[{"data":1,"prerenderedAt":3129},["ShallowReactive",2],{"blog-\u002Fblog\u002F2024\u002F08\u002Fopentelemetry-with-node-red":3,"featureCatalog":2199,"changelog-titles":2594,"blog-all-for-related":3128},{"id":4,"title":5,"authors":6,"body":8,"cta":2170,"date":2174,"description":2175,"extension":2176,"features":2177,"image":2178,"lastUpdated":2179,"meta":2180,"navigation":2186,"path":2187,"release":2177,"seo":2188,"sitemap":2189,"stem":2190,"subtitle":2191,"tags":2192,"tldr":2197,"video":2177,"__hash__":2198},"blog\u002Fblog\u002F2024\u002F08\u002Fopentelemetry-with-node-red.md","Monitoring and Optimizing Node-RED Flows with Open Telemetry (2026)",[7],"sumit-shinde",{"type":9,"value":10,"toc":2155},"minimark",[11,15,18,23,26,31,34,37,41,44,47,1326,1329,1333,1336,1365,1369,1380,1409,1412,1416,1419,1436,1439,1449,1452,2120,2123,2132,2135,2139,2142,2145,2149,2152],[12,13,14],"p",{},"Have you ever found yourself frustrated by unexpected delays in your Node-RED flows, wondering where the bottlenecks are hiding? Even small latency issues can have a big impact on your system's performance. That's where Open Telemetry comes in. With its powerful distributed tracing capabilities, you can finally take control and get a clear view of how your flows are performing in real time.",[12,16,17],{},"Integrating Open Telemetry with Node-RED allows you to monitor latency across your flows. By implementing distributed tracing, you’ll gain the ability to see exactly where delays occur, helping you optimize performance and ensure your IoT applications run efficiently.",[19,20,22],"h2",{"id":21},"what-is-distributed-tracing-and-how-does-open-telemetry-help","What is Distributed Tracing and How Does Open Telemetry Help?",[12,24,25],{},"Distributed tracing is a method used to track and observe the flow of requests through different services within a distributed system. It provides insights into how requests are handled, where delays occur, and how different components interact. By visualizing the path of a request across your system, distributed tracing helps you identify performance bottlenecks and optimize the overall efficiency of your applications.",[27,28,30],"h3",{"id":29},"what-is-opentelemetry","What is OpenTelemetry?",[12,32,33],{},"Open Telemetry is an open-source framework designed to help you monitor and understand your software systems. It collects and organizes data on how your applications perform and behave, allowing you to track requests as they move through various services. Open Telemetry provides a standardized way to gather and analyze telemetry data, including traces, metrics, and logs, to give you a comprehensive view of your system’s performance.",[12,35,36],{},"In Node-RED The Open Telemetry module helps track messages by creating \"spans\" that record details about each message's journey. Every time a message moves from one node to another, a span is created to capture where it came from, where it’s going, and how long it took. These spans are linked together, showing the entire path of the message through the system. This makes it easier to spot slowdowns, fix problems, and improve how data moves through Node-RED. The module also makes sure this tracking information follows the message as it moves across different nodes and external services.",[19,38,40],{"id":39},"tracing-in-node-red-flows-using-opentelemetry","Tracing in Node-RED Flows using Opentelemetry",[12,42,43],{},"In a manufacturing plant, Node-RED manages different machines and sensors. Suppose there's a problem with the production line, such as a delay in processing or a GPIO node experiencing issues reading data. With Open Telemetry integrated, you can trace the data flow through the system to see exactly where the issue is happening. This helps you quickly identify whether the problem is with a specific node that is reading the machine data or a delay in data processing, allowing you to fix the issue faster and keep the production line running smoothly.",[12,45,46],{},"For demonstration purposes, we will use a flow that simulates sensor reading and data processing. 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to Celsius",[61,819,71],{"class":67},[61,821,91],{"class":67},[61,823,71],{"class":67},[61,825,826],{"class":74},"rules",[61,828,71],{"class":67},[61,830,360],{"class":67},[61,832,71],{"class":67},[61,834,835],{"class":156},"t",[61,837,71],{"class":67},[61,839,80],{"class":67},[61,841,71],{"class":67},[61,843,844],{"class":85},"set",[61,846,71],{"class":67},[61,848,91],{"class":67},[61,850,71],{"class":67},[61,852,12],{"class":156},[61,854,71],{"class":67},[61,856,80],{"class":67},[61,858,71],{"class":67},[61,860,373],{"class":85},[61,862,71],{"class":67},[61,864,91],{"class":67},[61,866,71],{"class":67},[61,868,869],{"class":156},"pt",[61,871,71],{"class":67},[61,873,80],{"class":67},[61,875,71],{"class":67},[61,877,670],{"class":85},[61,879,71],{"class":67},[61,881,91],{"class":67},[61,883,71],{"class":67},[61,885,886],{"class":156},"to",[61,888,71],{"class":67},[61,890,80],{"class":67},[61,892,71],{"class":67},[61,894,895],{"class":85},"payload - 273.15",[61,897,71],{"class":67},[61,899,91],{"class":67},[61,901,71],{"class":67},[61,903,904],{"class":156},"tot",[61,906,71],{"class":67},[61,908,80],{"class":67},[61,910,71],{"class":67},[61,912,472],{"class":85},[61,914,71],{"class":67},[61,916,378],{"class":67},[61,918,71],{"class":67},[61,920,921],{"class":74},"action",[61,923,71],{"class":67},[61,925,80],{"class":67},[61,927,139],{"class":67},[61,929,91],{"class":67},[61,931,71],{"class":67},[61,933,934],{"class":74},"property",[61,936,71],{"class":67},[61,938,80],{"class":67},[61,940,139],{"class":67},[61,942,91],{"class":67},[61,944,71],{"class":67},[61,946,947],{"class":74},"from",[61,949,71],{"class":67},[61,951,80],{"class":67},[61,953,139],{"class":67},[61,955,91],{"class":67},[61,957,71],{"class":67},[61,959,886],{"class":74},[61,961,71],{"class":67},[61,963,80],{"class":67},[61,965,139],{"class":67},[61,967,91],{"class":67},[61,969,71],{"class":67},[61,971,972],{"class":74},"reg",[61,974,71],{"class":67},[61,976,630],{"class":67},[61,978,71],{"class":67},[61,980,214],{"class":74},[61,982,71],{"class":67},[61,984,80],{"class":67},[61,986,987],{"class":221},"400",[61,989,91],{"class":67},[61,991,71],{"class":67},[61,993,229],{"class":74},[61,995,71],{"class":67},[61,997,80],{"class":67},[61,999,487],{"class":221},[61,1001,91],{"class":67},[61,1003,71],{"class":67},[61,1005,506],{"class":74},[61,1007,71],{"class":67},[61,1009,511],{"class":67},[61,1011,71],{"class":67},[61,1013,204],{"class":85},[61,1015,71],{"class":67},[61,1017,520],{"class":67},[61,1019,71],{"class":67},[61,1021,75],{"class":74},[61,1023,71],{"class":67},[61,1025,80],{"class":67},[61,1027,71],{"class":67},[61,1029,204],{"class":85},[61,1031,71],{"class":67},[61,1033,91],{"class":67},[61,1035,71],{"class":67},[61,1037,96],{"class":74},[61,1039,71],{"class":67},[61,1041,80],{"class":67},[61,1043,71],{"class":67},[61,1045,1046],{"class":85},"delay",[61,1048,71],{"class":67},[61,1050,91],{"class":67},[61,1052,71],{"class":67},[61,1054,114],{"class":74},[61,1056,71],{"class":67},[61,1058,80],{"class":67},[61,1060,71],{"class":67},[61,1062,123],{"class":85},[61,1064,71],{"class":67},[61,1066,91],{"class":67},[61,1068,71],{"class":67},[61,1070,321],{"class":74},[61,1072,71],{"class":67},[61,1074,80],{"class":67},[61,1076,71],{"class":67},[61,1078,86],{"class":85},[61,1080,71],{"class":67},[61,1082,91],{"class":67},[61,1084,71],{"class":67},[61,1086,132],{"class":74},[61,1088,71],{"class":67},[61,1090,80],{"class":67},[61,1092,139],{"class":67},[61,1094,91],{"class":67},[61,1096,71],{"class":67},[61,1098,1099],{"class":74},"pauseType",[61,1101,71],{"class":67},[61,1103,80],{"class":67},[61,1105,71],{"class":67},[61,1107,1046],{"class":85},[61,1109,71],{"class":67},[61,1111,91],{"class":67},[61,1113,71],{"class":67},[61,1115,1116],{"class":74},"timeout",[61,1118,71],{"class":67},[61,1120,80],{"class":67},[61,1122,71],{"class":67},[61,1124,1125],{"class":85},"2",[61,1127,71],{"class":67},[61,1129,91],{"class":67},[61,1131,71],{"class":67},[61,1133,1134],{"class":74},"timeoutUnits",[61,1136,71],{"class":67},[61,1138,80],{"class":67},[61,1140,71],{"class":67},[61,1142,1143],{"class":85},"seconds",[61,1145,71],{"class":67},[61,1147,91],{"class":67},[61,1149,71],{"class":67},[61,1151,1152],{"class":74},"rate",[61,1154,71],{"class":67},[61,1156,80],{"class":67},[61,1158,71],{"class":67},[61,1160,1161],{"class":85},"1",[61,1163,71],{"class":67},[61,1165,91],{"class":67},[61,1167,71],{"class":67},[61,1169,1170],{"class":74},"nbRateUnits",[61,1172,71],{"class":67},[61,1174,80],{"class":67},[61,1176,71],{"class":67},[61,1178,1161],{"class":85},[61,1180,71],{"class":67},[61,1182,91],{"class":67},[61,1184,71],{"class":67},[61,1186,1187],{"class":74},"rateUnits",[61,1189,71],{"class":67},[61,1191,80],{"class":67},[61,1193,71],{"class":67},[61,1195,1196],{"class":85},"second",[61,1198,71],{"class":67},[61,1200,91],{"class":67},[61,1202,71],{"class":67},[61,1204,1205],{"class":74},"randomFirst",[61,1207,71],{"class":67},[61,1209,80],{"class":67},[61,1211,71],{"class":67},[61,1213,1161],{"class":85},[61,1215,71],{"class":67},[61,1217,91],{"class":67},[61,1219,71],{"class":67},[61,1221,1222],{"class":74},"randomLast",[61,1224,71],{"class":67},[61,1226,80],{"class":67},[61,1228,71],{"class":67},[61,1230,1231],{"class":85},"5",[61,1233,71],{"class":67},[61,1235,91],{"class":67},[61,1237,71],{"class":67},[61,1239,1240],{"class":74},"randomUnits",[61,1242,71],{"class":67},[61,1244,80],{"class":67},[61,1246,71],{"class":67},[61,1248,1143],{"class":85},[61,1250,71],{"class":67},[61,1252,91],{"class":67},[61,1254,71],{"class":67},[61,1256,1257],{"class":74},"drop",[61,1259,71],{"class":67},[61,1261,630],{"class":67},[61,1263,71],{"class":67},[61,1265,1266],{"class":74},"allowrate",[61,1268,71],{"class":67},[61,1270,630],{"class":67},[61,1272,71],{"class":67},[61,1274,1275],{"class":74},"outputs",[61,1277,71],{"class":67},[61,1279,80],{"class":67},[61,1281,1161],{"class":221},[61,1283,91],{"class":67},[61,12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the flow above, and you might see a delay in the data shown on the debug panel. For this example, we added a Delay node before the Change node that converts temperature data from Kelvin to Celsius. While this delay is visible here, finding such delays in larger flows with many nodes can be difficult and time-consuming. Open Telemetry makes this easier by giving you detailed traces that show where delays or issues are happening",[27,1330,1332],{"id":1331},"prerequisite","Prerequisite",[12,1334,1335],{},"Before you start, ensure you have the following:",[1337,1338,1339,1350],"ul",{},[1340,1341,1342,1349],"li",{},[1343,1344,1348],"a",{"href":1345,"rel":1346},"https:\u002F\u002Fflows.nodered.org\u002Fnode\u002Fnode-red-contrib-opentelemetry",[1347],"nofollow","node-red-contrib-opentelemetry"," : Install this Node-RED module via the Node-RED Palette Manager.",[1340,1351,1352,1353,1358,1359,1364],{},"Open Telemetry exporter: Set up an Open Telemetry exporter to send trace data to a backend. For details on available exporters, visit ",[1343,1354,1357],{"href":1355,"rel":1356},"https:\u002F\u002Fopentelemetry.io\u002Fdocs\u002Finstrumentation\u002Fjs\u002Fexporters\u002F",[1347],"Open Telemetry Exporters",". For this guide, I have set up the ",[1343,1360,1363],{"href":1361,"rel":1362},"https:\u002F\u002Fjaegertracing.io\u002F",[1347],"Jaeger",".",[27,1366,1368],{"id":1367},"setting-open-telemetry-in-node-red","Setting Open Telemetry in Node-RED",[12,1370,1371,1377],{},[1372,1373],"img",{"alt":1374,"src":1375,"title":1376},"\"Screenshot showing the configuration of opentelmetry node\"","\u002Fblog\u002F2024\u002F08\u002Fimages\u002Fopentelmetry-node.png","Screenshot showing the configuration of opentelmetry node",[1378,1379,1376],"em",{},[1381,1382,1383,1390,1397,1400,1403,1406],"ol",{},[1340,1384,1385,1386,1389],{},"Drag an ",[58,1387,1388],{},"OTEL"," node onto the canvas.",[1340,1391,1392,1393,1396],{},"Double-click on the node and set the URL to your exporter endpoint (e.g., ",[58,1394,1395],{},"http:\u002F\u002Flocalhost:4318\u002Fv1\u002Ftraces"," for a locally running Jaeger exporter). Provide a name for the service according to your preference, and set the Prefix, which will be added to the root Node-RED span name before the initial node name (you can keep it as \"Message\" if preferred).",[1340,1398,1399],{},"In the Ignore field, add the names of nodes you want to exclude from Open Telemetry tracing.",[1340,1401,1402],{},"In the Propagate field, add the names of nodes if you want them to forward trace headers to external systems or other nodes in the flow. This ensures that these nodes participate in the distributed trace, allowing the trace context to be maintained across different components.",[1340,1404,1405],{},"Set the Timeout to define how long (in seconds) the OTEL node should wait before ending and discarding a message that has not been modified.",[1340,1407,1408],{},"Now deploy the flow by clicking on the top-right deploy button.",[12,1410,1411],{},"Once the flow is deployed, Open Telemetry will start collecting and sending trace data to your specified exporter.",[27,1413,1415],{"id":1414},"monitoring-performance-using-the-exporter-web-ui","Monitoring Performance Using the Exporter Web UI",[12,1417,1418],{},"Now, let's monitor the performance and latency between each node to identify delays. For this section, I am assuming you have Jaeger running as your exporter.",[1381,1420,1421,1427,1430,1433],{},[1340,1422,1423,1424,1364],{},"Open the Jaeger web UI in your browser. By default, it will be available at ",[58,1425,1426],{},"http:\u002F\u002Flocalhost:16686\u002F",[1340,1428,1429],{},"Navigate to the \"Search\" by clicking on the \"Search\" option at the top.",[1340,1431,1432],{},"Select the service name that you configured in the OTEL node from the service field. Once selected, you will see all the traces for each interaction in the flow. You can filter the traces by specific nodes using the operation field.",[1340,1434,1435],{},"To monitor and find issues, select the desired trace and click on the \"Find Trace\" button. Click on the first trace to examine it.",[12,1437,1438],{},"Once the trace opens, you will see the duration taken by each node to process and pass data. Notice the time taken by the delay node, which is 2 seconds, indicating the problem. By clicking on the green line corresponding to this delay node, you can view more detailed information about the trace.",[12,1440,1441,1446],{},[1372,1442],{"alt":1443,"src":1444,"title":1445},"\"Image showing the total duration taken by the flow\"","\u002Fblog\u002F2024\u002F08\u002Fimages\u002Fbefore.png","Image showing the total duration taken by the flow",[1378,1447,1448],{},"Image showing the tototal duration taken by the flow",[12,1450,1451],{},"Since the issue was identified with the delay node, let's remove that delay node.",[48,1453,1454],{},[51,1455,1457],{"className":53,"code":1456,"language":55,"meta":56,"style":56},"[{\"id\":\"636ac7b4d798a5c4\",\"type\":\"inject\",\"z\":\"350fb9fbb98012be\",\"name\":\"Temperature sensor\",\"props\":[{\"p\":\"payload\"}],\"repeat\":\"\",\"crontab\":\"\",\"once\":true,\"onceDelay\":0.1,\"topic\":\"\",\"payload\":\"300\",\"payloadType\":\"jsonata\",\"x\":200,\"y\":100,\"wires\":[[\"c8a1749629359031\"]]},{\"id\":\"ac87db82c2ab66f5\",\"type\":\"debug\",\"z\":\"350fb9fbb98012be\",\"name\":\"debug 1\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"payload\",\"targetType\":\"msg\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":640,\"y\":100,\"wires\":[]},{\"id\":\"c8a1749629359031\",\"type\":\"change\",\"z\":\"350fb9fbb98012be\",\"name\":\"Kelvin to Celsius\",\"rules\":[{\"t\":\"set\",\"p\":\"payload\",\"pt\":\"msg\",\"to\":\"payload - 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updating the flow, redeploy the flow and check the traces again. You should see that the total time has been reduced significantly, with the overall flow now taking around 8 milliseconds instead of the previous 2 seconds. This demonstrates how Open Telemetry helps in identifying and resolving performance issues in your Node-RED flows.",[12,2124,2125,2130],{},[1372,2126],{"alt":2127,"src":2128,"title":2129},"\"Image showing the total duration taken by the flow after fixing the issue\"","\u002Fblog\u002F2024\u002F08\u002Fimages\u002Fafter.png","Image showing the total duration taken by the flow after fixing the issue",[1378,2131,2129],{},[12,2133,2134],{},"Throughout this guide, we’ve interacted with an exporter which is running locally. However, by deploying and setting up your exporter on a server, you can remotely monitor the performance of your Node-RED flows. This setup enables you to oversee your system's performance from anywhere, making it easier to detect and address issues promptly.",[19,2136,2138],{"id":2137},"enhancing-monitoring-and-optimization-with-flowfuse","Enhancing Monitoring and Optimization with FlowFuse",[12,2140,2141],{},"While OpenTelemetry excels at tracing and optimizing Node-RED flows, FlowFuse offers a powerful solution for managing and monitoring Node-RED instances. It streamlines the creation, deployment, and management of instances, allowing you to deploy your applications with a single click and minimizing deployment complexity and errors.",[12,2143,2144],{},"FlowFuse also boosts collaboration and security through features like team management, role-based access control, multi-factor authentication, and snapshot recovery. These capabilities ensure effective management, secure access, and easy recovery from changes, making FlowFuse an essential tool for optimizing and overseeing your Node-RED deployments.",[19,2146,2148],{"id":2147},"conclusion","Conclusion",[12,2150,2151],{},"Integrating OpenTelemetry with Node-RED enables you to efficiently trace and resolve delays in your flows, ensuring smoother and more efficient operation of your IoT applications. By following the steps outlined in this guide, you can leverage distributed tracing to identify performance bottlenecks and optimize your flows effectively. With OpenTelemetry's detailed insights and FlowFuse's robust features, you'll be well-equipped to maintain peak performance and manage your Node-RED environment seamlessly.",[146,2153,2154],{},"html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":56,"searchDepth":2156,"depth":2156,"links":2157},4,[2158,2163,2168,2169],{"id":21,"depth":2159,"text":22,"children":2160},2,[2161],{"id":29,"depth":2162,"text":30},3,{"id":39,"depth":2159,"text":40,"children":2164},[2165,2166,2167],{"id":1331,"depth":2162,"text":1332},{"id":1367,"depth":2162,"text":1368},{"id":1414,"depth":2162,"text":1415},{"id":2137,"depth":2159,"text":2138},{"id":2147,"depth":2159,"text":2148},{"type":2171,"title":2172,"description":2173},"sign-up","Manage and Monitor Node-RED at Scale","FlowFuse gives you centralized deployment, team collaboration, role-based access control, and snapshot recovery, everything you need to keep your Node-RED flows running reliably in production.","2024-08-15","Learn to integrate Open Telemetry with Node-RED to track and optimize flow performance.","md",null,"\u002Fblog\u002F2024\u002F08\u002Fimages\u002Fopentelemetry-with-node-red.png","2026-06-03",{"keywords":2181,"excerpt":2182},"nodered opentelemetry node opentelemetry, opentelemetry nodejs example, opentelemetry node, open telemetry nodejs, node-red distributed tracing, node-red performance monitoring, opentelemetry jaeger node-red",{"type":9,"value":2183},[2184],[12,2185,14],{},true,"\u002Fblog\u002F2024\u002F08\u002Fopentelemetry-with-node-red",{"title":5,"description":2175},{"loc":2187},"blog\u002F2024\u002F08\u002Fopentelemetry-with-node-red","Integrating Open Telemetry with Node-RED for Efficient Distributed Tracing",[2193,2194,2195,2196],"post","node-red","node-red tips","how-to","This guide explains how to integrate OpenTelemetry with Node-RED using the node-red-contrib-opentelemetry module to perform distributed tracing. By connecting to a Jaeger exporter, you can inspect per-node latency across your flows, pinpoint bottlenecks, and verify that fixes have the intended effect, reducing a 2-second delay to just 8 milliseconds in the worked example.","Gv3oxocvSSx9sSreiOtMHnQXY8M7kg0DTaYHpoSA-3I",{"id":2200,"extension":2201,"meta":2202,"sections":2203,"stem":2592,"__hash__":2593},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[2204,2255,2356,2418,2495,2574],{"id":2205,"title":2206,"features":2207},"ai-automation","AI & Automation",[2208,2218,2228,2238,2244,2250],{"id":2209,"title":2210,"description":2211,"docsLink":2212,"changelog":2213,"tiers":2217},"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",[2214],{"url":2215,"release":2216},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":2186,"hub":2186,"fleet":2186},{"id":2219,"title":2220,"description":2221,"docsLink":2222,"changelog":2223,"subfeature":2186,"showOnPricing":2226,"tiers":2227},"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",[2224],{"url":2225,"release":2216},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":2186,"hub":2186,"fleet":2186},{"id":2229,"title":2230,"description":2231,"docsLink":2232,"changelog":2233,"subfeature":2186,"showOnPricing":2226,"tiers":2237},"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",[2234],{"url":2235,"release":2236},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":2186,"hub":2186,"fleet":2186},{"id":2239,"title":2240,"description":2241,"docsLink":2242,"subfeature":2186,"beta":2186,"showOnPricing":2226,"tiers":2243},"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":2186,"hub":2186,"fleet":2186},{"id":2245,"title":2246,"description":2247,"docsLink":2248,"tiers":2249},"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":2186,"hub":2186,"fleet":2186},{"id":2251,"title":2252,"description":2253,"tiers":2254},"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":2186,"hub":2186,"fleet":2186},{"id":2256,"title":2257,"features":2258},"build","Build",[2259,2265,2271,2281,2287,2293,2297,2303,2309,2317,2323,2327,2331,2340,2348],{"id":2260,"title":2261,"description":2262,"docsLink":2263,"tiers":2264},"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":2186,"hub":2226,"fleet":2186},{"id":2266,"title":2267,"description":2268,"docsLink":2269,"tiers":2270},"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":2186,"hub":2186,"fleet":2186},{"id":2272,"title":2273,"description":2274,"docsLink":2275,"changelog":2276,"tiers":2280},"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",[2277],{"url":2278,"release":2279},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":2186,"hub":2186,"fleet":2186},{"id":2282,"title":2283,"description":2284,"docsLink":2285,"tiers":2286},"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":2186,"hub":2186,"fleet":2186},{"id":2288,"title":2289,"description":2290,"docsLink":2291,"showOnPricing":2226,"tiers":2292},"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":2186,"hub":2186,"fleet":2186},{"id":2294,"title":2295,"showOnPricing":2226,"tiers":2296},"static-assets","Static Assets",{"edge":2186,"hub":2186,"fleet":2186},{"id":2298,"title":2299,"description":2300,"docsLink":2301,"tiers":2302},"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":2186,"hub":2186,"fleet":2186},{"id":2304,"title":2305,"description":2306,"docsLink":2307,"tiers":2308},"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":2186,"hub":2186,"fleet":2186},{"id":2310,"title":2311,"description":2312,"changelog":2313,"subfeature":2186,"showOnPricing":2226,"tiers":2316},"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.",[2314],{"url":2315,"release":2279},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":2186,"hub":2186,"fleet":2186},{"id":2318,"title":2319,"description":2320,"docsLink":2321,"tiers":2322},"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":2186,"hub":2186,"fleet":2186},{"id":2324,"title":2325,"subfeature":2186,"showOnPricing":2226,"tiers":2326},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":2186,"hub":2226,"fleet":2186},{"id":2328,"title":2329,"subfeature":2186,"showOnPricing":2226,"tiers":2330},"blueprints-it-apps","Blueprints - IT APPS",{"edge":2226,"hub":2186,"fleet":2226},{"id":2332,"title":2333,"description":2334,"changelog":2335,"showOnPricing":2226,"tiers":2339},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[2336],{"url":2337,"release":2338},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":2186,"hub":2186,"fleet":2186},{"id":2341,"title":2342,"description":2343,"changelog":2344,"showOnPricing":2226,"tiers":2347},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[2345],{"url":2346,"release":2236},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":2186,"hub":2186,"fleet":2186},{"id":2349,"title":2350,"description":2351,"changelog":2352,"showOnPricing":2226,"tiers":2355},"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.",[2353],{"url":2354,"release":2338},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":2186,"hub":2186,"fleet":2186},{"id":2357,"title":2358,"features":2359},"deploy","Deploy",[2360,2366,2375,2381,2387,2393,2399,2405,2410],{"id":2361,"title":2362,"description":2363,"docsLink":2364,"tiers":2365},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":2186,"hub":2186,"fleet":2186},{"id":2367,"title":2368,"description":2369,"docsLink":2370,"changelog":2371,"tiers":2374},"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",[2372],{"url":2373,"release":2216},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":2186,"hub":2226,"fleet":2186},{"id":2376,"title":2377,"description":2378,"docsLink":2379,"tiers":2380},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":2226,"hub":2186,"fleet":2226},{"id":2382,"title":2383,"description":2384,"docsLink":2385,"tiers":2386},"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":2186,"hub":2226,"fleet":2186},{"id":2388,"title":2389,"description":2390,"docsLink":2391,"showOnPricing":2226,"tiers":2392},"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":2186,"hub":2186,"fleet":2186},{"id":2394,"title":2395,"description":2396,"docsLink":2397,"tiers":2398},"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":2186,"hub":2186,"fleet":2186},{"id":2400,"title":2401,"description":2402,"docsLink":2403,"tiers":2404},"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":2226,"hub":2186,"fleet":2226},{"id":2406,"title":2407,"description":2408,"docsLink":2403,"subfeature":2186,"showOnPricing":2226,"tiers":2409},"git-integration-github","GitHub","Push and pull snapshots to GitHub repositories through DevOps Pipeline Git Stages.",{"edge":2226,"hub":2186,"fleet":2226},{"id":2411,"title":2412,"description":2413,"docsLink":2403,"changelog":2414,"subfeature":2186,"showOnPricing":2226,"tiers":2417},"git-integration-azure","Azure DevOps","Push and pull snapshots to Azure DevOps repositories through DevOps Pipeline Git Stages.",[2415],{"url":2416,"release":2338},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops\u002F",{"edge":2226,"hub":2186,"fleet":2226},{"id":2419,"title":2420,"features":2421},"operate-maintain","Operate & Maintain",[2422,2428,2434,2439,2447,2451,2455,2460,2466,2472,2477,2483,2487,2491],{"id":2423,"title":2424,"description":2425,"docsLink":2426,"tiers":2427},"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":2186,"hub":2186,"fleet":2186},{"id":2429,"title":2430,"description":2431,"docsLink":2432,"subfeature":2186,"showOnPricing":2226,"tiers":2433},"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":2186,"hub":2186,"fleet":2186},{"id":2435,"title":2436,"description":2437,"docsLink":2432,"subfeature":2186,"showOnPricing":2226,"tiers":2438},"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":2186,"hub":2186,"fleet":2186},{"id":2440,"title":2441,"description":2442,"changelog":2443,"subfeature":2186,"showOnPricing":2226,"tiers":2446},"snapshot-comparison","Snapshot Comparison","Compare two snapshots side-by-side with a navigable diff view. Step through every changed, added, or deleted node and see property and code diffs.",[2444],{"url":2445,"release":2338},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer\u002F",{"edge":2186,"hub":2186,"fleet":2186},{"id":2448,"title":2449,"subfeature":2186,"showOnPricing":2226,"tiers":2450},"version-history-timeline","Version History Timeline",{"edge":2186,"hub":2186,"fleet":2186},{"id":2452,"title":2453,"tiers":2454},"unlimited-workflow-executions","Unlimited Workflow Executions",{"edge":2186,"hub":2186,"fleet":2186},{"id":2456,"title":2457,"description":2458,"tiers":2459},"device-fleet-updates","Device Fleet Updates","Connect to edge devices to quickly assess and update logic. Debug one device and roll out improvements to your fleet in minutes, securely without requiring full device access for your whole organisation.",{"edge":2186,"hub":2226,"fleet":2186},{"id":2461,"title":2462,"description":2463,"docsLink":2464,"tiers":2465},"device-group-management","Device Group Management","Logically group devices assigned to an application and integrate device groups into your DevOps Pipeline for coordinated fleet updates.","\u002Fdocs\u002Fuser\u002Fdevice-groups\u002F",{"edge":2186,"hub":2226,"fleet":2186},{"id":2467,"title":2468,"description":2469,"docsLink":2470,"tiers":2471},"high-availability","High Availability","Leverage horizontal scaling for reliable and scalable processing of your data through Node-RED.","\u002Fdocs\u002Fuser\u002Fhigh-availability\u002F",{"edge":2226,"hub":2186,"fleet":2226},{"id":2473,"title":2474,"description":2475,"tiers":2476},"performance-monitoring","Performance Monitoring & Alerts","Track CPU, memory, and event loop performance across your instances and devices, with email alerts when something needs your attention.",{"edge":2186,"hub":2186,"fleet":2186},{"id":2478,"title":2479,"description":2480,"docsLink":2481,"subfeature":2186,"showOnPricing":2226,"tiers":2482},"instance-monitoring","Instance Monitoring","Enable alerts to be sent via email when your Node-RED instances encounter issues.","\u002Fdocs\u002Fuser\u002Finstance-settings\u002F#alerts",{"edge":2186,"hub":2186,"fleet":2186},{"id":2484,"title":2485,"subfeature":2186,"showOnPricing":2226,"tiers":2486},"email-alerts","Email Alerts",{"edge":2186,"hub":2186,"fleet":2186},{"id":2488,"title":2489,"showOnPricing":2226,"tiers":2490},"api-debug-length-limit","API\u002FDebug Length Limit",{"edge":2186,"hub":2186,"fleet":2186},{"id":2492,"title":2493,"tiers":2494},"protected-instances","Protected Instances",{"edge":2226,"hub":2186,"fleet":2226},{"id":2496,"title":2497,"features":2498},"govern-secure","Govern and Secure",[2499,2508,2514,2520,2525,2531,2537,2543,2551,2557,2563,2569],{"id":2500,"title":2501,"description":2502,"docsLink":2503,"changelog":2504,"tiers":2507},"single-sign-on","Single Sign-On (SSO)","Configure FlowFuse to work with your own SSO provider, allowing users to access FlowFuse with a single set of login credentials.","\u002Fdocs\u002Fadmin\u002Fsso\u002F",[2505],{"url":2506,"release":2279},"\u002Fchangelog\u002F2026\u002F07\u002Fapplication-sso-groups\u002F",{"edge":2186,"hub":2186,"fleet":2186},{"id":2509,"title":2510,"description":2511,"docsLink":2512,"tiers":2513},"two-factor-authentication","Two-Factor Authentication","Two-factor authentication adds an extra layer of security to your FlowFuse account.","\u002Fdocs\u002Fuser\u002Fuser-settings\u002F#two-factor-authentication",{"edge":2186,"hub":2186,"fleet":2186},{"id":2515,"title":2516,"description":2517,"docsLink":2518,"tiers":2519},"certified-nodes-it","Certified Nodes - IT","IT certified node bundle includes: Redis, MQTT, HTTP Request, AI nodes (Gemini, Claude, ChatGPT, Ollama), MCP Server","\u002Fblog\u002F2025\u002F07\u002Fcertified-nodes-v2\u002F",{"edge":2226,"hub":2186,"fleet":2186},{"id":2521,"title":2522,"description":2523,"tiers":2524},"certified-nodes-ot","Certified OT Connections - OPC-UA, Modbus, etc.","OT certified node bundle includes: OPC-UA, Modbus TCP & RTU, RTSP, EtherNet\u002FIP, AI nodes (Gemini, Claude, ChatGPT, Ollama), MCP Server",{"edge":2186,"hub":2226,"fleet":2226},{"id":2526,"title":2527,"description":2528,"docsLink":2529,"tiers":2530},"audit-log","Audit Log","Keep track of everything going on in your Node-RED instances and FlowFuse. Audit Logs provide details on what actions have taken place, when they happened, and who did them.","\u002Fdocs\u002Fuser\u002Flogs\u002F#audit-log",{"edge":2186,"hub":2186,"fleet":2186},{"id":2532,"title":2533,"description":2534,"docsLink":2535,"tiers":2536},"role-based-access-control","Role-Based Access Control","Control who can do what at both the team and application level, from viewers to admins.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F",{"edge":2186,"hub":2186,"fleet":2186},{"id":2538,"title":2539,"description":2540,"docsLink":2541,"subfeature":2186,"showOnPricing":2226,"tiers":2542},"application-level-rbac","Application-Level RBAC","Fine-grained access control per application, allowing team members to have different permission levels across different applications without requiring separate teams.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F#application-level-rbac",{"edge":2186,"hub":2186,"fleet":2186},{"id":2544,"title":2545,"description":2546,"changelog":2547,"subfeature":2186,"showOnPricing":2226,"tiers":2550},"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.",[2548],{"url":2549,"release":2279},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":2186,"hub":2186,"fleet":2186},{"id":2552,"title":2553,"description":2554,"docsLink":2555,"showOnPricing":2226,"tiers":2556},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":2186,"hub":2186,"fleet":2186},{"id":2558,"title":2559,"description":2560,"docsLink":2561,"showOnPricing":2226,"tiers":2562},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED instances using FlowFuse credentials.","\u002Fdocs\u002Fuser\u002Finstance-settings\u002F#security",{"edge":2186,"hub":2186,"fleet":2186},{"id":2564,"title":2565,"description":2566,"docsLink":2567,"tiers":2568},"baa-for-hipaa","BAA for HIPAA","FlowFuse can sign a Business Associate Agreement to ensure proper safeguarding of protected health information handled on your behalf.","\u002Fhandbook\u002Fsales\u002Fsubscription-agreement-1.5\u002F",{"edge":2226,"hub":2186,"fleet":2226},{"id":2570,"title":2571,"description":2572,"tiers":2573},"sbom","Software Bill of Materials","A complete list of all software components used in your Node-RED instances and hosted applications, including version numbers and license information.",{"edge":2226,"hub":2186,"fleet":2226},{"id":2575,"title":2576,"features":2577},"support","Support",[2578,2583,2587],{"id":2579,"title":2580,"docsLink":2581,"tiers":2582},"installation-support","Installation Support","\u002Fdocs\u002Finstall\u002Fintroduction\u002F#do-you-need-help-installation-service",{"edge":2186,"hub":2186,"fleet":2186},{"id":2584,"title":2585,"showOnPricing":2226,"tiers":2586},"live-chat-support","Live Chat Support",{"edge":2186,"hub":2186,"fleet":2186},{"id":2588,"title":2589,"docsLink":2590,"tiers":2591},"enterprise-support","Enterprise 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Instances",{"path":2953,"title":2954},"\u002Fchangelog\u002F2025\u002F08\u002Fdevice-performance","FlowFuse Remote Instance Performance Data",{"path":2956,"title":2957},"\u002Fchangelog\u002F2025\u002F08\u002Fdirect-sso","Direct SSO Login",{"path":2959,"title":2960},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-assistant","FlowFuse Expert documents your flows",{"path":2962,"title":2963},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-mqtt","FlowFuse MQTT",{"path":2965,"title":2966},"\u002Fchangelog\u002F2025\u002F08\u002Fhttp-cors","Configure HTTP CORS",{"path":2968,"title":2969},"\u002Fchangelog\u002F2025\u002F08\u002Fsubflow-export","Export SubFlow as Node-RED module",{"path":2971,"title":2972},"\u002Fchangelog\u002F2025\u002F08\u002Ftables-assistant","FlowFuse Tables with a little help from the Assistant",{"path":2974,"title":2975},"\u002Fchangelog\u002F2025\u002F09\u002Fexpose-saml-groups-to-dashboard","Allow SSO groups to be shared with the Node-RED Dashboard",{"path":2977,"title":2978},"\u002Fchangelog\u002F2025\u002F09\u002Finline-assist","FlowFuse Expert can help you write code",{"path":2980,"title":2981},"\u002Fchangelog\u002F2025\u002F09\u002Fretiring-flowforge-device-agent","No more @flowforge\u002Fflowforge-device-agent releases",{"path":2983,"title":2984},"\u002Fchangelog\u002F2025\u002F09\u002Frevised-instance-snapshot-ui","Streamlined Snapshot Management",{"path":2986,"title":2987},"\u002Fchangelog\u002F2025\u002F09\u002Fteam-broker-async-api","Capture Async API data from FlowFuse Team Broker",{"path":2989,"title":2990},"\u002Fchangelog\u002F2025\u002F10\u002Fapplication-level-rbac","Application-level access control for Enterprise teams",{"path":2992,"title":2993},"\u002Fchangelog\u002F2025\u002F10\u002Fbulk-device-group-assignment","Easier Access to Bulk Device Group Management",{"path":2995,"title":2996},"\u002Fchangelog\u002F2025\u002F10\u002Fduplicate-instances-across-applications","Duplicate Instances Across 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RBACs",{"path":3043,"title":3044},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-security","FlowFuse Expert: MCP-Powered Insights",{"path":3046,"title":3047},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options","Set Node.js Options for Remote Instances",{"path":3049,"title":3050},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context","FlowFuse Expert: Helping you make sense of your debug log",{"path":3052,"title":3053},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner","FlowFuse Expert: Never Miss an Update",{"path":3055,"title":3056},"\u002Fchangelog\u002F2026\u002F02\u002Fha-instance-rolling-restart","HA Hosted Instance Rolling Restart",{"path":3058,"title":3059},"\u002Fchangelog\u002F2026\u002F02\u002Fremote-instances-immersive-editor","Immersive Mode for Remote Instances",{"path":3061,"title":3062},"\u002Fchangelog\u002F2026\u002F02\u002Frestoring-snapshots-to-remote-instances","Restoring snapshots to developer-mode Remote 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