[{"data":1,"prerenderedAt":2123},["ShallowReactive",2],{"blog-\u002Fblog\u002F2025\u002F06\u002Fstructuring-storing-data-mes-integration":3,"featureCatalog":1193,"changelog-titles":1588,"blog-all-for-related":2122},{"id":4,"title":5,"authors":6,"body":8,"cta":1172,"date":1173,"description":1174,"extension":1175,"features":1172,"image":1176,"lastUpdated":1172,"meta":1177,"navigation":1183,"path":1184,"release":1172,"seo":1185,"sitemap":1186,"stem":1187,"subtitle":1188,"tags":1189,"tldr":1172,"video":1172,"__hash__":1192},"blog\u002Fblog\u002F2025\u002F06\u002Fstructuring-storing-data-mes-integration.md","Structuring and Storing Data for Effective MES Integration",[7],"sumit-shinde",{"type":9,"value":10,"toc":1162},"minimark",[11,15,24,29,32,35,63,67,74,77,91,110,113,122,127,133,139,146,185,198,896,924,928,931,947,958,982,985,993,996,999,1007,1011,1014,1017,1059,1062,1066,1069,1072,1088,1099,1120,1125,1128,1137,1141,1144,1147,1150,1158],[12,13,14],"p",{},"Collecting factory data for your MES is just the first step. If that data isn't properly organized, cleaned, and stored, it's a jumbled mess, leading to missed opportunities and wasted investments. Disorganized information prevents your MES from quickly finding, understanding, and comparing crucial data, directly impacting production, increasing errors, and hindering confident decision-making.",[12,16,17,18,23],{},"FlowFuse simplifies ",[19,20,22],"a",{"href":21},"\u002Fblog\u002F2025\u002F06\u002Fdata-acquisition-for-mes\u002F","live factory data acquisition",", and now it's time to make that data work harder. This article dives into best practices for structuring and storing factory data, helping you maximize your MES's performance and turn raw information into a powerful tool.",[25,26,28],"h2",{"id":27},"core-strategies-for-structuring-your-factory-data","Core Strategies for Structuring Your Factory Data",[12,30,31],{},"Now that we understand the importance of data structuring, let's explore how to achieve it. This involves giving your data a clear shape and defining rules, ensuring that every system, that is part of your MES, can easily interpret the meaning of each piece of information.",[12,33,34],{},"Here are some straightforward ways we get data structred:",[36,37,38,51,57],"ul",{},[39,40,41,45,46,50],"li",{},[42,43,44],"strong",{},"Making a Plan for Your Data (Data Modeling):"," This is like drawing a simple map for your data. It helps you decide exactly what pieces of information you'll collect (like machine temperature, how many items are made, or who operated the machine) and how they connect to each other. This keeps everything neat and consistent. For example, a data model might say that every \"production run\" must have a \"start time\" and an \"end time.\" This makes sure your MES always gets the full picture and avoids confusing or incomplete information. On an ",[19,47,49],{"href":48},"\u002Findustries\u002Fautomotive\u002F","automotive"," line, that might mean every changeover event carries the same machine ID, line ID, and torque value, in the same units, no matter which plant it happened in.",[39,52,53,56],{},[42,54,55],{},"Speaking the Same Language (Standardizing):"," Imagine if everyone in your factory used different words for the same thing. It would be confusing! Standardizing means always using the same names, units, and formats everywhere. For example, if you measure temperature, always use Celsius. If one machine sends \"TempC\" and another just \"Temperature,\" standardizing ensures both are read as \"Temperature in Celsius.\" This prevents your MES from getting confused by different terms for the same data.",[39,58,59,62],{},[42,60,61],{},"Adding the Full Story (Contextulization):"," A raw number like \"100\" by itself doesn't tell you much. But if you add \"100 items made by Machine A on June 10th at 2:00 PM in Batch 123,\" suddenly you know the whole story! This means attaching important details like the exact time, the machine's name, the batch number, or who was working at that moment. This extra information makes raw numbers meaningful, so your MES can track things accurately and you can make smarter decisions based on the full picture.",[25,64,66],{"id":65},"how-flowfuse-brings-your-data-strategy-to-life","How FlowFuse Brings Your Data Strategy to Life",[12,68,69,70,73],{},"FlowFuse simplifies data structuring with its intuitive, drag-and-drop environment. Raw machine data, often just numeric signals, can be enriched, formatted, and organized in real time, ",[42,71,72],{},"without writing any code",".",[12,75,76],{},"You can easily:",[36,78,79,82,85,88],{},[39,80,81],{},"Add timestamps to readings",[39,83,84],{},"Associate data with specific machines or lines",[39,86,87],{},"Convert units (e.g., Fahrenheit to Celsius)",[39,89,90],{},"Rename fields for consistency",[12,92,93,94,98,99,98,102,105,106,109],{},"FlowFuse comes with standard nodes, like ",[95,96,97],"code",{},"split",", ",[95,100,101],{},"change",[95,103,104],{},"join",", and ",[95,107,108],{},"switch",". These let you visually tell FlowFuse how to transform your data. These nodes handle all the technical work for you. You just connect the blocks that clean your data, add context, and prepare it for use in monitoring dashboards or other industrial applications.",[12,111,112],{},"There's another simple and powerful node to tell you about. It lets you handle data modeling, standardization, and contextualization, plus it checks your data to make sure it's in the correct range or type. We call this method JSON Schema validation.",[114,115,116],"blockquote",{},[12,117,118,121],{},[42,119,120],{},"JSON Schema"," is a vocabulary that allows you to annotate and validate JSON documents. It defines the structure, data types, and validation rules, ensuring consistency and interoperability across different applications and systems.",[123,124,126],"h3",{"id":125},"setting-up-json-schema-validation","Setting Up JSON Schema Validation",[12,128,129,130,73],{},"To get started, open your ",[42,131,132],{},"FlowFuse instance editor",[12,134,135,136,73],{},"Next, you'll need to install the specific node for JSON Schema validation. Search for and install ",[95,137,138],{},"node-red-contrib-json-full-schema-validator",[12,140,141,142,145],{},"Once the node is installed, your next step is to ",[42,143,144],{},"plan your data schema",". This involves deciding:",[36,147,148,154,160,166,172],{},[39,149,150,153],{},[42,151,152],{},"Which properties are essential"," for your data.",[39,155,156,159],{},[42,157,158],{},"What data types"," these properties should have (e.g., number, string, boolean).",[39,161,162,165],{},[42,163,164],{},"The units"," for numerical data (e.g., if it's temperature, should it be Celsius or Fahrenheit?).",[39,167,168,171],{},[42,169,170],{},"Valid ranges"," for your data (e.g., a temperature range of -40°C to 150°C).",[39,173,174,175,98,178,181,182,73],{},"Other factors like ",[42,176,177],{},"precision",[42,179,180],{},"mandatory fields",", and any ",[42,183,184],{},"additional attributes",[12,186,187,188,191,192,73],{},"After planning, you'll prepare this schema in ",[42,189,190],{},"JSON format",". For a comprehensive guide on how to define your JSON Schemas, check out this helpful: ",[19,193,197],{"href":194,"rel":195},"https:\u002F\u002Fjson-schema.org\u002Flearn\u002Fgetting-started-step-by-step",[196],"nofollow","Getting Started Guide",[199,200,205],"pre",{"className":201,"code":202,"language":203,"meta":204,"style":204},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","{\n  \"title\": \"Hydraulic Pump\",\n  \"type\": \"object\",\n  \"required\": [\"timestamp\", \"temperature\", \"pressure\"],\n  \"properties\": {\n    \"timestamp\": {\n      \"type\": \"string\",\n      \"format\": \"date-time\",\n      \"description\": \"Timestamp of when the data was recorded.\"\n    },\n    \"temperature\": {\n      \"type\": \"object\",\n      \"required\": [\"value\", \"unit\"],\n      \"properties\": {\n        \"value\": {\n          \"type\": \"number\",\n          \"description\": \"The temperature value.\",\n          \"minimum\": 0\n        },\n        \"unit\": {\n          \"type\": \"string\",\n          \"enum\": [\"Celsius\"],\n          \"description\": \"The unit of the temperature value.\"\n        }\n      }\n    },\n    \"pressure\": {\n      \"type\": \"object\",\n      \"required\": [\"value\", \"unit\"],\n      \"properties\": {\n        \"value\": {\n          \"type\": \"number\",\n          \"description\": \"The pressure value.\",\n          \"minimum\": 0\n        },\n        \"unit\": {\n          \"type\": \"string\",\n          \"enum\": [\"Pascal\"],\n          \"description\": \"The unit of the pressure value.\"\n        }\n      }\n    }\n  }\n}\n","json","",[95,206,207,216,244,265,309,324,339,361,382,402,408,421,440,471,484,499,521,541,556,562,575,594,617,635,641,647,652,665,684,713,726,739,758,778,791,796,809,828,850,868,873,878,884,890],{"__ignoreMap":204},[208,209,212],"span",{"class":210,"line":211},"line",1,[208,213,215],{"class":214},"sMK4o","{\n",[208,217,219,222,226,229,232,235,239,241],{"class":210,"line":218},2,[208,220,221],{"class":214},"  \"",[208,223,225],{"class":224},"spNyl","title",[208,227,228],{"class":214},"\"",[208,230,231],{"class":214},":",[208,233,234],{"class":214}," \"",[208,236,238],{"class":237},"sfazB","Hydraulic Pump",[208,240,228],{"class":214},[208,242,243],{"class":214},",\n",[208,245,247,249,252,254,256,258,261,263],{"class":210,"line":246},3,[208,248,221],{"class":214},[208,250,251],{"class":224},"type",[208,253,228],{"class":214},[208,255,231],{"class":214},[208,257,234],{"class":214},[208,259,260],{"class":237},"object",[208,262,228],{"class":214},[208,264,243],{"class":214},[208,266,268,270,273,275,277,280,282,285,287,290,292,295,297,299,301,304,306],{"class":210,"line":267},4,[208,269,221],{"class":214},[208,271,272],{"class":224},"required",[208,274,228],{"class":214},[208,276,231],{"class":214},[208,278,279],{"class":214}," [",[208,281,228],{"class":214},[208,283,284],{"class":237},"timestamp",[208,286,228],{"class":214},[208,288,289],{"class":214},",",[208,291,234],{"class":214},[208,293,294],{"class":237},"temperature",[208,296,228],{"class":214},[208,298,289],{"class":214},[208,300,234],{"class":214},[208,302,303],{"class":237},"pressure",[208,305,228],{"class":214},[208,307,308],{"class":214},"],\n",[208,310,312,314,317,319,321],{"class":210,"line":311},5,[208,313,221],{"class":214},[208,315,316],{"class":224},"properties",[208,318,228],{"class":214},[208,320,231],{"class":214},[208,322,323],{"class":214}," {\n",[208,325,327,330,333,335,337],{"class":210,"line":326},6,[208,328,329],{"class":214},"    \"",[208,331,284],{"class":332},"sBMFI",[208,334,228],{"class":214},[208,336,231],{"class":214},[208,338,323],{"class":214},[208,340,342,345,348,350,352,354,357,359],{"class":210,"line":341},7,[208,343,344],{"class":214},"      \"",[208,346,251],{"class":347},"sbssI",[208,349,228],{"class":214},[208,351,231],{"class":214},[208,353,234],{"class":214},[208,355,356],{"class":237},"string",[208,358,228],{"class":214},[208,360,243],{"class":214},[208,362,364,366,369,371,373,375,378,380],{"class":210,"line":363},8,[208,365,344],{"class":214},[208,367,368],{"class":347},"format",[208,370,228],{"class":214},[208,372,231],{"class":214},[208,374,234],{"class":214},[208,376,377],{"class":237},"date-time",[208,379,228],{"class":214},[208,381,243],{"class":214},[208,383,385,387,390,392,394,396,399],{"class":210,"line":384},9,[208,386,344],{"class":214},[208,388,389],{"class":347},"description",[208,391,228],{"class":214},[208,393,231],{"class":214},[208,395,234],{"class":214},[208,397,398],{"class":237},"Timestamp of when the data was recorded.",[208,400,401],{"class":214},"\"\n",[208,403,405],{"class":210,"line":404},10,[208,406,407],{"class":214},"    },\n",[208,409,411,413,415,417,419],{"class":210,"line":410},11,[208,412,329],{"class":214},[208,414,294],{"class":332},[208,416,228],{"class":214},[208,418,231],{"class":214},[208,420,323],{"class":214},[208,422,424,426,428,430,432,434,436,438],{"class":210,"line":423},12,[208,425,344],{"class":214},[208,427,251],{"class":347},[208,429,228],{"class":214},[208,431,231],{"class":214},[208,433,234],{"class":214},[208,435,260],{"class":237},[208,437,228],{"class":214},[208,439,243],{"class":214},[208,441,443,445,447,449,451,453,455,458,460,462,464,467,469],{"class":210,"line":442},13,[208,444,344],{"class":214},[208,446,272],{"class":347},[208,448,228],{"class":214},[208,450,231],{"class":214},[208,452,279],{"class":214},[208,454,228],{"class":214},[208,456,457],{"class":237},"value",[208,459,228],{"class":214},[208,461,289],{"class":214},[208,463,234],{"class":214},[208,465,466],{"class":237},"unit",[208,468,228],{"class":214},[208,470,308],{"class":214},[208,472,474,476,478,480,482],{"class":210,"line":473},14,[208,475,344],{"class":214},[208,477,316],{"class":347},[208,479,228],{"class":214},[208,481,231],{"class":214},[208,483,323],{"class":214},[208,485,487,490,493,495,497],{"class":210,"line":486},15,[208,488,489],{"class":214},"        \"",[208,491,457],{"class":492},"swJcz",[208,494,228],{"class":214},[208,496,231],{"class":214},[208,498,323],{"class":214},[208,500,502,505,508,510,512,514,517,519],{"class":210,"line":501},16,[208,503,504],{"class":214},"          \"",[208,506,251],{"class":507},"su27w",[208,509,228],{"class":214},[208,511,231],{"class":214},[208,513,234],{"class":214},[208,515,516],{"class":237},"number",[208,518,228],{"class":214},[208,520,243],{"class":214},[208,522,524,526,528,530,532,534,537,539],{"class":210,"line":523},17,[208,525,504],{"class":214},[208,527,389],{"class":507},[208,529,228],{"class":214},[208,531,231],{"class":214},[208,533,234],{"class":214},[208,535,536],{"class":237},"The temperature value.",[208,538,228],{"class":214},[208,540,243],{"class":214},[208,542,544,546,549,551,553],{"class":210,"line":543},18,[208,545,504],{"class":214},[208,547,548],{"class":507},"minimum",[208,550,228],{"class":214},[208,552,231],{"class":214},[208,554,555],{"class":347}," 0\n",[208,557,559],{"class":210,"line":558},19,[208,560,561],{"class":214},"        },\n",[208,563,565,567,569,571,573],{"class":210,"line":564},20,[208,566,489],{"class":214},[208,568,466],{"class":492},[208,570,228],{"class":214},[208,572,231],{"class":214},[208,574,323],{"class":214},[208,576,578,580,582,584,586,588,590,592],{"class":210,"line":577},21,[208,579,504],{"class":214},[208,581,251],{"class":507},[208,583,228],{"class":214},[208,585,231],{"class":214},[208,587,234],{"class":214},[208,589,356],{"class":237},[208,591,228],{"class":214},[208,593,243],{"class":214},[208,595,597,599,602,604,606,608,610,613,615],{"class":210,"line":596},22,[208,598,504],{"class":214},[208,600,601],{"class":507},"enum",[208,603,228],{"class":214},[208,605,231],{"class":214},[208,607,279],{"class":214},[208,609,228],{"class":214},[208,611,612],{"class":237},"Celsius",[208,614,228],{"class":214},[208,616,308],{"class":214},[208,618,620,622,624,626,628,630,633],{"class":210,"line":619},23,[208,621,504],{"class":214},[208,623,389],{"class":507},[208,625,228],{"class":214},[208,627,231],{"class":214},[208,629,234],{"class":214},[208,631,632],{"class":237},"The unit of the temperature value.",[208,634,401],{"class":214},[208,636,638],{"class":210,"line":637},24,[208,639,640],{"class":214},"        }\n",[208,642,644],{"class":210,"line":643},25,[208,645,646],{"class":214},"      }\n",[208,648,650],{"class":210,"line":649},26,[208,651,407],{"class":214},[208,653,655,657,659,661,663],{"class":210,"line":654},27,[208,656,329],{"class":214},[208,658,303],{"class":332},[208,660,228],{"class":214},[208,662,231],{"class":214},[208,664,323],{"class":214},[208,666,668,670,672,674,676,678,680,682],{"class":210,"line":667},28,[208,669,344],{"class":214},[208,671,251],{"class":347},[208,673,228],{"class":214},[208,675,231],{"class":214},[208,677,234],{"class":214},[208,679,260],{"class":237},[208,681,228],{"class":214},[208,683,243],{"class":214},[208,685,687,689,691,693,695,697,699,701,703,705,707,709,711],{"class":210,"line":686},29,[208,688,344],{"class":214},[208,690,272],{"class":347},[208,692,228],{"class":214},[208,694,231],{"class":214},[208,696,279],{"class":214},[208,698,228],{"class":214},[208,700,457],{"class":237},[208,702,228],{"class":214},[208,704,289],{"class":214},[208,706,234],{"class":214},[208,708,466],{"class":237},[208,710,228],{"class":214},[208,712,308],{"class":214},[208,714,716,718,720,722,724],{"class":210,"line":715},30,[208,717,344],{"class":214},[208,719,316],{"class":347},[208,721,228],{"class":214},[208,723,231],{"class":214},[208,725,323],{"class":214},[208,727,729,731,733,735,737],{"class":210,"line":728},31,[208,730,489],{"class":214},[208,732,457],{"class":492},[208,734,228],{"class":214},[208,736,231],{"class":214},[208,738,323],{"class":214},[208,740,742,744,746,748,750,752,754,756],{"class":210,"line":741},32,[208,743,504],{"class":214},[208,745,251],{"class":507},[208,747,228],{"class":214},[208,749,231],{"class":214},[208,751,234],{"class":214},[208,753,516],{"class":237},[208,755,228],{"class":214},[208,757,243],{"class":214},[208,759,761,763,765,767,769,771,774,776],{"class":210,"line":760},33,[208,762,504],{"class":214},[208,764,389],{"class":507},[208,766,228],{"class":214},[208,768,231],{"class":214},[208,770,234],{"class":214},[208,772,773],{"class":237},"The pressure value.",[208,775,228],{"class":214},[208,777,243],{"class":214},[208,779,781,783,785,787,789],{"class":210,"line":780},34,[208,782,504],{"class":214},[208,784,548],{"class":507},[208,786,228],{"class":214},[208,788,231],{"class":214},[208,790,555],{"class":347},[208,792,794],{"class":210,"line":793},35,[208,795,561],{"class":214},[208,797,799,801,803,805,807],{"class":210,"line":798},36,[208,800,489],{"class":214},[208,802,466],{"class":492},[208,804,228],{"class":214},[208,806,231],{"class":214},[208,808,323],{"class":214},[208,810,812,814,816,818,820,822,824,826],{"class":210,"line":811},37,[208,813,504],{"class":214},[208,815,251],{"class":507},[208,817,228],{"class":214},[208,819,231],{"class":214},[208,821,234],{"class":214},[208,823,356],{"class":237},[208,825,228],{"class":214},[208,827,243],{"class":214},[208,829,831,833,835,837,839,841,843,846,848],{"class":210,"line":830},38,[208,832,504],{"class":214},[208,834,601],{"class":507},[208,836,228],{"class":214},[208,838,231],{"class":214},[208,840,279],{"class":214},[208,842,228],{"class":214},[208,844,845],{"class":237},"Pascal",[208,847,228],{"class":214},[208,849,308],{"class":214},[208,851,853,855,857,859,861,863,866],{"class":210,"line":852},39,[208,854,504],{"class":214},[208,856,389],{"class":507},[208,858,228],{"class":214},[208,860,231],{"class":214},[208,862,234],{"class":214},[208,864,865],{"class":237},"The unit of the pressure value.",[208,867,401],{"class":214},[208,869,871],{"class":210,"line":870},40,[208,872,640],{"class":214},[208,874,876],{"class":210,"line":875},41,[208,877,646],{"class":214},[208,879,881],{"class":210,"line":880},42,[208,882,883],{"class":214},"    }\n",[208,885,887],{"class":210,"line":886},43,[208,888,889],{"class":214},"  }\n",[208,891,893],{"class":210,"line":892},44,[208,894,895],{"class":214},"}\n",[12,897,898,899,98,901,105,903,905,906,908,909,911,912,914,915,917,918,920,921,923],{},"This JSON schema defines the structure for data related to a hydraulic pump. It includes three key properties: ",[95,900,284],{},[95,902,294],{},[95,904,303],{},". The ",[95,907,284],{}," must be in a valid date-time format. Both ",[95,910,294],{}," and ",[95,913,303],{}," require two properties: value (a number representing the actual measurement) and ",[95,916,466],{}," (which must be Celsius for ",[95,919,294],{}," and Pascal for ",[95,922,303],{},"). Both values must be greater than or equal to zero. This schema ensures that all data is recorded with the correct units and valid values, maintaining consistency and reliability.",[123,925,927],{"id":926},"implementing-data-schema-validation","Implementing Data Schema Validation",[12,929,930],{},"Let's implement the data schema validation mechanism to ensure each incoming data adheres to the specified JSON schema.",[932,933,934,941,944],"ol",{},[39,935,936,937,940],{},"Drag the ",[42,938,939],{},"JSON Full Schema Validator"," node onto the Node-RED canvas.",[39,942,943],{},"Double-click the node to open its settings.",[39,945,946],{},"Copy and paste your schema into the node’s schema field.",[12,948,949,954],{},[950,951],"img",{"alt":952,"dataZoomable":204,"src":953},"Configuring \"JSON Full Schema Validator\" node with JSON schema for our data ","\u002Fblog\u002F2025\u002F06\u002Fimages\u002Fjson-full-validator-node.png",[955,956,957],"em",{},"Configuring \"JSON Full Schema Validator\" node with JSON schema for our data",[932,959,960,967,973,976,979],{"start":267},[39,961,962,963,966],{},"Click ",[42,964,965],{},"Done"," to save the changes.",[39,968,969,970,972],{},"Connect the input of the ",[42,971,939],{}," node to the data source from where your data is coming.",[39,974,975],{},"Connect the node's first output to another node to process or handle the validated data (e.g., an MQTT node, a database node, or any other destination).",[39,977,978],{},"Connect the second output to the flow that will handle the situation where data does not meet the schema. This could be a notification flow sending an email or Telegram to your team or a dashboard alert.",[39,980,981],{},"Deploy the flow.",[12,983,984],{},"Now, let's understand this with an example. Below is the data that we are receiving from the PLC. After transforming it, we’ve added essential properties such as unit and value. However, notice that the data doesn't meet the schema definition because the temperature is given in Fahrenheit and is a negative number, which isn't within the expected range.",[12,986,987,991],{},[950,988],{"alt":989,"dataZoomable":204,"src":990},"Message passes through the second output and includes errors when it does not align with the data schema.","\u002Fblog\u002F2025\u002F06\u002Fimages\u002Finvalid-data.png",[955,992,989],{},[12,994,995],{},"If the data doesn't align with the data schema, it will pass through the \"JSON Full Schema Validator\" node and flow through the second output. The message will contain an error array with detailed information about what is wrong with the data (e.g., incorrect unit or out-of-range value). From this output, you can easily connect email or Telegram nodes to send alert notifications.",[12,997,998],{},"When the data meets the schema, it passes through the first output without errors. The validated data is then sent to the next stage in the flow.",[12,1000,1001,1005],{},[950,1002],{"alt":1003,"dataZoomable":204,"src":1004},"Message passes through the first output and does not include errors when it aligns with the data schema.","\u002Fblog\u002F2025\u002F06\u002Fimages\u002Fvalid-data-message.png",[955,1006,1003],{},[25,1008,1010],{"id":1009},"where-to-keep-all-that-factory-data","Where to Keep All That Factory Data",[12,1012,1013],{},"Once your factory data is structured and validated, you need a smart place to store it. Different kinds of information often require different storage types to be most useful for your MES.",[12,1015,1016],{},"Here are the main types of storage typically used for factory data:",[36,1018,1019,1032,1046],{},[39,1020,1021,1024,1025,911,1028,1031],{},[42,1022,1023],{},"Time-Series Databases (TSDBs):"," Perfect for constantly changing data like sensor readings (temperature, machine speed). They handle massive updates efficiently, ideal for spotting trends over time. Think of them as a super-efficient diary recording every moment. ",[42,1026,1027],{},"InfluxDB",[42,1029,1030],{},"TimescaleDB"," are good examples.",[39,1033,1034,1037,1038,1041,1042,1045],{},[42,1035,1036],{},"Standard Databases (SQL Databases):"," Best for structured information with clear connections, such as production orders, material usage per batch, or quality check results. They keep data organized and ensure correct links between pieces of information, like a well-organized spreadsheet. You'll often see ",[42,1039,1040],{},"PostgreSQL"," or ",[42,1043,1044],{},"MySQL"," used here.",[39,1047,1048,1051,1052,911,1055,1058],{},[42,1049,1050],{},"Data Lakes or Cloud Storage:"," Use these for vast amounts of diverse data, even if it's not perfectly organized. They're great for long-term historical records or data you'll analyze later with advanced tools. Imagine them as a huge warehouse for anything, ready when you need to sort through it. ",[42,1053,1054],{},"Amazon S3",[42,1056,1057],{},"Azure Data Lake Storage"," are common examples.",[12,1060,1061],{},"When choosing storage, consider your data volume and speed, how often you need to access it (real-time vs. historical), cost, scalability, system connectivity, and data security.",[25,1063,1065],{"id":1064},"flowfuse-also-helps-with-data-routing-to-storage","FlowFuse Also Helps with Data Routing to Storage",[12,1067,1068],{},"FlowFuse isn't just for changing and cleaning data; it also makes sure your data gets to the right storage spot.",[12,1070,1071],{},"It has tons of nodes for almost every database and cloud storage system you'll find in a factory today.",[12,1073,1074,1075,1078,1079,911,1083,1087],{},"This includes direct ",[42,1076,1077],{},"connections"," to normal databases like ",[19,1080,1044],{"href":1081,"rel":1082},"https:\u002F\u002Fflows.nodered.org\u002Fnode\u002Fnode-red-node-mysql",[196],[19,1084,1040],{"href":1085,"rel":1086},"https:\u002F\u002Fflows.nodered.org\u002Fnode\u002Fnode-red-contrib-postgresql",[196]," for your organized production data.",[12,1089,1090,1091,911,1095,1098],{},"It also has special nodes for time-series databases like ",[19,1092,1027],{"href":1093,"rel":1094},"https:\u002F\u002Fflows.nodered.org\u002Fnode\u002Fnode-red-contrib-influxdb",[196],[19,1096,1030],{"href":1097},"\u002Fnode-red\u002Fdatabase\u002Ftimescaledb\u002F"," to handle fast sensor and machine data.",[12,1100,1101,1102,1105,1106,98,1110,105,1115,73],{},"Plus, FlowFuse ",[42,1103,1104],{},"connects"," to big Data Lakes and Cloud Storage services like ",[19,1107,1054],{"href":1108,"rel":1109},"https:\u002F\u002Fflows.nodered.org\u002Fnode\u002Fnode-red-node-aws",[196],[19,1111,1114],{"href":1112,"rel":1113},"https:\u002F\u002Fflows.nodered.org\u002Fnode\u002Fnode-red-contrib-google-cloud",[196],"Google Cloud Storage",[19,1116,1119],{"href":1117,"rel":1118},"https:\u002F\u002Fflows.nodered.org\u002Fnode\u002Fnode-red-contrib-azure-storage",[196],"Microsoft Azure",[12,1121,1122],{},[42,1123,1124],{},"FlowFuse Fuels Your MES Dashboards and Applications",[12,1126,1127],{},"Once your factory data is effectively structured, validated, and routed by FlowFuse to the right place, it becomes an incredibly powerful asset for your MES.",[12,1129,1130,1131,1136],{},"FlowFuse doesn't just manage your data; it also empowers you to easily build the user interface (UI) for your MES. You can create insightful dashboards and industrial applications using a no-code, drag-and-drop approach with components from ",[19,1132,1135],{"href":1133,"rel":1134},"https:\u002F\u002Fdashboard.flowfuse.com\u002F",[196],"FlowFuse Dashboard",". This allows you to design the screens operators use to visualize critical information and control processes, all built upon the reliable data foundation you've established.",[25,1138,1140],{"id":1139},"final-thought","Final Thought",[12,1142,1143],{},"Your factory's success hinges on smart decisions, and smart decisions need good data. It's not enough to just collect information from your machines; you need to make sense of it.",[12,1145,1146],{},"That means organizing your data so it's clear and consistent. Think of it like putting all your tools in the right place – easy to find when you need them. You also need to clean up the data, getting rid of errors so you can trust what you see. Finally, you need to store it smartly, choosing the best spot for different types of information so it's always ready for use.",[12,1148,1149],{},"FlowFuse helps with all of this. It's like your data's personal assistant, collecting raw information, tidying it up, and sending it to the right storage, all without complicated coding. This ensures your Manufacturing Execution System (MES) gets the accurate, reliable data it needs to help you run your factory smoother and make better choices. Hundreds of other manufacturing companies are already using FlowFuse to transform their data into a powerful asset.",[12,1151,1152,1153,1157],{},"If you want to see FlowFuse in action, ",[19,1154,1156],{"href":1155},"\u002Fbook-demo\u002F","book a demo"," today!",[1159,1160,1161],"style",{},"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 pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html pre.shiki code .su27w, html code.shiki .su27w{--shiki-light:#916B53;--shiki-default:#916B53;--shiki-dark:#916B53}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":204,"searchDepth":267,"depth":267,"links":1163},[1164,1165,1169,1170,1171],{"id":27,"depth":218,"text":28},{"id":65,"depth":218,"text":66,"children":1166},[1167,1168],{"id":125,"depth":246,"text":126},{"id":926,"depth":246,"text":927},{"id":1009,"depth":218,"text":1010},{"id":1064,"depth":218,"text":1065},{"id":1139,"depth":218,"text":1140},null,"2025-06-18","Learn how to organize, structure, and store your factory data effectively to make your Manufacturing Execution System (MES) work at its best with FlowFuse.","md","\u002Fblog\u002F2025\u002F06\u002Fimages\u002Fdata-structering-and-storing-for-mes.png",{"keywords":1178,"excerpt":1179},"factory data, MES, data structuring, data storage, data validation, JSON Schema",{"type":9,"value":1180},[1181],[12,1182,14],{},true,"\u002Fblog\u002F2025\u002F06\u002Fstructuring-storing-data-mes-integration",{"title":5,"description":1174},{"loc":1184},"blog\u002F2025\u002F06\u002Fstructuring-storing-data-mes-integration","Making Factory Data Tell the Right Story for Your MES",[1190,1191],"flowfuse","mes","8XPMPSI0vX6AYLoq34nm1ruK6E9UImJA4h9ElN5OxS0",{"id":1194,"extension":1195,"meta":1196,"sections":1197,"stem":1586,"__hash__":1587},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[1198,1249,1350,1412,1489,1568],{"id":1199,"title":1200,"features":1201},"ai-automation","AI & Automation",[1202,1212,1222,1232,1238,1244],{"id":1203,"title":1204,"description":1205,"docsLink":1206,"changelog":1207,"tiers":1211},"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",[1208],{"url":1209,"release":1210},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":1183,"hub":1183,"fleet":1183},{"id":1213,"title":1214,"description":1215,"docsLink":1216,"changelog":1217,"subfeature":1183,"showOnPricing":1220,"tiers":1221},"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",[1218],{"url":1219,"release":1210},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":1183,"hub":1183,"fleet":1183},{"id":1223,"title":1224,"description":1225,"docsLink":1226,"changelog":1227,"subfeature":1183,"showOnPricing":1220,"tiers":1231},"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",[1228],{"url":1229,"release":1230},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":1183,"hub":1183,"fleet":1183},{"id":1233,"title":1234,"description":1235,"docsLink":1236,"subfeature":1183,"beta":1183,"showOnPricing":1220,"tiers":1237},"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":1183,"hub":1183,"fleet":1183},{"id":1239,"title":1240,"description":1241,"docsLink":1242,"tiers":1243},"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":1183,"hub":1183,"fleet":1183},{"id":1245,"title":1246,"description":1247,"tiers":1248},"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":1183,"hub":1183,"fleet":1183},{"id":1250,"title":1251,"features":1252},"build","Build",[1253,1259,1265,1275,1281,1287,1291,1297,1303,1311,1317,1321,1325,1334,1342],{"id":1254,"title":1255,"description":1256,"docsLink":1257,"tiers":1258},"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":1183,"hub":1220,"fleet":1183},{"id":1260,"title":1261,"description":1262,"docsLink":1263,"tiers":1264},"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":1183,"hub":1183,"fleet":1183},{"id":1266,"title":1267,"description":1268,"docsLink":1269,"changelog":1270,"tiers":1274},"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",[1271],{"url":1272,"release":1273},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":1183,"hub":1183,"fleet":1183},{"id":1276,"title":1277,"description":1278,"docsLink":1279,"tiers":1280},"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":1183,"hub":1183,"fleet":1183},{"id":1282,"title":1283,"description":1284,"docsLink":1285,"showOnPricing":1220,"tiers":1286},"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":1183,"hub":1183,"fleet":1183},{"id":1288,"title":1289,"showOnPricing":1220,"tiers":1290},"static-assets","Static Assets",{"edge":1183,"hub":1183,"fleet":1183},{"id":1292,"title":1293,"description":1294,"docsLink":1295,"tiers":1296},"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":1183,"hub":1183,"fleet":1183},{"id":1298,"title":1299,"description":1300,"docsLink":1301,"tiers":1302},"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":1183,"hub":1183,"fleet":1183},{"id":1304,"title":1305,"description":1306,"changelog":1307,"subfeature":1183,"showOnPricing":1220,"tiers":1310},"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.",[1308],{"url":1309,"release":1273},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":1183,"hub":1183,"fleet":1183},{"id":1312,"title":1313,"description":1314,"docsLink":1315,"tiers":1316},"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":1183,"hub":1183,"fleet":1183},{"id":1318,"title":1319,"subfeature":1183,"showOnPricing":1220,"tiers":1320},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":1183,"hub":1220,"fleet":1183},{"id":1322,"title":1323,"subfeature":1183,"showOnPricing":1220,"tiers":1324},"blueprints-it-apps","Blueprints - IT APPS",{"edge":1220,"hub":1183,"fleet":1220},{"id":1326,"title":1327,"description":1328,"changelog":1329,"showOnPricing":1220,"tiers":1333},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[1330],{"url":1331,"release":1332},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":1183,"hub":1183,"fleet":1183},{"id":1335,"title":1336,"description":1337,"changelog":1338,"showOnPricing":1220,"tiers":1341},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[1339],{"url":1340,"release":1230},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":1183,"hub":1183,"fleet":1183},{"id":1343,"title":1344,"description":1345,"changelog":1346,"showOnPricing":1220,"tiers":1349},"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.",[1347],{"url":1348,"release":1332},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":1183,"hub":1183,"fleet":1183},{"id":1351,"title":1352,"features":1353},"deploy","Deploy",[1354,1360,1369,1375,1381,1387,1393,1399,1404],{"id":1355,"title":1356,"description":1357,"docsLink":1358,"tiers":1359},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":1183,"hub":1183,"fleet":1183},{"id":1361,"title":1362,"description":1363,"docsLink":1364,"changelog":1365,"tiers":1368},"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",[1366],{"url":1367,"release":1210},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":1183,"hub":1220,"fleet":1183},{"id":1370,"title":1371,"description":1372,"docsLink":1373,"tiers":1374},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":1220,"hub":1183,"fleet":1220},{"id":1376,"title":1377,"description":1378,"docsLink":1379,"tiers":1380},"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":1183,"hub":1220,"fleet":1183},{"id":1382,"title":1383,"description":1384,"docsLink":1385,"showOnPricing":1220,"tiers":1386},"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":1183,"hub":1183,"fleet":1183},{"id":1388,"title":1389,"description":1390,"docsLink":1391,"tiers":1392},"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":1183,"hub":1183,"fleet":1183},{"id":1394,"title":1395,"description":1396,"docsLink":1397,"tiers":1398},"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":1220,"hub":1183,"fleet":1220},{"id":1400,"title":1401,"description":1402,"docsLink":1397,"subfeature":1183,"showOnPricing":1220,"tiers":1403},"git-integration-github","GitHub","Push and pull snapshots to GitHub repositories through DevOps Pipeline Git Stages.",{"edge":1220,"hub":1183,"fleet":1220},{"id":1405,"title":1406,"description":1407,"docsLink":1397,"changelog":1408,"subfeature":1183,"showOnPricing":1220,"tiers":1411},"git-integration-azure","Azure DevOps","Push and pull snapshots to Azure DevOps repositories through DevOps Pipeline Git Stages.",[1409],{"url":1410,"release":1332},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops\u002F",{"edge":1220,"hub":1183,"fleet":1220},{"id":1413,"title":1414,"features":1415},"operate-maintain","Operate & Maintain",[1416,1422,1428,1433,1441,1445,1449,1454,1460,1466,1471,1477,1481,1485],{"id":1417,"title":1418,"description":1419,"docsLink":1420,"tiers":1421},"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":1183,"hub":1183,"fleet":1183},{"id":1423,"title":1424,"description":1425,"docsLink":1426,"subfeature":1183,"showOnPricing":1220,"tiers":1427},"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":1183,"hub":1183,"fleet":1183},{"id":1429,"title":1430,"description":1431,"docsLink":1426,"subfeature":1183,"showOnPricing":1220,"tiers":1432},"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":1183,"hub":1183,"fleet":1183},{"id":1434,"title":1435,"description":1436,"changelog":1437,"subfeature":1183,"showOnPricing":1220,"tiers":1440},"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.",[1438],{"url":1439,"release":1332},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer\u002F",{"edge":1183,"hub":1183,"fleet":1183},{"id":1442,"title":1443,"subfeature":1183,"showOnPricing":1220,"tiers":1444},"version-history-timeline","Version History Timeline",{"edge":1183,"hub":1183,"fleet":1183},{"id":1446,"title":1447,"tiers":1448},"unlimited-workflow-executions","Unlimited Workflow Executions",{"edge":1183,"hub":1183,"fleet":1183},{"id":1450,"title":1451,"description":1452,"tiers":1453},"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":1183,"hub":1220,"fleet":1183},{"id":1455,"title":1456,"description":1457,"docsLink":1458,"tiers":1459},"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":1183,"hub":1220,"fleet":1183},{"id":1461,"title":1462,"description":1463,"docsLink":1464,"tiers":1465},"high-availability","High Availability","Leverage horizontal scaling for reliable and scalable processing of your data through Node-RED.","\u002Fdocs\u002Fuser\u002Fhigh-availability\u002F",{"edge":1220,"hub":1183,"fleet":1220},{"id":1467,"title":1468,"description":1469,"tiers":1470},"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":1183,"hub":1183,"fleet":1183},{"id":1472,"title":1473,"description":1474,"docsLink":1475,"subfeature":1183,"showOnPricing":1220,"tiers":1476},"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":1183,"hub":1183,"fleet":1183},{"id":1478,"title":1479,"subfeature":1183,"showOnPricing":1220,"tiers":1480},"email-alerts","Email Alerts",{"edge":1183,"hub":1183,"fleet":1183},{"id":1482,"title":1483,"showOnPricing":1220,"tiers":1484},"api-debug-length-limit","API\u002FDebug Length Limit",{"edge":1183,"hub":1183,"fleet":1183},{"id":1486,"title":1487,"tiers":1488},"protected-instances","Protected Instances",{"edge":1220,"hub":1183,"fleet":1220},{"id":1490,"title":1491,"features":1492},"govern-secure","Govern and Secure",[1493,1502,1508,1514,1519,1525,1531,1537,1545,1551,1557,1563],{"id":1494,"title":1495,"description":1496,"docsLink":1497,"changelog":1498,"tiers":1501},"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",[1499],{"url":1500,"release":1273},"\u002Fchangelog\u002F2026\u002F07\u002Fapplication-sso-groups\u002F",{"edge":1183,"hub":1183,"fleet":1183},{"id":1503,"title":1504,"description":1505,"docsLink":1506,"tiers":1507},"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":1183,"hub":1183,"fleet":1183},{"id":1509,"title":1510,"description":1511,"docsLink":1512,"tiers":1513},"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":1220,"hub":1183,"fleet":1183},{"id":1515,"title":1516,"description":1517,"tiers":1518},"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":1183,"hub":1220,"fleet":1220},{"id":1520,"title":1521,"description":1522,"docsLink":1523,"tiers":1524},"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":1183,"hub":1183,"fleet":1183},{"id":1526,"title":1527,"description":1528,"docsLink":1529,"tiers":1530},"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":1183,"hub":1183,"fleet":1183},{"id":1532,"title":1533,"description":1534,"docsLink":1535,"subfeature":1183,"showOnPricing":1220,"tiers":1536},"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":1183,"hub":1183,"fleet":1183},{"id":1538,"title":1539,"description":1540,"changelog":1541,"subfeature":1183,"showOnPricing":1220,"tiers":1544},"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.",[1542],{"url":1543,"release":1273},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":1183,"hub":1183,"fleet":1183},{"id":1546,"title":1547,"description":1548,"docsLink":1549,"showOnPricing":1220,"tiers":1550},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":1183,"hub":1183,"fleet":1183},{"id":1552,"title":1553,"description":1554,"docsLink":1555,"showOnPricing":1220,"tiers":1556},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED instances using FlowFuse credentials.","\u002Fdocs\u002Fuser\u002Finstance-settings\u002F#security",{"edge":1183,"hub":1183,"fleet":1183},{"id":1558,"title":1559,"description":1560,"docsLink":1561,"tiers":1562},"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":1220,"hub":1183,"fleet":1220},{"id":1564,"title":1565,"description":1566,"tiers":1567},"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":1220,"hub":1183,"fleet":1220},{"id":1569,"title":1570,"features":1571},"support","Support",[1572,1577,1581],{"id":1573,"title":1574,"docsLink":1575,"tiers":1576},"installation-support","Installation Support","\u002Fdocs\u002Finstall\u002Fintroduction\u002F#do-you-need-help-installation-service",{"edge":1183,"hub":1183,"fleet":1183},{"id":1578,"title":1579,"showOnPricing":1220,"tiers":1580},"live-chat-support","Live Chat Support",{"edge":1183,"hub":1183,"fleet":1183},{"id":1582,"title":1583,"docsLink":1584,"tiers":1585},"enterprise-support","Enterprise Support","\u002Fdocs\u002Fpremium-support\u002F",{"edge":1183,"hub":1183,"fleet":1183},"feature-catalog","0AnkhTIPCECCwP9NmbTWP5HvRYx4FTSao4lG93-HaWM",[1589,1592,1595,1598,1601,1604,1606,1609,1612,1615,1618,1620,1623,1626,1629,1632,1635,1638,1641,1644,1647,1650,1653,1656,1659,1662,1665,1668,1671,1674,1677,1680,1683,1686,1689,1692,1695,1698,1701,1704,1707,1710,1713,1716,1719,1722,1725,1728,1731,1733,1736,1739,1742,1745,1748,1751,1754,1756,1759,1762,1765,1768,1771,1773,1776,1779,1782,1785,1788,1791,1794,1797,1800,1803,1805,1808,1811,1814,1817,1820,1823,1826,1829,1832,1835,1838,1841,1844,1847,1849,1852,1855,1858,1861,1864,1867,1870,1873,1876,1879,1882,1885,1888,1891,1894,1897,1900,1903,1905,1908,1911,1914,1917,1920,1923,1926,1928,1931,1934,1937,1940,1943,1946,1949,1952,1955,1958,1961,1964,1967,1970,1973,1976,1979,1982,1985,1988,1991,1994,1997,2000,2003,2006,2009,2012,2015,2018,2021,2024,2027,2030,2033,2036,2039,2042,2045,2048,2051,2054,2057,2060,2063,2066,2069,2072,2075,2078,2080,2083,2086,2089,2092,2095,2098,2101,2104,2107,2110,2113,2116,2119],{"path":1590,"title":1591},"\u002Fchangelog\u002F2023\u002F09\u002Fcustom-node-support","Custom Node Support",{"path":1593,"title":1594},"\u002Fchangelog\u002F2023\u002F09\u002Fdevops-actions","DevOps Pipeline with action selection",{"path":1596,"title":1597},"\u002Fchangelog\u002F2023\u002F09\u002Fintroduction-enterprise-tier","Introducing the Enterprise Tier",{"path":1599,"title":1600},"\u002Fchangelog\u002F2023\u002F09\u002Fpipeline-api","API Endpoint for DevOps Pipeline",{"path":1602,"title":1603},"\u002Fchangelog\u002F2023\u002F09\u002Fsnapshots-devices","Usability improvements to Device Management",{"path":1605,"title":1313},"\u002Fchangelog\u002F2023\u002F10\u002Fblueprints",{"path":1607,"title":1608},"\u002Fchangelog\u002F2023\u002F10\u002Fcertified-nodes","Certified Nodes",{"path":1610,"title":1611},"\u002Fchangelog\u002F2023\u002F10\u002Fdevice-snapshot-selection","Enhanced Snapshot Selection",{"path":1613,"title":1614},"\u002Fchangelog\u002F2023\u002F10\u002Fpath-bug-fix","Device Agent path bug fix",{"path":1616,"title":1617},"\u002Fchangelog\u002F2023\u002F10\u002Fresource-alerts","Resource Monitoring in Audit Log",{"path":1619,"title":1504},"\u002Fchangelog\u002F2023\u002F11\u002F2fa",{"path":1621,"title":1622},"\u002Fchangelog\u002F2023\u002F11\u002Fdefault-editor","Device Editor enabled by default",{"path":1624,"title":1625},"\u002Fchangelog\u002F2023\u002F11\u002Fdevices-in-pipelines","Devices in DevOps Pipelines",{"path":1627,"title":1628},"\u002Fchangelog\u002F2023\u002F11\u002Fproject-nodes-devices","Project Nodes for Devices",{"path":1630,"title":1631},"\u002Fchangelog\u002F2023\u002F12\u002Fbilling","No Credit Card required for billing",{"path":1633,"title":1634},"\u002Fchangelog\u002F2023\u002F12\u002Fblueprint-selection","Blueprint Selection Update",{"path":1636,"title":1637},"\u002Fchangelog\u002F2023\u002F12\u002Fdevice-groups","Device Groups",{"path":1639,"title":1640},"\u002Fchangelog\u002F2023\u002F12\u002Femail-alerting-node-red-crash","Email Alerts for Audit Log Events",{"path":1642,"title":1643},"\u002Fchangelog\u002F2023\u002F12\u002Fnode-red-updated","Node-RED 3.1.3 now available",{"path":1645,"title":1646},"\u002Fchangelog\u002F2024\u002F01\u002Fdevice-audit-log","Introducing the Device Auditlog Feature",{"path":1648,"title":1649},"\u002Fchangelog\u002F2024\u002F01\u002Fdevice-groups-snapshot","Device Groups - Automatic snapshot assignment",{"path":1651,"title":1652},"\u002Fchangelog\u002F2024\u002F01\u002Ffleet-mode","Renaming \"Default Device Mode\" to \"Fleet Mode\"",{"path":1654,"title":1655},"\u002Fchangelog\u002F2024\u002F01\u002Fhelm-v2","Helm Chart v2.0",{"path":1657,"title":1658},"\u002Fchangelog\u002F2024\u002F01\u002Fnew-blueprints","New Blueprints added",{"path":1660,"title":1661},"\u002Fchangelog\u002F2024\u002F01\u002Fsecurity-updates","Security Updates",{"path":1663,"title":1664},"\u002Fchangelog\u002F2024\u002F01\u002Fsso-team-membership","Managing Team Membership via SSO",{"path":1666,"title":1667},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":1669,"title":1670},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":1672,"title":1673},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":1675,"title":1676},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":1678,"title":1679},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":1681,"title":1682},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":1684,"title":1685},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":1687,"title":1688},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED Instances",{"path":1690,"title":1691},"\u002Fchangelog\u002F2024\u002F03\u002Finstance-protection-mode","Instance Protection Mode",{"path":1693,"title":1694},"\u002Fchangelog\u002F2024\u002F03\u002Flimits-debug-payload","Configure HTTP Payload and Debug Message size",{"path":1696,"title":1697},"\u002Fchangelog\u002F2024\u002F03\u002Frestart-devices-remotly","Remote Device Restart",{"path":1699,"title":1700},"\u002Fchangelog\u002F2024\u002F04\u002Fcustom-nodes-on-devices","Custom Nodes Support on Devices",{"path":1702,"title":1703},"\u002Fchangelog\u002F2024\u002F04\u002Fdevice-auto-snapshot","Direct Dashboard Access",{"path":1705,"title":1706},"\u002Fchangelog\u002F2024\u002F04\u002Fimproving-device-groups","Improving Device Groups",{"path":1708,"title":1709},"\u002Fchangelog\u002F2024\u002F04\u002Fpricing-change","Pricing change Enterprise & Teams Tier",{"path":1711,"title":1712},"\u002Fchangelog\u002F2024\u002F04\u002Ftougher-rate-limiting","Tougher Rate Limiting on Public Routes",{"path":1714,"title":1715},"\u002Fchangelog\u002F2024\u002F05\u002Finstance-healthcheck","Customizing instance health-check settings",{"path":1717,"title":1718},"\u002Fchangelog\u002F2024\u002F05\u002Flibrary-blueprints","Blueprints added to Library",{"path":1720,"title":1721},"\u002Fchangelog\u002F2024\u002F05\u002Flibrary-flowviewer","Team Library - Flow Viewer",{"path":1723,"title":1724},"\u002Fchangelog\u002F2024\u002F05\u002Fmanaging-node-red-version-on-devices","Managing Node-RED versions on Devices",{"path":1726,"title":1727},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-improvements","Snapshot Improvements",{"path":1729,"title":1730},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-improvements-pt3","Snapshot Upload",{"path":1732,"title":1730},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-upload",{"path":1734,"title":1735},"\u002Fchangelog\u002F2024\u002F06\u002Fdevice-agent-proxy-support","Running the Device Agent behind an HTTP proxy",{"path":1737,"title":1738},"\u002Fchangelog\u002F2024\u002F06\u002Flibrary-blueprints","Custom hostnames for your instances",{"path":1740,"title":1741},"\u002Fchangelog\u002F2024\u002F06\u002Fmultiline-env-vars","Multi-line Environment Variables",{"path":1743,"title":1744},"\u002Fchangelog\u002F2024\u002F06\u002Fsnapshot-flow-compare","Compare Snapshots flows",{"path":1746,"title":1747},"\u002Fchangelog\u002F2024\u002F07\u002Fapplications-search","Applications Search",{"path":1749,"title":1750},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-group-clear-snapshot","Device Groups Snapshots",{"path":1752,"title":1753},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-delete","Managing devices",{"path":1755,"title":1753},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-move",{"path":1757,"title":1758},"\u002Fchangelog\u002F2024\u002F07\u002Fedit-snapshots","Edit Snapshots",{"path":1760,"title":1761},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant","The FlowFuse Expert",{"path":1763,"title":1764},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant-json","FlowFuse Expert Writes JSON",{"path":1766,"title":1767},"\u002Fchangelog\u002F2024\u002F07\u002Fimmersive-editor","Immersive Editor Experience",{"path":1769,"title":1770},"\u002Fchangelog\u002F2024\u002F07\u002Fnotifications-inbox","Notifications Inbox",{"path":1772,"title":1770},"\u002Fchangelog\u002F2024\u002F07\u002Fnotifications-update",{"path":1774,"title":1775},"\u002Fchangelog\u002F2024\u002F07\u002Fpersistent-storage","Persistent Storage on FlowFuse Cloud",{"path":1777,"title":1778},"\u002Fchangelog\u002F2024\u002F07\u002Fsso","Single Sign On Updates",{"path":1780,"title":1781},"\u002Fchangelog\u002F2024\u002F08\u002Fbill-of-materials","Bill of Materials",{"path":1783,"title":1784},"\u002Fchangelog\u002F2024\u002F08\u002Fenterprise-license-update","Enforcing Enterprise Restrictions",{"path":1786,"title":1787},"\u002Fchangelog\u002F2024\u002F08\u002Fldap-sso-groups","LDAP Single Sign On Updates",{"path":1789,"title":1790},"\u002Fchangelog\u002F2024\u002F08\u002Fstatic-file-service-navigation-visibility","Static File Service Navigation and Visibility",{"path":1792,"title":1793},"\u002Fchangelog\u002F2024\u002F10\u002Fdevice-group-env-vars","Environment Variables for your Device Groups",{"path":1795,"title":1796},"\u002Fchangelog\u002F2024\u002F10\u002Fmqtt-service","MQTT Broker Service",{"path":1798,"title":1799},"\u002Fchangelog\u002F2024\u002F10\u002Fnotifications-bulk-actions","Managing Notifications",{"path":1801,"title":1802},"\u002Fchangelog\u002F2024\u002F10\u002Fsnapshot-download-upload-options","Snapshot Upload and Download Improvements",{"path":1804,"title":1443},"\u002Fchangelog\u002F2024\u002F10\u002Fversion-history-timeline",{"path":1806,"title":1807},"\u002Fchangelog\u002F2024\u002F11\u002Faudit-log-hierarchy","Audit logs show hierarchical events",{"path":1809,"title":1810},"\u002Fchangelog\u002F2024\u002F11\u002Fdevice-agent-release","Device Agent 3.0 released",{"path":1812,"title":1813},"\u002Fchangelog\u002F2024\u002F11\u002Fmqtt-topic-hierarchy","MQTT Topic Hierarchy view",{"path":1815,"title":1816},"\u002Fchangelog\u002F2024\u002F11\u002Fteam-search","Team-wide search",{"path":1818,"title":1819},"\u002Fchangelog\u002F2024\u002F12\u002Fdashboad-iframe","Allow Dashboards to be embedded in iFrames",{"path":1821,"title":1822},"\u002Fchangelog\u002F2024\u002F12\u002Fdevice-editor-cache","Device Editor Access Speed Up",{"path":1824,"title":1825},"\u002Fchangelog\u002F2024\u002F12\u002Fteam-bom-timeline","Team BOM and Pipeline Views",{"path":1827,"title":1828},"\u002Fchangelog\u002F2025\u002F01\u002Ffree-tier-onboarding","New Onboarding Tour for Free Tier Users",{"path":1830,"title":1831},"\u002Fchangelog\u002F2025\u002F01\u002Fhidden-env-vars","Hidden Environment Variables",{"path":1833,"title":1834},"\u002Fchangelog\u002F2025\u002F01\u002Fimproved-diagnostics","Improved Diagnostics",{"path":1836,"title":1837},"\u002Fchangelog\u002F2025\u002F01\u002Fteam-level-groups","Team level view of Groups",{"path":1839,"title":1840},"\u002Fchangelog\u002F2025\u002F02\u002Fadditional-device-version-history-events","New Remote Instances Version History Events",{"path":1842,"title":1843},"\u002Fchangelog\u002F2025\u002F02\u002Fbroker-error-feedback","Improved Broker Connection Feedback",{"path":1845,"title":1846},"\u002Fchangelog\u002F2025\u002F02\u002Fdevice-agent-updates","FlowFuse User Authentication on Remote Instances",{"path":1848,"title":1443},"\u002Fchangelog\u002F2025\u002F02\u002Fdevice-version-history-timeline",{"path":1850,"title":1851},"\u002Fchangelog\u002F2025\u002F02\u002Fexternal-brokers","External MQTT Brokers",{"path":1853,"title":1854},"\u002Fchangelog\u002F2025\u002F02\u002Fmqtt-schema-suggestions","MQTT Smart Schema Suggestions",{"path":1856,"title":1857},"\u002Fchangelog\u002F2025\u002F02\u002Fresend-and-extend-team-invitation-expiration","Re-send Team Invitations",{"path":1859,"title":1860},"\u002Fchangelog\u002F2025\u002F02\u002Fschema-docs","Personalized Schema Documentation",{"path":1862,"title":1863},"\u002Fchangelog\u002F2025\u002F02\u002Ftopic-hierarchy-search","Search & Filter for Topic Hierarchy List",{"path":1865,"title":1866},"\u002Fchangelog\u002F2025\u002F03\u002Fcontainer-tags","Changes to tags for flowfuse\u002Fnode-red",{"path":1868,"title":1869},"\u002Fchangelog\u002F2025\u002F03\u002Fdevice-groups","Multiple Device Groups in a pipeline",{"path":1871,"title":1872},"\u002Fchangelog\u002F2025\u002F03\u002Fdevice-local-login","Local Login for Remote Instances",{"path":1874,"title":1875},"\u002Fchangelog\u002F2025\u002F03\u002Ffree-tier","Free Tier now more accessible to all",{"path":1877,"title":1878},"\u002Fchangelog\u002F2025\u002F03\u002Fresource-notifications","Resource Alerts",{"path":1880,"title":1881},"\u002Fchangelog\u002F2025\u002F03\u002Fsnapshot-filter","Filtering Snapshots",{"path":1883,"title":1884},"\u002Fchangelog\u002F2025\u002F03\u002Fteam-npm-registry","NPM Package Hosting",{"path":1886,"title":1887},"\u002Fchangelog\u002F2025\u002F03\u002Ftopic-deletion","MQTT Topic Management",{"path":1889,"title":1890},"\u002Fchangelog\u002F2025\u002F04\u002Fdevice-provisioning","Remote Instance Provisioning",{"path":1892,"title":1893},"\u002Fchangelog\u002F2025\u002F04\u002Fgit-integration","Git Integration with Pipelines",{"path":1895,"title":1896},"\u002Fchangelog\u002F2025\u002F04\u002Finstance-log-browsing","Better Node-RED log handling",{"path":1898,"title":1899},"\u002Fchangelog\u002F2025\u002F05\u002Fimport-node-red-flows","Import Node-RED Flows During Remote Instance Setup",{"path":1901,"title":1902},"\u002Fchangelog\u002F2025\u002F06\u002Fflowfuse-assistant","FlowFuse Expert just got smarter",{"path":1904,"title":1902},"\u002Fchangelog\u002F2025\u002F06\u002Fflowfuse-assistant-2",{"path":1906,"title":1907},"\u002Fchangelog\u002F2025\u002F06\u002Fgit-integration","Pulling snapshots from Git with Pipelines",{"path":1909,"title":1910},"\u002Fchangelog\u002F2025\u002F06\u002Finstance-performance-memory","Memory Metrics in Instance Performance View",{"path":1912,"title":1913},"\u002Fchangelog\u002F2025\u002F06\u002Fnew-home-page","Introducing the New Home Page Experience",{"path":1915,"title":1916},"\u002Fchangelog\u002F2025\u002F06\u002Fteam-performance","Team Performance Feature",{"path":1918,"title":1919},"\u002Fchangelog\u002F2025\u002F06\u002Fteam-performance-view","Instance Performance View",{"path":1921,"title":1922},"\u002Fchangelog\u002F2025\u002F06\u002Fui-refresh","Navigation UI Refresh",{"path":1924,"title":1925},"\u002Fchangelog\u002F2025\u002F07\u002Fbrowse-node-red-flows","Browse for Node-RED Flows During Remote Instance Setup",{"path":1927,"title":1267},"\u002Fchangelog\u002F2025\u002F07\u002Fflowfuse-tables",{"path":1929,"title":1930},"\u002Fchangelog\u002F2025\u002F07\u002Fimport-blueprints","Import blueprints directly into your existing instances",{"path":1932,"title":1933},"\u002Fchangelog\u002F2025\u002F07\u002Fsimplified-applications-overview","Simplified Applications Page with Summary Tiles",{"path":1935,"title":1936},"\u002Fchangelog\u002F2025\u002F07\u002Fsmart-suggestions","Smart Suggestions",{"path":1938,"title":1939},"\u002Fchangelog\u002F2025\u002F07\u002Fteam-to-pro-plan-rename","Team Plan Renamed to Pro Plan",{"path":1941,"title":1942},"\u002Fchangelog\u002F2025\u002F08\u002Fai-generated-snapshot-descriptions-hosted","Generate snapshot descriptions with AI",{"path":1944,"title":1945},"\u002Fchangelog\u002F2025\u002F08\u002Fai-generated-snapshot-descriptions-remote","AI Snapshot Descriptions Now Work with Remote Instances",{"path":1947,"title":1948},"\u002Fchangelog\u002F2025\u002F08\u002Fdevice-performance","FlowFuse Remote Instance Performance Data",{"path":1950,"title":1951},"\u002Fchangelog\u002F2025\u002F08\u002Fdirect-sso","Direct SSO Login",{"path":1953,"title":1954},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-assistant","FlowFuse Expert documents your flows",{"path":1956,"title":1957},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-mqtt","FlowFuse MQTT",{"path":1959,"title":1960},"\u002Fchangelog\u002F2025\u002F08\u002Fhttp-cors","Configure HTTP CORS",{"path":1962,"title":1963},"\u002Fchangelog\u002F2025\u002F08\u002Fsubflow-export","Export SubFlow as Node-RED module",{"path":1965,"title":1966},"\u002Fchangelog\u002F2025\u002F08\u002Ftables-assistant","FlowFuse Tables with a little help from the Assistant",{"path":1968,"title":1969},"\u002Fchangelog\u002F2025\u002F09\u002Fexpose-saml-groups-to-dashboard","Allow SSO groups to be shared with the Node-RED Dashboard",{"path":1971,"title":1972},"\u002Fchangelog\u002F2025\u002F09\u002Finline-assist","FlowFuse Expert can help you write code",{"path":1974,"title":1975},"\u002Fchangelog\u002F2025\u002F09\u002Fretiring-flowforge-device-agent","No more @flowforge\u002Fflowforge-device-agent releases",{"path":1977,"title":1978},"\u002Fchangelog\u002F2025\u002F09\u002Frevised-instance-snapshot-ui","Streamlined Snapshot Management",{"path":1980,"title":1981},"\u002Fchangelog\u002F2025\u002F09\u002Fteam-broker-async-api","Capture Async API data from FlowFuse Team Broker",{"path":1983,"title":1984},"\u002Fchangelog\u002F2025\u002F10\u002Fapplication-level-rbac","Application-level access control for Enterprise teams",{"path":1986,"title":1987},"\u002Fchangelog\u002F2025\u002F10\u002Fbulk-device-group-assignment","Easier Access to Bulk Device Group Management",{"path":1989,"title":1990},"\u002Fchangelog\u002F2025\u002F10\u002Fduplicate-instances-across-applications","Duplicate Instances Across Different Applications",{"path":1992,"title":1993},"\u002Fchangelog\u002F2025\u002F10\u002Fimport-flows-on-instance-creation","Import flows during instance creation",{"path":1995,"title":1996},"\u002Fchangelog\u002F2025\u002F10\u002Fmcp-nodes","FlowFuse MCP Server Nodes",{"path":1998,"title":1999},"\u002Fchangelog\u002F2025\u002F10\u002Fonnx-nodes","FlowFuse AI Nodes",{"path":2001,"title":2002},"\u002Fchangelog\u002F2025\u002F10\u002Fsettings-page-device-group-management","Device Group Management from Settings Page",{"path":2004,"title":2005},"\u002Fchangelog\u002F2025\u002F11\u002Fff-expert-update","FlowFuse Expert Update",{"path":2007,"title":2008},"\u002Fchangelog\u002F2025\u002F11\u002Fminimum-nodejs-version","Node.js v20 Minimum Version Requirement",{"path":2010,"title":2011},"\u002Fchangelog\u002F2025\u002F11\u002Fsso-session","SSO control over Session life",{"path":2013,"title":2014},"\u002Fchangelog\u002F2025\u002F12\u002Fff-expert-mcp-insights","FlowFuse Expert: Now with MCP-Powered Insights",{"path":2016,"title":2017},"\u002Fchangelog\u002F2025\u002F12\u002Fscheduled-maintenance","Scheduled Maintenance Mode",{"path":2019,"title":2020},"\u002Fchangelog\u002F2026\u002F01\u002Fdevice-agent-containers","Device Agent Docker Containers updated",{"path":2022,"title":2023},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-manage-palette","FlowFuse Expert: Enhanced Palette Integration",{"path":2025,"title":2026},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-nr-actions","FlowFuse Expert: Integration with Node-RED",{"path":2028,"title":2029},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-palette-queries","FlowFuse Expert: Palette Queries",{"path":2031,"title":2032},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-select-flows","FlowFuse Expert: Ask about your flows",{"path":2034,"title":2035},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-rbacs","FlowFuse Expert: MCP-Powered Insights with RBACs",{"path":2037,"title":2038},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-security","FlowFuse Expert: MCP-Powered Insights",{"path":2040,"title":2041},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options","Set Node.js Options for Remote Instances",{"path":2043,"title":2044},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context","FlowFuse Expert: Helping you make sense of your debug log",{"path":2046,"title":2047},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner","FlowFuse Expert: Never Miss an Update",{"path":2049,"title":2050},"\u002Fchangelog\u002F2026\u002F02\u002Fha-instance-rolling-restart","HA Hosted Instance Rolling Restart",{"path":2052,"title":2053},"\u002Fchangelog\u002F2026\u002F02\u002Fremote-instances-immersive-editor","Immersive Mode for Remote Instances",{"path":2055,"title":2056},"\u002Fchangelog\u002F2026\u002F02\u002Frestoring-snapshots-to-remote-instances","Restoring snapshots to developer-mode Remote Instances",{"path":2058,"title":2059},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops","Azure DevOps Pipeline support",{"path":2061,"title":2062},"\u002Fchangelog\u002F2026\u002F03\u002Fdeveloper-mode-in-immersive-editor","Developer Mode Now Accessible from the Immersive Editor",{"path":2064,"title":2065},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title","Embedded Editor Now Shows Active Tab",{"path":2067,"title":2068},"\u002Fchangelog\u002F2026\u002F03\u002Fmarch-scheduled-maintenance","Updated: Upcoming Scheduled Server Maintenance on March 28th, 2026",{"path":2070,"title":2071},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor","View Snapshot Details in the Immersive Editor",{"path":2073,"title":2074},"\u002Fchangelog\u002F2026\u002F04\u002Fexpert-action-links","FlowFuse expert action links",{"path":2076,"title":2077},"\u002Fchangelog\u002F2026\u002F04\u002Fhosted-instance-url-env-var","Hosted Instances know their own URL",{"path":2079,"title":1336},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer",{"path":2081,"title":2082},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer","Richer snapshot comparison view",{"path":2084,"title":2085},"\u002Fchangelog\u002F2026\u002F05\u002Fai-opt-out","AI Feature Opt-Out for Teams",{"path":2087,"title":2088},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building","FlowFuse Expert Builds Your Application",{"path":2090,"title":2091},"\u002Fchangelog\u002F2026\u002F05\u002Fsingle-sso-provider","Single SSO provider for all users",{"path":2093,"title":2094},"\u002Fchangelog\u002F2026\u002F06\u002Fdark-mode","Dark Mode",{"path":2096,"title":2097},"\u002Fchangelog\u002F2026\u002F06\u002Fdevice-agent-v4-released","Device Agent v4 released",{"path":2099,"title":2100},"\u002Fchangelog\u002F2026\u002F06\u002Fgeneric-git-server-support","Connect Pipelines to Any Git Server",{"path":2102,"title":2103},"\u002Fchangelog\u002F2026\u002F06\u002Fjuly-scheduled-maintenance","Updated: Upcoming Scheduled Server Maintenance on July 11th, 2026",{"path":2105,"title":2106},"\u002Fchangelog\u002F2026\u002F07\u002Fapplication-sso-groups","Application Roles from SSO Groups",{"path":2108,"title":2109},"\u002Fchangelog\u002F2026\u002F07\u002Fdevice-agent-onboarding","Getting started with FlowFuse straight from the terminal",{"path":2111,"title":2112},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-enhancements","FlowFuse Expert Enhancements",{"path":2114,"title":2115},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation","FlowFuse Expert Can Now Work With Your Tables",{"path":2117,"title":2118},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats","Team Scoped Personal Access Tokens",{"path":2120,"title":2121},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards","A Dedicated Home for Your Dashboards",[],1786105893552]