[{"data":1,"prerenderedAt":1176},["ShallowReactive",2],{"blog-\u002Fblog\u002F2026\u002F04\u002Fcloud-edge-or-hybrid-how-to-choose-your-flowfuse-deployment":3,"featureCatalog":247,"changelog-titles":641,"blog-all-for-related":1175},{"id":4,"title":5,"authors":6,"body":8,"cta":221,"date":225,"description":226,"extension":227,"features":228,"image":229,"lastUpdated":228,"meta":230,"navigation":236,"path":237,"release":228,"seo":238,"sitemap":239,"stem":240,"subtitle":241,"tags":242,"tldr":244,"video":245,"__hash__":246},"blog\u002Fblog\u002F2026\u002F04\u002Fcloud-edge-or-hybrid-how-to-choose-your-flowfuse-deployment.md","Cloud, Edge, or Both? How to Choose Your Deployment Before an Outage Does It For You",[7],"sumit-shinde",{"type":9,"value":10,"toc":211},"minimark",[11,15,18,21,32,37,45,51,67,70,75,78,81,85,92,95,99,110,114,117,120,124,127,130,136,142,151,154,162,167,170,174,183,186,189,192,195,199,202,205,208],[12,13,14],"p",{},"A production line at a mid-size manufacturer goes dark for 22 minutes. Not because the machines failed. Because the WAN link between the factory and the cloud dropped. The logic controlling the line was hosted in the cloud. Without a connection, it couldn't execute. By the time the link recovered, the shift had lost a batch.",[12,16,17],{},"The fix wasn't complicated. The logic needed to run on hardware at the line, not in a datacenter 400 miles away. But by then, the decision had already been made, by default, on day one, when getting something running fast felt more important than getting the architecture right.",[12,19,20],{},"FlowFuse supports three deployment models: cloud-hosted instances, Remote Instances running on your own hardware via the Device Agent, and hybrid architectures that combine both. Each model reflects a different set of trade-offs. Here's exactly what each one means and where each one breaks.",[12,22,23,28],{},[24,25],"img",{"alt":26,"src":27},"A comparison table of FlowFuse's three deployment models - cloud instances, Remote Instances, and hybrid - across latency, offline capability, setup, cost, failure modes, and best-fit use cases.","\u002Fblog\u002F2026\u002F04\u002Fimages\u002Fdeployment_models.svg",[29,30,31],"em",{},"FlowFuse deployment models at a glance: cloud instances trade connectivity dependence for zero operational overhead; Remote Instances trade hardware ownership for local resilience; hybrid splits workloads across both layers.",[33,34,36],"h2",{"id":35},"cloud-instances-fast-to-start-dependent-on-connectivity","Cloud instances: fast to start, dependent on connectivity",[12,38,39,44],{},[40,41,43],"a",{"href":42},"\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance","Cloud instances"," run in FlowFuse's managed environment. You build integration and automation logic. FlowFuse handles everything else: container orchestration, uptime monitoring, restarts, scaling, and Node-RED runtime maintenance. You get persistent context storage, environment variable management, role-based access control, and the complete FlowFuse feature set with no infrastructure to own.",[12,46,47],{},[48,49,50],"strong",{},"This is the right model when:",[52,53,54,58,61,64],"ul",{},[55,56,57],"li",{},"Your data sources are cloud-based: SaaS APIs, external databases, third-party platforms",[55,59,60],{},"Your workflows don't have hard latency requirements",[55,62,63],{},"No compliance constraint requires processing to stay on-premises",[55,65,66],{},"Your data sources do not include plant-floor equipment on OPC-UA, Modbus, or similar protocols - those require a device on the local network regardless of where your logic runs",[12,68,69],{},"It's also the fastest and cheapest starting point. Instances run in minutes, nothing to install, and the operational overhead is near zero. No hardware to procure, no OS to patch, no physical failures to debug. You can migrate workloads to the edge later when the need becomes clear.",[12,71,72],{},[48,73,74],{},"Where it breaks:",[12,76,77],{},"Cloud instances require a persistent connection to execute. If your workflows control or monitor equipment on a factory floor, that link becomes a single point of failure. A 30-second outage doesn't slow things down. It stops execution entirely. That's not recoverable by restarting a service.",[12,79,80],{},"Beyond connectivity, latency is the other hard constraint. A cloud round-trip typically adds 20 to 100ms of network overhead, more on congested links. For dashboards and reporting, that's invisible. For a quality inspection workflow issuing a pass\u002Ffail signal to a reject gate, it can be the difference between a functional system and one that fails unpredictably under load.",[33,82,84],{"id":83},"remote-instances-resilient-by-design-owned-by-you","Remote Instances: resilient by design, owned by you",[12,86,87,91],{},[40,88,90],{"href":89},"\u002Fdocs\u002Fdevice-agent\u002Fregister\u002F","Remote Instances"," run on hardware you control, whether that's an industrial PC, a gateway at the production line, or a compatible gateway device, via the FlowFuse Device Agent. Workflow execution happens entirely on-device, independent of network state.",[12,93,94],{},"Deployment works through snapshots: build and test logic on a development instance, capture a snapshot, then mark it as the target for one or more remote devices. On first deployment, the Device Agent installs Node-RED along with the required dependencies, then runs the snapshot locally. Subsequent snapshot updates replace the running flows without reinstalling the runtime. If the device is offline when you push an update, it receives the snapshot on next reconnect.",[12,96,97],{},[48,98,50],{},[52,100,101,104,107],{},[55,102,103],{},"Latency matters: a quality inspection workflow issuing a pass\u002Ffail in under 50ms can't absorb a cloud round-trip",[55,105,106],{},"Connectivity is unreliable: remote sites, offshore infrastructure, or environments where WAN uptime can't be guaranteed",[55,108,109],{},"Compliance requires data processing to stay on-premises",[12,111,112],{},[48,113,74],{},[12,115,116],{},"You own the hardware, and that ownership is non-trivial. Device failures, resource contention, OS-level conflicts, and network interface issues become your responsibility. FlowFuse substantially reduces the operational burden through remote deployment, remote terminal access (Team and Enterprise tiers), centralized health monitoring, and automatic snapshot recovery, but it doesn't eliminate the reality of managing physical machines.",[12,118,119],{},"The cost structure also shifts. Cloud instances carry a predictable per-instance fee with no capital outlay. Edge deployments require upfront hardware investment, ongoing maintenance, and staff time to manage device lifecycle. At low device counts, this is manageable. At scale, across dozens of sites and hundreds of devices, it becomes a meaningful operational line item that needs to be planned for, not discovered.",[33,121,123],{"id":122},"hybrid-the-architecture-most-serious-deployments-land-on","Hybrid: the architecture most serious deployments land on",[12,125,126],{},"Most production industrial deployments use both models. Logic that directly controls or monitors equipment runs at the edge. It is latency-sensitive, connectivity-dependent, and often required by policy to stay on-site. Logic that aggregates, contextualizes, and integrates runs in the cloud: dashboards, ERP and MES connections, cross-site analytics, external alerting.",[12,128,129],{},"Here's what that looks like in practice for a multi-site manufacturing operation:",[12,131,132,135],{},[48,133,134],{},"At each site (edge):"," read sensor data via OPC-UA or Modbus, issue control commands to PLCs, run local alarming and anomaly detection, buffer telemetry during connectivity loss.",[12,137,138,141],{},[48,139,140],{},"In the cloud:"," aggregate normalized data across sites, power operations dashboards, connect to ERP and MES systems, write to the historian.",[12,143,144,148],{},[24,145],{"alt":146,"src":147},"A hybrid FlowFuse architecture showing Remote Instances running locally at each site via the Device Agent, communicating with\nFlowFuse cloud instances over an intermittent WAN link, with store-and-forward buffering, an optional plant network tier, and\ncloud-side dashboards, historian, and ERP\u002FMES integration.","\u002Fblog\u002F2026\u002F04\u002Fimages\u002Fhybrid-architecture.png",[29,149,150],{},"Remote Instances handle local execution and buffering at each site. Cloud instances aggregate, integrate, and manage from a single\ninterface. The WAN link between them is treated as unreliable by design - not a dependency.",[12,152,153],{},"FlowFuse manages both environments from a single interface. The same snapshot system, DevOps pipelines, and version history work across hosted and Remote Instances.",[12,155,156,157,161],{},"The technically important piece is how cloud and Remote Instances communicate when connectivity is intermittent. FlowFuse Project Nodes (available on Team and Enterprise tiers) provide native instance-to-instance messaging within the platform. Note that Project Nodes are not a durable message queue - if a device is offline when a message is sent, that message is dropped. The ",[40,158,160],{"href":159},"\u002Fblueprints\u002Fgetting-started\u002Fstore-and-forward\u002F","store-and-forward"," pattern handles this correctly: the edge device writes incoming data to a local SQLite buffer continuously, then flushes to the cloud on reconnect. This is a well-established FlowFuse architecture, but it needs to be designed in explicitly at the device level. It won't emerge on its own.",[12,163,164],{},[48,165,166],{},"Where hybrid breaks:",[12,168,169],{},"Ownership is the failure mode, not complexity. When nobody has explicitly decided who is responsible for each layer, edge and cloud configurations drift apart. One team updates a cloud flow without knowing the Remote Instance depends on it. An incident happens and two people are debugging two environments, each assuming the other owns the problem. The architecture is sound. The gap is organizational, not technical.",[33,171,173],{"id":172},"four-questions-that-determine-your-architecture","Four questions that determine your architecture",[12,175,176,180],{},[24,177],{"alt":178,"src":179},"A decision tree flowchart showing how to choose between Cloud, Edge, and Hybrid FlowFuse deployment models. Starting from data source - plant-floor equipment (OPC-UA, Modbus, PLCs) or cloud APIs - the tree branches through latency requirements, WAN reliability, and hardware ownership capacity to reach one of four outcomes: Edge, Hybrid, Hybrid or Edge, or Cloud. Plant-floor workloads never reach the Cloud outcome.","\u002Fblog\u002F2026\u002F04\u002Fimages\u002Fdeployment-decision-tree.png",[29,181,182],{},"Answer these four questions in order and your architecture becomes a decision, not a guess.",[12,184,185],{},"Start with where your data lives. Plant-floor equipment talking OPC-UA or Modbus has no business depending on a WAN link to execute. Cloud APIs and SaaS platforms do. The data source usually tells you where the compute belongs - and for plant-floor workloads, it rules out cloud-only from the start.",[12,187,188],{},"Then ask how much latency you can absorb. A closed-loop control workflow issuing a command to a PLC can't wait for a cloud round-trip. A dashboard aggregating shift data can. If the answer to \"what happens if this takes 100ms longer than expected\" is anything other than \"nothing,\" you need edge execution.",[12,190,191],{},"Connectivity posture comes next. Reliable, high-bandwidth WAN changes the calculus - cloud instances can handle cloud-native data acquisition when the link is solid. But if uptime can't be guaranteed, edge removes the dependency entirely rather than trying to hedge against it.",[12,193,194],{},"The last question is operational. Edge deployments require hardware, capital, and people to manage device lifecycle. Cloud instances require none of that. If your team doesn't have the bandwidth to own physical hardware and your workloads are genuinely cloud-native - SaaS integrations, external APIs, cross-system reporting - cloud instances are the right starting point. For plant-floor workloads talking OPC-UA or Modbus, hardware ownership isn't optional. The question isn't whether to run edge, it's how to manage it well.",[33,196,198],{"id":197},"conclusion","Conclusion",[12,200,201],{},"Most manufacturers don't discover the wrong deployment architecture in a planning meeting. They discover it when the WAN drops and the line stops.",[12,203,204],{},"Getting something running quickly feels more important than getting the architecture right, and that trade-off is invisible until it isn't. Cloud instances are fast to start, easy to manage, and the obvious choice when you're moving quickly and your data sources are accessible over the internet. That's not wrong. It's wrong when the workload depends on a connection that can't be guaranteed, when a 100ms round-trip matters, or when plant-floor protocols require a device on the local network regardless of where your logic runs.",[12,206,207],{},"The three models in this post reflect three different sets of trade-offs, not three tiers of sophistication. Cloud is not a stepping stone to edge. Edge is not more serious than cloud. Hybrid is not always better than either. The right model is the one that matches where your data lives, how much latency your workflows can absorb, how reliable your connectivity is, and how much operational ownership your team can take on.",[12,209,210],{},"Get those four questions answered before you deploy, not after. The architecture you start with has a way of becoming the architecture you're stuck with.",{"title":212,"searchDepth":213,"depth":213,"links":214},"",4,[215,217,218,219,220],{"id":35,"depth":216,"text":36},2,{"id":83,"depth":216,"text":84},{"id":122,"depth":216,"text":123},{"id":172,"depth":216,"text":173},{"id":197,"depth":216,"text":198},{"type":222,"title":223,"description":224},"contact","Not sure which deployment fits your setup?","Talk to our team. We'll help you map the right architecture for your infrastructure, workflows, and operational constraints.","2026-04-24","Cloud, edge, or hybrid? Learn how to choose the right FlowFuse deployment model for your industrial workflows - before an outage exposes the wrong architecture.","md",null,"\u002Fblog\u002F2026\u002F04\u002Fimages\u002Fedge-cloud-or-both.png",{"keywords":231,"excerpt":232},"flowfuse, cloud, edge, hybrid, industrial iot, node-red, deployment, opc-ua, modbus, latency",{"type":9,"value":233},[234],[12,235,14],{},true,"\u002Fblog\u002F2026\u002F04\u002Fcloud-edge-or-hybrid-how-to-choose-your-flowfuse-deployment",{"title":5,"description":226},{"loc":237},"blog\u002F2026\u002F04\u002Fcloud-edge-or-hybrid-how-to-choose-your-flowfuse-deployment","Cloud, edge, or hybrid: a practical guide to FlowFuse deployment.",[243],"flowfuse","FlowFuse supports three deployment models cloud, edge (Remote Instances), and hybrid each with distinct trade-offs around latency, connectivity, and operational ownership. The right choice depends on where your data lives, how much latency your workflows can absorb, how reliable your WAN connection is, and how much hardware ownership your team can take on. Most serious industrial deployments end up hybrid, running edge logic locally for plant-floor equipment and cloud logic for aggregation and integration.","Jh3HEE64-R0","mIlzs-FMLVkaaMXaCF9fte2HVXYmEhQ-qT8ZWjRsrYk",{"id":248,"extension":249,"meta":250,"sections":251,"stem":639,"__hash__":640},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[252,303,404,465,542,621],{"id":253,"title":254,"features":255},"ai-automation","AI & Automation",[256,266,276,286,292,298],{"id":257,"title":258,"description":259,"docsLink":260,"changelog":261,"tiers":265},"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",[262],{"url":263,"release":264},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":236,"hub":236,"fleet":236},{"id":267,"title":268,"description":269,"docsLink":270,"changelog":271,"subfeature":236,"showOnPricing":274,"tiers":275},"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",[272],{"url":273,"release":264},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":236,"hub":236,"fleet":236},{"id":277,"title":278,"description":279,"docsLink":280,"changelog":281,"subfeature":236,"showOnPricing":274,"tiers":285},"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",[282],{"url":283,"release":284},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":236,"hub":236,"fleet":236},{"id":287,"title":288,"description":289,"docsLink":290,"subfeature":236,"beta":236,"showOnPricing":274,"tiers":291},"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":236,"hub":236,"fleet":236},{"id":293,"title":294,"description":295,"docsLink":296,"tiers":297},"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":236,"hub":236,"fleet":236},{"id":299,"title":300,"description":301,"tiers":302},"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":236,"hub":236,"fleet":236},{"id":304,"title":305,"features":306},"build","Build",[307,313,319,329,335,341,345,351,357,365,371,375,379,388,396],{"id":308,"title":309,"description":310,"docsLink":311,"tiers":312},"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":236,"hub":274,"fleet":236},{"id":314,"title":315,"description":316,"docsLink":317,"tiers":318},"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":236,"hub":236,"fleet":236},{"id":320,"title":321,"description":322,"docsLink":323,"changelog":324,"tiers":328},"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",[325],{"url":326,"release":327},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":236,"hub":236,"fleet":236},{"id":330,"title":331,"description":332,"docsLink":333,"tiers":334},"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":236,"hub":236,"fleet":236},{"id":336,"title":337,"description":338,"docsLink":339,"showOnPricing":274,"tiers":340},"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":236,"hub":236,"fleet":236},{"id":342,"title":343,"showOnPricing":274,"tiers":344},"static-assets","Static Assets",{"edge":236,"hub":236,"fleet":236},{"id":346,"title":347,"description":348,"docsLink":349,"tiers":350},"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":236,"hub":236,"fleet":236},{"id":352,"title":353,"description":354,"docsLink":355,"tiers":356},"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":236,"hub":236,"fleet":236},{"id":358,"title":359,"description":360,"changelog":361,"subfeature":236,"showOnPricing":274,"tiers":364},"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.",[362],{"url":363,"release":327},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":236,"hub":236,"fleet":236},{"id":366,"title":367,"description":368,"docsLink":369,"tiers":370},"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":236,"hub":236,"fleet":236},{"id":372,"title":373,"subfeature":236,"showOnPricing":274,"tiers":374},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":236,"hub":274,"fleet":236},{"id":376,"title":377,"subfeature":236,"showOnPricing":274,"tiers":378},"blueprints-it-apps","Blueprints - IT APPS",{"edge":274,"hub":236,"fleet":274},{"id":380,"title":381,"description":382,"changelog":383,"showOnPricing":274,"tiers":387},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[384],{"url":385,"release":386},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":236,"hub":236,"fleet":236},{"id":389,"title":390,"description":391,"changelog":392,"showOnPricing":274,"tiers":395},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[393],{"url":394,"release":284},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":236,"hub":236,"fleet":236},{"id":397,"title":398,"description":399,"changelog":400,"showOnPricing":274,"tiers":403},"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.",[401],{"url":402,"release":386},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":236,"hub":236,"fleet":236},{"id":405,"title":406,"features":407},"deploy","Deploy",[408,413,422,428,434,440,446,452,457],{"id":409,"title":410,"description":411,"docsLink":42,"tiers":412},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.",{"edge":236,"hub":236,"fleet":236},{"id":414,"title":415,"description":416,"docsLink":417,"changelog":418,"tiers":421},"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",[419],{"url":420,"release":264},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":236,"hub":274,"fleet":236},{"id":423,"title":424,"description":425,"docsLink":426,"tiers":427},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":274,"hub":236,"fleet":274},{"id":429,"title":430,"description":431,"docsLink":432,"tiers":433},"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":236,"hub":274,"fleet":236},{"id":435,"title":436,"description":437,"docsLink":438,"showOnPricing":274,"tiers":439},"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":236,"hub":236,"fleet":236},{"id":441,"title":442,"description":443,"docsLink":444,"tiers":445},"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":236,"hub":236,"fleet":236},{"id":447,"title":448,"description":449,"docsLink":450,"tiers":451},"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":274,"hub":236,"fleet":274},{"id":453,"title":454,"description":455,"docsLink":450,"subfeature":236,"showOnPricing":274,"tiers":456},"git-integration-github","GitHub","Push and pull snapshots to GitHub repositories through DevOps Pipeline Git Stages.",{"edge":274,"hub":236,"fleet":274},{"id":458,"title":459,"description":460,"docsLink":450,"changelog":461,"subfeature":236,"showOnPricing":274,"tiers":464},"git-integration-azure","Azure DevOps","Push and pull snapshots to Azure DevOps repositories through DevOps Pipeline Git Stages.",[462],{"url":463,"release":386},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops\u002F",{"edge":274,"hub":236,"fleet":274},{"id":466,"title":467,"features":468},"operate-maintain","Operate & Maintain",[469,475,481,486,494,498,502,507,513,519,524,530,534,538],{"id":470,"title":471,"description":472,"docsLink":473,"tiers":474},"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":236,"hub":236,"fleet":236},{"id":476,"title":477,"description":478,"docsLink":479,"subfeature":236,"showOnPricing":274,"tiers":480},"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":236,"hub":236,"fleet":236},{"id":482,"title":483,"description":484,"docsLink":479,"subfeature":236,"showOnPricing":274,"tiers":485},"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":236,"hub":236,"fleet":236},{"id":487,"title":488,"description":489,"changelog":490,"subfeature":236,"showOnPricing":274,"tiers":493},"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":236,"hub":236,"fleet":236},{"id":591,"title":592,"description":593,"changelog":594,"subfeature":236,"showOnPricing":274,"tiers":597},"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.",[595],{"url":596,"release":327},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":236,"hub":236,"fleet":236},{"id":599,"title":600,"description":601,"docsLink":602,"showOnPricing":274,"tiers":603},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":236,"hub":236,"fleet":236},{"id":605,"title":606,"description":607,"docsLink":608,"showOnPricing":274,"tiers":609},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED 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SSO",{"path":719,"title":720},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":722,"title":723},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":725,"title":726},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":728,"title":729},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":731,"title":732},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":734,"title":735},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":737,"title":738},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":740,"title":741},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED 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proxy",{"path":790,"title":791},"\u002Fchangelog\u002F2024\u002F06\u002Flibrary-blueprints","Custom hostnames for your instances",{"path":793,"title":794},"\u002Fchangelog\u002F2024\u002F06\u002Fmultiline-env-vars","Multi-line Environment Variables",{"path":796,"title":797},"\u002Fchangelog\u002F2024\u002F06\u002Fsnapshot-flow-compare","Compare Snapshots flows",{"path":799,"title":800},"\u002Fchangelog\u002F2024\u002F07\u002Fapplications-search","Applications Search",{"path":802,"title":803},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-group-clear-snapshot","Device Groups Snapshots",{"path":805,"title":806},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-delete","Managing devices",{"path":808,"title":806},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-move",{"path":810,"title":811},"\u002Fchangelog\u002F2024\u002F07\u002Fedit-snapshots","Edit Snapshots",{"path":813,"title":814},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant","The FlowFuse 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