore; it's an operational requirement. Yet most manufacturing software still demands the same all-or-nothing commitment it did twenty years ago.",[12,22,23],{},"There's a better way. You deploy the capabilities you need now, get them live in weeks, and build the rest only when you need it. Your manufacturing stack grows with your operation, not according to a vendor's implementation roadmap.",[25,26,28],"h2",{"id":27},"why-the-all-or-nothing-model-is-broken","Why the All-or-Nothing Model Is Broken",[12,30,31],{},"The monolithic MES was designed for a different world. Stable product lines. Infrequent change. A standard process that ran untouched for a decade. That made sense in the early 2000s.",[12,33,34],{},"It doesn't make sense anymore.",[12,36,37],{},"Vendors like Siemens and Rockwell offer comprehensive solutions, but comprehensiveness comes with a cost. Longer timelines. Higher costs. Larger IT teams just to maintain them. For enterprise manufacturers with dedicated implementation budgets, that trade-off works. For mid-sized plants with lean IT teams running mixed product lines, it doesn't.",[12,39,40],{},"The real problem isn't just implementation time or cost. It's flexibility. In a monolithic system, everything is wired together. Change one piece, and you risk breaking another. Add an ERP integration, and you need to revalidate the entire system. The cost of change becomes so high that you stop making changes. You stop improving.",[12,42,43],{},"Manufacturing teams end up running software that doesn't match how they actually operate, because updating it feels too risky.",[25,45,47],{"id":46},"a-different-approach-independent-capabilities","A Different Approach: Independent Capabilities",[12,49,50],{},"What if you didn't buy a complete system? What if you deployed the specific capabilities your plant needs today, then added more as your operation demands?",[12,52,53],{},"That's not an MES anymore. It's something better. It's a manufacturing stack built by and for your operation.",[12,55,56],{},"Here's how it works: your OEE tracking lives independently from your quality control system. Your batch scheduling is separate from your ERP integration. When a machine fault signal arrives, it routes simultaneously to OEE logging-which alerts the operator-and to quality review-which flags the batch and automatically creates a work order in your ERP. Two different outcomes from one signal. Two independent systems. Zero manual coordination.",[12,58,59],{},"When you need to update one capability, you update it. When you need to replace one, you replace it. When a new requirement emerges, you build it. The rest of your stack stays untouched.",[12,61,62],{},"For plant managers, this means faster decisions. For IT teams, it means lower risk. For the business, it means you can improve operations on your timeline, not your vendor's.",[25,64,66],{"id":65},"why-flowfuse-fits-this-model","Why FlowFuse Fits This Model",[12,68,69],{},"Most industrial platforms ask you to pick a vendor and adapt your operations around their roadmap. FlowFuse takes a different approach. Instead of forcing an all-or-nothing MES rollout, it gives manufacturers a flexible platform to build the capabilities they need, when they need them.",[12,71,72],{},"Here’s why it works well for incremental manufacturing transformation:",[12,74,75,79],{},[76,77,78],"strong",{},"Fast to deploy and iterate.","\nWith FlowFuse’s low-code environment, engineers can quickly build industrial applications using Node-RED flows, dashboards, and integrations, without relying on long software development cycles. Teams can start with a simple machine monitoring dashboard, then expand into OEE tracking, downtime analysis, quality workflows, or maintenance applications over time.",[12,81,82,85],{},[76,83,84],{},"Open and extensible by design.","\nFlowFuse is built on open-source technology, which means your flows, integrations, and data models remain under your control. You’re not locked into proprietary tooling or forced to wait for vendor feature releases when requirements evolve.",[12,87,88,91],{},[76,89,90],{},"Built for industrial connectivity.","\nManufacturing environments rarely rely on a single standard. FlowFuse supports protocols including OPC UA, MQTT, Modbus, and EtherNet\u002FIP, and gives teams access to over 5,000 Node-RED nodes for connecting machines, databases, APIs, cloud services, and enterprise systems. Legacy PLCs, edge devices, historians, and modern cloud platforms can all work together on one platform without heavy middleware projects.",[12,93,94,97,98,103],{},[76,95,96],{},"AI that accelerates application development.","\nThe latest version of FlowFuse introduces ",[99,100,102],"a",{"href":101},"\u002Fblog\u002F2026\u002F05\u002Fflowfuse-release-2-30\u002F","major improvements to FlowFuse Expert",", an AI assistant designed for building and troubleshooting industrial flows. Instead of manually assembling every workflow, engineers can describe what they want to build in natural language, and Expert helps generate flows, debug issues, and explain implementation steps.",[12,105,106,107,111],{},"With ",[99,108,110],{"href":109},"\u002Fblog\u002F2025\u002F10\u002Fbuilding-mcp-server-using-flowfuse\u002F","MCP"," integrations connecting Expert to your brokers, databases, APIs, and industrial systems, the assistant can work with the context of your actual environment, reducing repetitive engineering work when building new manufacturing capabilities.",[25,113,115],{"id":114},"how-it-all-connects","How It All Connects",[12,117,118],{},"A manufacturing stack built on FlowFuse works across three layers.",[120,121,123],"h3",{"id":122},"layer-1-shop-floor-infrastructure","Layer 1: Shop Floor Infrastructure",[12,125,126],{},"At the bottom is your shop floor infrastructure, including machines, PLCs, sensors, and SCADA systems continuously generating operational data. This is where your operation lives, every temperature reading, production count, alarm signal, and quality check originates here.",[120,128,130],{"id":129},"layer-2-the-flowfuse-integration-data-backbone","Layer 2: The FlowFuse Integration & Data Backbone",[12,132,133],{},"FlowFuse sits in the middle layer, connecting to these systems through protocols like MQTT, OPC UA, Modbus, EtherNet\u002FIP, and over 5,000 integrations. It collects raw production data, normalizes it, and turns it into usable operational context.",[12,135,136,137,141],{},"A key advantage is FlowFuse's built-in MQTT broker, which enables you to build a ",[99,138,140],{"href":139},"\u002Fblog\u002F2024\u002F11\u002Fbuilding-uns-with-flowfuse\u002F","Unified Namespace (UNS)",", a standardized data structure that simplifies how machines, applications, and business systems communicate. With a UNS in place, integrations become faster to build and easier to maintain as your stack grows.",[12,143,144,145,151],{},"On top of this data layer, manufacturers can build applications with ",[99,146,150],{"href":147,"rel":148},"https:\u002F\u002Fdashboard.flowfuse.com\u002F",[149],"nofollow","FlowFuse Dashboards"," for OEE tracking, quality workflows, downtime monitoring, maintenance alerts, and work order management. Because these capabilities remain independent, teams can deploy and improve them incrementally as requirements evolve.",[12,153,154],{},"FlowFuse also includes the enterprise capabilities needed to operate these applications at scale, including:",[156,157,158,162,165,168,171,174],"ul",{},[159,160,161],"li",{},"Remote edge device management",[159,163,164],{},"DevOps workflows",[159,166,167],{},"Snapshots for version control and rollback",[159,169,170],{},"High availability deployments",[159,172,173],{},"Role-based access control",[159,175,176],{},"Built-in security features",[12,178,179],{},"Teams can manage industrial applications across multiple sites without building additional infrastructure around them.",[120,181,183],{"id":182},"layer-3-business-systems-integration","Layer 3: Business Systems Integration",[12,185,186],{},"At the top layer are your business systems, including ERP platforms, reporting tools, quality systems, and cloud services. FlowFuse connects these systems through APIs and integrations so operational data moves seamlessly between the shop floor and the business.",[120,188,190],{"id":189},"why-this-architecture-changes-everything","Why This Architecture Changes Everything",[12,192,193],{},"This modular approach changes how manufacturing software delivers value. Instead of waiting over a year for a full MES rollout, manufacturers can start with a single capability and expand over time. Machine monitoring can go live first, followed by OEE, quality management, or ERP integration when needed.",[12,195,196],{},"The result is a manufacturing platform that evolves continuously with your operations instead of becoming another rigid system that is difficult to change.",[25,198,200],{"id":199},"the-shift-starts-now","The Shift Starts Now",[12,202,203],{},"Most manufacturers already know their biggest operational blind spots. Awareness isn't the problem. The problem is that doing something about it has felt impossible when you're locked into an all-or-nothing system.",[12,205,206],{},"Independent capabilities change the math. You don't need a two-year program to fix a problem you identified today. You need the right starting point and a platform that rewards incremental progress.",[12,208,209],{},"A working capability in weeks. A connected operation in months. Manufacturing execution built by the people who know your operation best, on your timeline.",[12,211,212],{},"The manufacturers moving fastest aren't the ones with the biggest budgets. They're the ones who stopped waiting for the perfect system and started solving the problems in front of them today.",{"title":214,"searchDepth":215,"depth":215,"links":216},"",4,[217,219,220,221,228],{"id":27,"depth":218,"text":28},2,{"id":46,"depth":218,"text":47},{"id":65,"depth":218,"text":66},{"id":114,"depth":218,"text":115,"children":222},[223,225,226,227],{"id":122,"depth":224,"text":123},3,{"id":129,"depth":224,"text":130},{"id":182,"depth":224,"text":183},{"id":189,"depth":224,"text":190},{"id":199,"depth":218,"text":200},{"type":230,"title":231,"description":232},"contact","Ready to move faster?","See how FlowFuse lets you deploy manufacturing capabilities in weeks, not years. Talk to our team about building your manufacturing stack.","2026-05-18","Stop waiting years for manufacturing software projects to deliver value. See how FlowFuse enables composable industrial applications built around your operation.","md",null,"\u002Fblog\u002F2026\u002F05\u002Fimages\u002Fall-or-nothing-manufacturing-software.png",{"keywords":239,"excerpt":240},"flowfuse, manufacturing software, MES, industrial automation, Node-RED, industrial IoT, smart manufacturing, unified namespace, OEE tracking, Industry 4.0",{"type":9,"value":241},[242],[12,243,14],{},true,"\u002Fblog\u002F2026\u002F05\u002Fmanufacturing-software-built-in-stages",{"title":5,"description":234},{"loc":245},"blog\u002F2026\u002F05\u002Fmanufacturing-software-built-in-stages","Deploy the capabilities you need today. Build the rest tomorrow.",[251],"flowfuse","Traditional all-or-nothing MES deployments lock manufacturers into multi-year rollouts that can't keep pace with changing operations. FlowFuse enables a composable alternative: deploy only the capabilities you need today machine monitoring, OEE tracking, quality workflows then add more independently as requirements evolve, with each capability staying decoupled so teams can update or replace one piece without touching the rest of the stack.","Y8wNR8WAreyMepfrEy08BwhbZzrxl1L1oWTN38pjr_E",{"id":255,"extension":256,"meta":257,"sections":258,"stem":647,"__hash__":648},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[259,310,411,473,550,629],{"id":260,"title":261,"features":262},"ai-automation","AI & Automation",[263,273,283,293,299,305],{"id":264,"title":265,"description":266,"docsLink":267,"changelog":268,"tiers":272},"flowfuse-expert-ai","FlowFuse Expert AI","Build industrial apps with agents, and query the state of the factory with an agent. Adapt your current hardware and machines so agentic work can be done against them, without ripping and replacing what's already on the plant floor.","\u002Fdocs\u002Fuser\u002Fexpert\u002F",[269],{"url":270,"release":271},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":244,"hub":244,"fleet":244},{"id":274,"title":275,"description":276,"docsLink":277,"changelog":278,"subfeature":244,"showOnPricing":281,"tiers":282},"flowfuse-expert-support-mode","Support Mode","Chat-based assistance for FlowFuse and Node-RED, including Node-RED instance management through natural language.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#support-mode",[279],{"url":280,"release":271},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":244,"hub":244,"fleet":244},{"id":284,"title":285,"description":286,"docsLink":287,"changelog":288,"subfeature":244,"showOnPricing":281,"tiers":292},"flowfuse-expert-application-building","Application Building","Describe what you want to build and FlowFuse Expert assembles it on your workspace, adding tabs, wiring nodes, and configuring properties.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F",[289],{"url":290,"release":291},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":244,"hub":244,"fleet":244},{"id":294,"title":295,"description":296,"docsLink":297,"subfeature":244,"beta":244,"showOnPricing":281,"tiers":298},"flowfuse-expert-insights-mode","Insights Mode","Connects FlowFuse Expert to MCP servers in your Node-RED instances, enabling real-time data queries and actions through a single chat interface.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#insights-mode",{"edge":244,"hub":244,"fleet":244},{"id":300,"title":301,"description":302,"docsLink":303,"tiers":304},"mcp-servers","Agentic Operations","Expose your Node-RED flows as tools an AI agent can call directly, so agents can query the state of the factory or trigger actions without custom integration work.","\u002Fnode-red\u002Fflowfuse\u002Fmcp\u002F",{"edge":244,"hub":244,"fleet":244},{"id":306,"title":307,"description":308,"tiers":309},"onnx-integration","ONNX Integration","Run trained machine learning models directly in your flows, including on edge hardware, without sending data out to an external inference service.",{"edge":244,"hub":244,"fleet":244},{"id":311,"title":312,"features":313},"build","Build",[314,320,326,336,342,348,352,358,364,372,378,382,386,395,403],{"id":315,"title":316,"description":317,"docsLink":318,"tiers":319},"edge-development","Edge Development","Develop and test Node-RED flows directly on edge devices with a remote editor proxy.","\u002Fdocs\u002Fdevice-agent\u002Fquickstart\u002F",{"edge":244,"hub":281,"fleet":244},{"id":321,"title":322,"description":323,"docsLink":324,"tiers":325},"private-npm-registry","Custom Node-RED Nodes","Create and manage your own private npm registry for Node-RED nodes, so you can share custom nodes across your team and devices without publishing them publicly.","\u002Fdocs\u002Fuser\u002Fcustom-npm-packages\u002F",{"edge":244,"hub":244,"fleet":244},{"id":327,"title":328,"description":329,"docsLink":330,"changelog":331,"tiers":335},"flowfuse-tables","FlowFuse Tables","A managed PostgreSQL database for every application, so you can store and query structured data without standing up and maintaining your own database.","\u002Fdocs\u002Fuser\u002Fff-tables\u002F",[332],{"url":333,"release":334},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":244,"hub":244,"fleet":244},{"id":337,"title":338,"description":339,"docsLink":340,"tiers":341},"persistent-files","File Storage","Store and retrieve files from your Node-RED flows, with automatic replication and backup across your devices and hosted instances.","\u002Fdocs\u002Finstall\u002Ffile-storage\u002F",{"edge":244,"hub":244,"fleet":244},{"id":343,"title":344,"description":345,"docsLink":346,"showOnPricing":281,"tiers":347},"persistent-context","Persistent Context","In-memory values defined in a Node-RED flow persist across project restarts and upgrades.","\u002Fdocs\u002Fuser\u002Fpersistent-context\u002F",{"edge":244,"hub":244,"fleet":244},{"id":349,"title":350,"showOnPricing":281,"tiers":351},"static-assets","Static Assets",{"edge":244,"hub":244,"fleet":244},{"id":353,"title":354,"description":355,"docsLink":356,"tiers":357},"team-library","Team Library","Set up standard nodes and flows that can be shared with all team members across your organisation.","\u002Fdocs\u002Fuser\u002Fshared-library\u002F",{"edge":244,"hub":244,"fleet":244},{"id":359,"title":360,"description":361,"docsLink":362,"tiers":363},"personalised-multi-user-dashboards","Personalised Multi-User Dashboards","Build applications that provide unique data to each logged-in user using personalised multi-user dashboards.","https:\u002F\u002Fdashboard.flowfuse.com\u002Fuser\u002Fmulti-tenancy.html",{"edge":244,"hub":244,"fleet":244},{"id":365,"title":366,"description":367,"changelog":368,"subfeature":244,"showOnPricing":281,"tiers":371},"dashboards-view","Dashboards View","Browse and open every dashboard across your team from a dedicated Dashboards view, at both team and application level, without leaving FlowFuse.",[369],{"url":370,"release":334},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":244,"hub":244,"fleet":244},{"id":373,"title":374,"description":375,"docsLink":376,"tiers":377},"blueprints-converge","Blueprints","Ready-made starting points for your apps, from cross-team Converge templates to OT and IT specific blueprints.","\u002Fdocs\u002Fuser\u002Fconcepts\u002F#blueprint",{"edge":244,"hub":244,"fleet":244},{"id":379,"title":380,"subfeature":244,"showOnPricing":281,"tiers":381},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":244,"hub":281,"fleet":244},{"id":383,"title":384,"subfeature":244,"showOnPricing":281,"tiers":385},"blueprints-it-apps","Blueprints - IT APPS",{"edge":281,"hub":244,"fleet":281},{"id":387,"title":388,"description":389,"changelog":390,"showOnPricing":281,"tiers":394},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[391],{"url":392,"release":393},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":244,"hub":244,"fleet":244},{"id":396,"title":397,"description":398,"changelog":399,"showOnPricing":281,"tiers":402},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[400],{"url":401,"release":291},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":244,"hub":244,"fleet":244},{"id":404,"title":405,"description":406,"changelog":407,"showOnPricing":281,"tiers":410},"embedded-editor-tab-title","Embedded Editor Browser Tab Title","The browser tab title updates to reflect the active Node-RED canvas tab when working in the embedded editor.",[408],{"url":409,"release":393},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":244,"hub":244,"fleet":244},{"id":412,"title":413,"features":414},"deploy","Deploy",[415,421,430,436,442,448,454,460,465],{"id":416,"title":417,"description":418,"docsLink":419,"tiers":420},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":244,"hub":244,"fleet":244},{"id":422,"title":423,"description":424,"docsLink":425,"changelog":426,"tiers":429},"edge-devices","Edge Instances","Deploy and mange your Node-RED instances on edge PLCs and gateways, with full visibility and control from the cloud.","\u002Fdocs\u002Fdevice-agent\u002Fintroduction\u002F",[427],{"url":428,"release":271},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":244,"hub":281,"fleet":244},{"id":431,"title":432,"description":433,"docsLink":434,"tiers":435},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":281,"hub":244,"fleet":281},{"id":437,"title":438,"description":439,"docsLink":440,"tiers":441},"mqtt-broker","MQTT Broker","Manage and create MQTT clients to transport data for efficient messaging and communication within your applications.","\u002Fdocs\u002Fuser\u002Fteambroker\u002F",{"edge":244,"hub":281,"fleet":244},{"id":443,"title":444,"description":445,"docsLink":446,"showOnPricing":281,"tiers":447},"project-nodes","Project Nodes aka seamless project comms","FlowFuse Project Nodes enable the passing of data and messages between your Node-RED projects.","\u002Fdocs\u002Fuser\u002Fprojectnodes\u002F",{"edge":244,"hub":244,"fleet":244},{"id":449,"title":450,"description":451,"docsLink":452,"tiers":453},"devops-pipelines","DevOps Pipelines","Set up different environments for development, testing, and production Node-RED instances to support a full software delivery lifecycle.","\u002Fdocs\u002Fuser\u002Fdevops-pipelines\u002F",{"edge":244,"hub":244,"fleet":244},{"id":455,"title":456,"description":457,"docsLink":458,"tiers":459},"git-integration","Git Integration","Back up your flows to a remote Git repository through a DevOps Pipeline. Supports GitHub and Azure DevOps repositories.","\u002Fdocs\u002Fuser\u002Fdevops-pipelines\u002F#git-repository-stage",{"edge":281,"hub":244,"fleet":281},{"id":461,"title":462,"description":463,"docsLink":458,"subfeature":244,"showOnPricing":281,"tiers":464},"git-integration-github","GitHub","Push and pull snapshots to GitHub repositories through DevOps Pipeline Git Stages.",{"edge":281,"hub":244,"fleet":281},{"id":466,"title":467,"description":468,"docsLink":458,"changelog":469,"subfeature":244,"showOnPricing":281,"tiers":472},"git-integration-azure","Azure DevOps","Push and pull snapshots to Azure DevOps repositories through DevOps Pipeline Git Stages.",[470],{"url":471,"release":393},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops\u002F",{"edge":281,"hub":244,"fleet":281},{"id":474,"title":475,"features":476},"operate-maintain","Operate & Maintain",[477,483,489,494,502,506,510,515,521,527,532,538,542,546],{"id":478,"title":479,"description":480,"docsLink":481,"tiers":482},"snapshots","Snapshots & Version History","Automatic snapshots on remote devices and hosted instances, plus a full version history timeline so you can roll back to any prior state.","\u002Fdocs\u002Fuser\u002Fsnapshots\u002F",{"edge":244,"hub":244,"fleet":244},{"id":484,"title":485,"description":486,"docsLink":487,"subfeature":244,"showOnPricing":281,"tiers":488},"auto-snapshot-remote","Auto Snapshot (Remote)","Automatically capture a snapshot every time a remote instance is deployed, so you always have a recoverable history of what was running on each device.","\u002Fdocs\u002Fuser\u002Fsnapshots\u002F#auto-snapshots",{"edge":244,"hub":244,"fleet":244},{"id":490,"title":491,"description":492,"docsLink":487,"subfeature":244,"showOnPricing":281,"tiers":493},"auto-snapshot-hosted","Auto Snapshot (Hosted)","Automatically capture a snapshot every time a hosted instance is deployed, so you always have a recoverable history of what was running.",{"edge":244,"hub":244,"fleet":244},{"id":495,"title":496,"description":497,"changelog":498,"subfeature":244,"showOnPricing":281,"tiers":501},"snapshot-comparison","Snapshot Comparison","Compare two snapshots side-by-side with a navigable diff view. 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teams.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F#application-level-rbac",{"edge":244,"hub":244,"fleet":244},{"id":599,"title":600,"description":601,"changelog":602,"subfeature":244,"showOnPricing":281,"tiers":605},"scoped-personal-access-tokens","Scoped Personal Access Tokens","Restrict a Personal Access Token to specific teams, limit it to read-only operations, or control whether it carries admin privileges.",[603],{"url":604,"release":334},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":244,"hub":244,"fleet":244},{"id":607,"title":608,"description":609,"docsLink":610,"showOnPricing":281,"tiers":611},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":244,"hub":244,"fleet":244},{"id":613,"title":614,"description":615,"docsLink":616,"showOnPricing":281,"tiers":617},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED 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fix",{"path":677,"title":678},"\u002Fchangelog\u002F2023\u002F10\u002Fresource-alerts","Resource Monitoring in Audit Log",{"path":680,"title":565},"\u002Fchangelog\u002F2023\u002F11\u002F2fa",{"path":682,"title":683},"\u002Fchangelog\u002F2023\u002F11\u002Fdefault-editor","Device Editor enabled by default",{"path":685,"title":686},"\u002Fchangelog\u002F2023\u002F11\u002Fdevices-in-pipelines","Devices in DevOps Pipelines",{"path":688,"title":689},"\u002Fchangelog\u002F2023\u002F11\u002Fproject-nodes-devices","Project Nodes for Devices",{"path":691,"title":692},"\u002Fchangelog\u002F2023\u002F12\u002Fbilling","No Credit Card required for billing",{"path":694,"title":695},"\u002Fchangelog\u002F2023\u002F12\u002Fblueprint-selection","Blueprint Selection Update",{"path":697,"title":698},"\u002Fchangelog\u002F2023\u002F12\u002Fdevice-groups","Device Groups",{"path":700,"title":701},"\u002Fchangelog\u002F2023\u002F12\u002Femail-alerting-node-red-crash","Email Alerts for Audit Log 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SSO",{"path":727,"title":728},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":730,"title":731},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":733,"title":734},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":736,"title":737},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":739,"title":740},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":742,"title":743},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":745,"title":746},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":748,"title":749},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED 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