[{"data":1,"prerenderedAt":1373},["ShallowReactive",2],{"blog-\u002Fblog\u002F2023\u002F09\u002Fmodernize-your-legacy-industrial-data-part2":3,"featureCatalog":445,"changelog-titles":838,"blog-all-for-related":1372},{"id":4,"title":5,"authors":6,"body":8,"cta":417,"date":418,"description":419,"extension":420,"features":417,"image":421,"lastUpdated":422,"meta":423,"navigation":434,"path":435,"release":417,"seo":436,"sitemap":437,"stem":438,"subtitle":439,"tags":440,"tldr":417,"video":417,"__hash__":444},"blog\u002Fblog\u002F2023\u002F09\u002Fmodernize-your-legacy-industrial-data-part2.md","Modernize your legacy industrial data. Part 2.",[7],"stephen-mclaughlin",{"type":9,"value":10,"toc":400},"minimark",[11,26,29,34,42,66,69,73,76,79,172,175,180,183,186,196,199,202,211,214,217,221,224,227,252,256,259,262,266,269,272,281,284,293,296,300,303,312,315,318,322,328,331,340,343,346,355,359,362,375,387,391,394,397],[12,13,14,15,20,21,25],"p",{},"In ",[16,17,19],"a",{"href":18},"\u002Fblog\u002F2023\u002F09\u002Fmodernize-your-legacy-industrial-data\u002F","part 1 of this series",", I introduced the topic of working with legacy industrial data from the likes of Modbus and older, non IIoT protocols and putting it to work in an IIoT world. We looked at some of the challenges and how Node-RED with ",[22,23,24],"code",{},"node-red-contrib-buffer-parser"," node can help.",[12,27,28],{},"In this article, I will dive a little deeper into the topic and discuss some of the finer details. I hope to demonstrate a smarter approach that can make a huge difference to data accuracy, performance and maintainability while significantly reducing developer time. Not only that, ending with a no-code solution.",[30,31,33],"h2",{"id":32},"obtaining-industrial-data","Obtaining Industrial Data",[12,35,36,37,41],{},"In order to convert the legacy data to a format more suited to IIoT we first need to ",[38,39,40],"em",{},"grab"," that data.",[12,43,44,45,48,49,48,52,48,55,48,58,61,62,65],{},"Node-RED has core nodes that can help you and many more contribution nodes exist that provide access to a wide range of industrial devices. To give you an idea, ",[22,46,47],{},"node-red-contrib-modbus",", ",[22,50,51],{},"node-red-contrib-s7comm",[22,53,54],{},"node-red-contrib-omron-fins",[22,56,57],{},"node-red-contrib-mcprotocol",[22,59,60],{},"node-red-contrib-df1"," and ",[22,63,64],{},"node-red-contrib-cip-st-ethernet-ip"," are just some of the PLC data access nodes available.",[12,67,68],{},"But getting the data is just the beginning, it's the methods and considerations you need to make that can make the difference between success and failure. Read on...",[30,70,72],{"id":71},"data-consistency","Data consistency",[12,74,75],{},"An often overlooked aspect of working with legacy industrial data is the consistency of the data being read. In the context of this article, consistency means that the multiple values that make up a related data set are read in a way that they are all valid to one another at the point in time it was read.",[12,77,78],{},"Let's take a look at a simple example. We have a process PLC recording production metrics and wish to get this data from its Modbus interface for reporting and decision making. The PLC has 5 values that we need to read:",[80,81,82,101],"table",{},[83,84,85],"thead",{},[86,87,88,92,95,98],"tr",{},[89,90,91],"th",{},"Register",[89,93,94],{},"Value",[89,96,97],{},"Description",[89,99,100],{},"Data Type",[102,103,104,119,133,146,159],"tbody",{},[86,105,106,110,113,116],{},[107,108,109],"td",{},"1, 2",[107,111,112],{},"10",[107,114,115],{},"Part Count",[107,117,118],{},"UINT32",[86,120,121,124,127,130],{},[107,122,123],{},"3, 4",[107,125,126],{},"2.5",[107,128,129],{},"Cycle Time (sec)",[107,131,132],{},"UINT32\u002F100",[86,134,135,138,141,144],{},[107,136,137],{},"5, 6",[107,139,140],{},"30",[107,142,143],{},"Production Time (sec)",[107,145,132],{},[86,147,148,151,154,157],{},[107,149,150],{},"7, 8",[107,152,153],{},"20",[107,155,156],{},"Run Time (sec)",[107,158,132],{},[86,160,161,164,167,170],{},[107,162,163],{},"9, 10",[107,165,166],{},"11",[107,168,169],{},"Stoppage Time (sec)",[107,171,132],{},[12,173,174],{},"In the above data sample, we can see the total production time is 30 seconds and the run time is 20 seconds. The expectation is that the Stoppage Time should be 10 seconds. However, as we can see, Stoppage Time in this sample is 11 seconds. That is because this data is not consistent.",[176,177,179],"h3",{"id":178},"why-is-the-data-inconsistent","Why is the data inconsistent?",[12,181,182],{},"The most common reason for the data inconsistency is that the data is being read from the PLC while the PLC is running. The data is changing as it is being read.",[12,184,185],{},"Typically this happens when a developer, unfamiliar with the protocol or end device, begins by reading the data individually. Here is how this journey might look:",[12,187,188,191],{},[38,189,190],{},"Image 1: individual reads",[192,193],"img",{"alt":194,"src":195},"image showing 10 individual reads","\u002Fblog\u002F2023\u002F09\u002Fimages\u002Findustrial-legacy-data-pt2-demo1.png",[12,197,198],{},"That is a lot of nodes and a lot of duplication!",[12,200,201],{},"What is worse, is that the developer continues down this path and begins converting the data ready for publishing to MQTT. Here is how this might evolve:",[12,203,204,207],{},[38,205,206],{},"Image 2: individual reads with data processing",[192,208],{"alt":209,"src":210},"Image showing 10 individual reads with data processing","\u002Fblog\u002F2023\u002F09\u002Fimages\u002Findustrial-legacy-data-pt2-10polls.gif",[12,212,213],{},"Yippie! We have the data, it works, we publish it to MQTT, job done. Right?",[12,215,216],{},"Unfortunately, no. The data is inconsistent.",[176,218,220],{"id":219},"so-whats-the-big-deal","So whats the big deal?",[12,222,223],{},"Inconsistent data is not useful data and errors can get compounded over time. This leads to bad decisions being made and a loss of confidence in the data. Ultimately, this leads to the data being ignored and the opportunities to make improvements are lost. Loss of improvements means loss of money!",[12,225,226],{},"Not only that, from a developer or maintainers perspective, it has many problems:",[228,229,230,234,237,240,243,246,249],"ol",{},[231,232,233],"li",{},"Lots of error prone manual configuration (yes, I made several mistakes while creating the example)",[231,235,236],{},"Hard coded register addresses",[231,238,239],{},"Duplication",[231,241,242],{},"Inextensible - what if we need to read more registers?",[231,244,245],{},"Inconsistent data - as discussed above",[231,247,248],{},"Slow - each read takes time",[231,250,251],{},"Inefficient use of network bandwidth - each read requires a request and response packet",[176,253,255],{"id":254},"how-can-we-make-the-data-consistent","How can we make the data consistent?",[12,257,258],{},"The most obvious solution is to stop the PLC before reading the data.\nHowever, I am faily certain your boss will not be super pleased with stopping the manufacturing process.\nThe next best thing is for the PLC to sample and store the data in an internal memory buffer, waiting, unchanging, to be collected. Unfortunately, this too is not always possible either due to limited in-house skills, locked down PLCs or simply because the PLC does not have the memory to store the data.",[12,260,261],{},"The next best thing to do is to read relative data as quickly as possible and in one block.",[176,263,265],{"id":264},"a-quick-side-bar-timing-is-everything","A quick side-bar (timing is ... everything)",[12,267,268],{},"In many protocols, including Modbus, data must be polled. Each poll, depending on many factors, can take a number of milliseconds.",[12,270,271],{},"Lets say, on a relatively quiet serial network, a single register poll takes 25 milliseconds (assume 9600 baud, 1 byte\u002Fms, request packet size 8 bytes, response packet size 7 bytes, 10ms latency for the PLC to receive, process and respond to the request)",[273,274,275,278],"ul",{},[231,276,277],{},"If we read 10 registers individually, then the time taken to read the 10 registers is 250 milliseconds.",[231,279,280],{},"If we actually needed a more realistic number of registers, say 32, then the time taken to read them individually is a whopping 800 milliseconds. In the world of PLCs, that is an eternity.",[12,282,283],{},"Now, lets look at that from a different approach. If we were to read the 32 registers in one go, the time taken based on the above constants would be 87 milliseconds. That is over 9 times faster than reading the registers individually. The improvements don't stop there either, the number of total bytes transferred on your network is reduced by 84% and, more importantly, the data is consistent since it was read from the same scan of the PLC scan.",[12,285,286,289],{},[38,287,288],{},"Image 3: A comparison of individual reads vs block reads",[192,290],{"alt":291,"src":292},"A data table comparing polls vs block read","\u002Fblog\u002F2023\u002F09\u002Fimages\u002Findustrial-legacy-data-pt2-table.png",[12,294,295],{},"OK, back to the topic at hand.",[30,297,299],{"id":298},"getting-the-data-in-a-more-consistent-way","Getting the data in a more consistent way",[12,301,302],{},"Here is the same example as above but this time we are reading the data in one go:",[12,304,305,308],{},[38,306,307],{},"Image 4: Getting data in one block",[192,309],{"alt":310,"src":311},"image showing 1 read for 10 registers","\u002Fblog\u002F2023\u002F09\u002Fimages\u002Findustrial-legacy-data-pt2-demo1b.png",[12,313,314],{},"Note how much simpler this is? Not only that, it is easier to maintain, faster, more extensible and most importantly, the data is consistent.",[12,316,317],{},"Great, lets move on.",[30,319,321],{"id":320},"processing-the-data-in-readiness-for-iiot-mqtt","Processing the data in readiness for IIoT: MQTT",[12,323,324,325,327],{},"Now that we have good data, we need to process it in readiness for IIoT. In this example, we are going to publish the data to an MQTT broker as individual topics. This is a common approach as it allows the data to be easily consumed by other systems and applications. Using ",[22,326,24],{}," we can easily convert the data into more meaningful formats.",[12,329,330],{},"The first, instinctive approach is to fan out the data and process it individually:",[12,332,333,336],{},[38,334,335],{},"Image 5: block reads, individual processing",[192,337],{"alt":338,"src":339},"image showing 1 modbus poll with individual processing","\u002Fblog\u002F2023\u002F09\u002Fimages\u002Findustrial-legacy-data-pt2-1poll-fixed.gif",[12,341,342],{},"This may be fine for a handful of registers but it soon becomes unwieldy and unmaintainable.",[12,344,345],{},"But lets be smarter about this. We know that the data is consistent and we know that we can read it in one go. So, lets process it in one go too:",[12,347,348,351],{},[38,349,350],{},"Image 6: block reads, smart processing, no-code solution",[192,352],{"alt":353,"src":354},"image showing 1 modbus poll with smart processing","\u002Fblog\u002F2023\u002F09\u002Fimages\u002Findustrial-legacy-data-pt2-1poll-extensible.gif",[30,356,358],{"id":357},"node-red-in-production","Node-RED in Production",[12,360,361],{},"Node-RED is a powerful tool widely used in IoT and IIoT industries, including manufacturing, automotive, textiles, and building management. It excels at collecting, transforming, visualizing, and analyzing data. While integrating Node-RED into production environments offers numerous benefits, it often involves complex tasks such as deploying the server, managing security, and ensuring scalability. These initial setup challenges can be overwhelming and time-consuming.",[12,363,364,365,369,370,374],{},"FlowFuse simplifies these tasks by providing a unified platform for managing all Node-RED instances. It enhances collaboration, ensures security, and supports scalability, making deployment and management more efficient. With features like ",[16,366,368],{"href":367},"\u002Fdocs\u002Fuser\u002Fsnapshots\u002F","snapshots",", team collaboration tools, one-click deployment, and ",[16,371,373],{"href":372},"\u002Fdocs\u002Fuser\u002Fuser-settings\u002F#security","multi-factor authentication",", FlowFuse streamlines the process and enhances the operational capabilities of Node-RED in production settings.",[12,376,377],{},[378,379,380,386],"strong",{},[16,381,385],{"href":382,"rel":383},"https:\u002F\u002Fapp.flowfuse.com\u002Faccount\u002Fcreate",[384],"nofollow","Sign up"," now for a free trial and experience FlowFuse's features",[30,388,390],{"id":389},"wrap-up","Wrap up",[12,392,393],{},"I hope this article has given you some food for thought and some ideas on not only simplifying your journey to IIoT but also the pitfalls to avoid along the way.",[12,395,396],{},"A parting thought, there are times when the data is not contiguous. There are ways to deal with this too but that is for another day.",[12,398,399],{},"P.S. I will post the flows used for the examples above in the comments below. If you have any questions or comments, please reach out there too.",{"title":401,"searchDepth":402,"depth":402,"links":403},"",4,[404,406,413,414,415,416],{"id":32,"depth":405,"text":33},2,{"id":71,"depth":405,"text":72,"children":407},[408,410,411,412],{"id":178,"depth":409,"text":179},3,{"id":219,"depth":409,"text":220},{"id":254,"depth":409,"text":255},{"id":264,"depth":409,"text":265},{"id":298,"depth":405,"text":299},{"id":320,"depth":405,"text":321},{"id":357,"depth":405,"text":358},{"id":389,"depth":405,"text":390},null,"2023-09-17","A deeper dive into making the most of legacy industrial data from the likes of Modbus and older, non IIoT protocols and putting it to work in an IIoT world.","md","\u002Fblog\u002F2023\u002F09\u002Fimages\u002Findustrial-legacy-data-blog-image.png","2025-07-23",{"excerpt":424},{"type":9,"value":425},[426,432],[12,427,14,428,20,430,25],{},[16,429,19],{"href":18},[22,431,24],{},[12,433,28],{},true,"\u002Fblog\u002F2023\u002F09\u002Fmodernize-your-legacy-industrial-data-part2",{"title":5,"description":419},{"loc":435},"blog\u002F2023\u002F09\u002Fmodernize-your-legacy-industrial-data-part2","Explore strategies, challenges, and smart processing techniques for enhancing legacy industrial data utilization in the IIoT era with Node-RED.",[441,442,443],"posts","node-red","community","WsoJ0tfHzaaDAGjObnxm-fZRV87HaUB_gijTLNrjseg",{"id":446,"extension":447,"meta":448,"sections":449,"stem":836,"__hash__":837},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[450,501,602,664,739,818],{"id":451,"title":452,"features":453},"ai-automation","AI & Automation",[454,464,474,484,490,496],{"id":455,"title":456,"description":457,"docsLink":458,"changelog":459,"tiers":463},"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",[460],{"url":461,"release":462},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":434,"hub":434,"fleet":434},{"id":465,"title":466,"description":467,"docsLink":468,"changelog":469,"subfeature":434,"showOnPricing":472,"tiers":473},"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",[470],{"url":471,"release":462},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":434,"hub":434,"fleet":434},{"id":475,"title":476,"description":477,"docsLink":478,"changelog":479,"subfeature":434,"showOnPricing":472,"tiers":483},"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",[480],{"url":481,"release":482},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":434,"hub":434,"fleet":434},{"id":485,"title":486,"description":487,"docsLink":488,"subfeature":434,"beta":434,"showOnPricing":472,"tiers":489},"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":434,"hub":434,"fleet":434},{"id":491,"title":492,"description":493,"docsLink":494,"tiers":495},"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":434,"hub":434,"fleet":434},{"id":497,"title":498,"description":499,"tiers":500},"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":434,"hub":434,"fleet":434},{"id":502,"title":503,"features":504},"build","Build",[505,511,517,527,533,539,543,549,555,563,569,573,577,586,594],{"id":506,"title":507,"description":508,"docsLink":509,"tiers":510},"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":434,"hub":472,"fleet":434},{"id":512,"title":513,"description":514,"docsLink":515,"tiers":516},"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":434,"hub":434,"fleet":434},{"id":518,"title":519,"description":520,"docsLink":521,"changelog":522,"tiers":526},"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",[523],{"url":524,"release":525},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":434,"hub":434,"fleet":434},{"id":528,"title":529,"description":530,"docsLink":531,"tiers":532},"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":434,"hub":434,"fleet":434},{"id":534,"title":535,"description":536,"docsLink":537,"showOnPricing":472,"tiers":538},"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":434,"hub":434,"fleet":434},{"id":540,"title":541,"showOnPricing":472,"tiers":542},"static-assets","Static Assets",{"edge":434,"hub":434,"fleet":434},{"id":544,"title":545,"description":546,"docsLink":547,"tiers":548},"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":434,"hub":434,"fleet":434},{"id":550,"title":551,"description":552,"docsLink":553,"tiers":554},"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":434,"hub":434,"fleet":434},{"id":556,"title":557,"description":558,"changelog":559,"subfeature":434,"showOnPricing":472,"tiers":562},"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.",[560],{"url":561,"release":525},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":434,"hub":434,"fleet":434},{"id":564,"title":565,"description":566,"docsLink":567,"tiers":568},"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":434,"hub":434,"fleet":434},{"id":570,"title":571,"subfeature":434,"showOnPricing":472,"tiers":572},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":434,"hub":472,"fleet":434},{"id":574,"title":575,"subfeature":434,"showOnPricing":472,"tiers":576},"blueprints-it-apps","Blueprints - IT APPS",{"edge":472,"hub":434,"fleet":472},{"id":578,"title":579,"description":580,"changelog":581,"showOnPricing":472,"tiers":585},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[582],{"url":583,"release":584},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":434,"hub":434,"fleet":434},{"id":587,"title":588,"description":589,"changelog":590,"showOnPricing":472,"tiers":593},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[591],{"url":592,"release":482},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":434,"hub":434,"fleet":434},{"id":595,"title":596,"description":597,"changelog":598,"showOnPricing":472,"tiers":601},"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.",[599],{"url":600,"release":584},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":434,"hub":434,"fleet":434},{"id":603,"title":604,"features":605},"deploy","Deploy",[606,612,621,627,633,639,645,651,656],{"id":607,"title":608,"description":609,"docsLink":610,"tiers":611},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":434,"hub":434,"fleet":434},{"id":613,"title":614,"description":615,"docsLink":616,"changelog":617,"tiers":620},"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",[618],{"url":619,"release":462},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":434,"hub":472,"fleet":434},{"id":622,"title":623,"description":624,"docsLink":625,"tiers":626},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":472,"hub":434,"fleet":472},{"id":628,"title":629,"description":630,"docsLink":631,"tiers":632},"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":434,"hub":472,"fleet":434},{"id":634,"title":635,"description":636,"docsLink":637,"showOnPricing":472,"tiers":638},"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":434,"hub":434,"fleet":434},{"id":640,"title":641,"description":642,"docsLink":643,"tiers":644},"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":434,"hub":434,"fleet":434},{"id":646,"title":647,"description":648,"docsLink":649,"tiers":650},"git-integration","Git Integration","Back up your flows to a remote Git repository through a DevOps Pipeline. 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teams.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F#application-level-rbac",{"edge":434,"hub":434,"fleet":434},{"id":788,"title":789,"description":790,"changelog":791,"subfeature":434,"showOnPricing":472,"tiers":794},"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.",[792],{"url":793,"release":525},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":434,"hub":434,"fleet":434},{"id":796,"title":797,"description":798,"docsLink":799,"showOnPricing":472,"tiers":800},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":434,"hub":434,"fleet":434},{"id":802,"title":803,"description":804,"docsLink":805,"showOnPricing":472,"tiers":806},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED 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SSO",{"path":916,"title":917},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":919,"title":920},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":922,"title":923},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":925,"title":926},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":928,"title":929},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":931,"title":932},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":934,"title":935},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":937,"title":938},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED 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proxy",{"path":987,"title":988},"\u002Fchangelog\u002F2024\u002F06\u002Flibrary-blueprints","Custom hostnames for your instances",{"path":990,"title":991},"\u002Fchangelog\u002F2024\u002F06\u002Fmultiline-env-vars","Multi-line Environment Variables",{"path":993,"title":994},"\u002Fchangelog\u002F2024\u002F06\u002Fsnapshot-flow-compare","Compare Snapshots flows",{"path":996,"title":997},"\u002Fchangelog\u002F2024\u002F07\u002Fapplications-search","Applications Search",{"path":999,"title":1000},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-group-clear-snapshot","Device Groups Snapshots",{"path":1002,"title":1003},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-delete","Managing devices",{"path":1005,"title":1003},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-move",{"path":1007,"title":1008},"\u002Fchangelog\u002F2024\u002F07\u002Fedit-snapshots","Edit Snapshots",{"path":1010,"title":1011},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant","The 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RBACs",{"path":1287,"title":1288},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-security","FlowFuse Expert: MCP-Powered Insights",{"path":1290,"title":1291},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options","Set Node.js Options for Remote Instances",{"path":1293,"title":1294},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context","FlowFuse Expert: Helping you make sense of your debug log",{"path":1296,"title":1297},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner","FlowFuse Expert: Never Miss an Update",{"path":1299,"title":1300},"\u002Fchangelog\u002F2026\u002F02\u002Fha-instance-rolling-restart","HA Hosted Instance Rolling Restart",{"path":1302,"title":1303},"\u002Fchangelog\u002F2026\u002F02\u002Fremote-instances-immersive-editor","Immersive Mode for Remote Instances",{"path":1305,"title":1306},"\u002Fchangelog\u002F2026\u002F02\u002Frestoring-snapshots-to-remote-instances","Restoring snapshots to developer-mode Remote 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