[{"data":1,"prerenderedAt":5634},["ShallowReactive",2],{"blog-\u002Fblog\u002F2025\u002F11\u002Findustrial-data-validation-guide":3,"featureCatalog":4705,"changelog-titles":5099,"blog-all-for-related":5633},{"id":4,"title":5,"authors":6,"body":8,"cta":4684,"date":4685,"description":4686,"extension":4687,"features":4684,"image":4688,"lastUpdated":4689,"meta":4690,"navigation":1628,"path":4696,"release":4684,"seo":4697,"sitemap":4698,"stem":4699,"subtitle":4700,"tags":4701,"tldr":4703,"video":4684,"__hash__":4704},"blog\u002Fblog\u002F2025\u002F11\u002Findustrial-data-validation-guide.md","How to Protect Your Factory From Bad Data: A Must-Have Read for IIoT",[7],"sumit-shinde",{"type":9,"value":10,"toc":4667},"minimark",[11,15,18,21,28,33,36,39,51,54,57,61,64,70,77,80,83,86,114,117,121,124,137,142,151,154,161,194,197,201,204,315,318,762,765,805,812,817,820,835,845,864,871,879,883,890,897,975,978,981,1065,1074,1201,1204,1207,1212,1273,1278,1358,1363,1443,1446,1450,1453,1457,1460,1491,1494,1498,1505,1516,1520,1523,1561,1995,2066,2069,2072,4634,4638,4641,4644,4647,4650,4663],[12,13,14],"p",{},"Bad data quietly corrupts production analytics, triggers false equipment alarms, and causes automation systems to make faulty control decisions. Unlike system crashes, these issues go unnoticed until they've already propagated through your operations, affecting multiple processes and causing unexpected shutdowns or production anomalies.",[12,16,17],{},"This article shows you how to build a data validation gateway using FlowFuse that stops bad data before it reaches your critical systems. You'll implement validation checkpoints, establish quality rules, and configure alerts, creating a protective barrier that ensures only reliable data flows into your production environment.",[12,19,20],{},"Below is a short video demonstration of the data validation gateway we'll be building together.",[22,23],"lite-youtube",{"videoid":24,"params":25,"style":26,"title":27},"_yThV3eurhw","rel=0","margin-top: 20px; margin-bottom: 20px; width: 100%; height: 480px;","YouTube video player",[29,30,32],"h2",{"id":31},"the-problem-with-trusting-your-data","The Problem with Trusting Your Data",[12,34,35],{},"Most industrial applications assume incoming data is valid, temperature sensors send numbers between 0-100°C, MQTT messages contain properly formatted JSON, PLC status codes follow documented formats. There's usually no validation checking if these assumptions hold true.",[12,37,38],{},"This works until it doesn't. Sensors drift out of calibration. Network issues corrupt packets. Firmware updates change data formats without warning. When these things happen, bad data flows straight through unchecked.",[12,40,41,42,46,47,50],{},"Consider a temperature sensor sending ",[43,44,45],"code",{},"{\"temperature\": 72.5, \"unit\": \"Celsius\"}",". Then electromagnetic interference corrupts transmission, and your system receives ",[43,48,49],{},"{\"temperature\": \"ERR\", \"unit\": \"Celsius\"}",". Your code tries to do math with \"ERR\", it fails silently, throws an exception, or worse, coerces \"ERR\" to NaN or 0. Now you're making decisions based on garbage data without realizing it.",[12,52,53],{},"Scale makes this worse. With hundreds of sensors, multiple PLCs, edge gateways, and third-party integrations sending data continuously, quality issues aren't occasional, they're constant. You spend more time troubleshooting data problems than actual equipment problems. Reports contain incorrect numbers. Predictive models make bad predictions from corrupted training data.",[12,55,56],{},"The solution isn't hoping for perfect data, it's validating it explicitly. That's what we're building in this guide.",[29,58,60],{"id":59},"understanding-data-quality","Understanding Data Quality",[12,62,63],{},"Before we start building, we need to answer a simple but critical question:",[12,65,66],{},[67,68,69],"strong",{},"What makes data \"good\"?",[12,71,72,73,76],{},"This isn't about what data you collect or which machine it comes from. It's about whether the data is ",[67,74,75],{},"reliable enough to drive decisions without causing chaos",".",[12,78,79],{},"Good data enables confident automation and informed decision-making.",[12,81,82],{},"Bad data misleads, and when your automation acts on misleading information, your team and operations pay the price.",[12,84,85],{},"To build effective validation, you need to check multiple dimensions of data quality. Some key aspects include:",[87,88,89,96,102,108],"ul",{},[90,91,92,95],"li",{},[67,93,94],{},"Type Correctness",": Is the temperature a number or the string \"ERR\"?",[90,97,98,101],{},[67,99,100],{},"Completeness",": Are all required fields present?",[90,103,104,107],{},[67,105,106],{},"Range Validation",": Is the temperature between 0-100°C or an impossible 500°C?",[90,109,110,113],{},[67,111,112],{},"Format Consistency",": Is the timestamp in ISO 8601 format or some custom format?",[12,115,116],{},"These aren't rigid categories, they're lenses through which you examine your data. Real validation often combines several of these checks together.",[29,118,120],{"id":119},"building-your-data-quality-checker","Building Your Data Quality Checker",[12,122,123],{},"Now that we understand what \"good data\" looks like, let's build guardrails to enforce it.",[125,126,127],"blockquote",{},[12,128,129,130,76],{},"Before we start, make sure you have a running FlowFuse instance that is collecting data. If you don't have a real data source, don't worry, we'll provide a simulated setup as well. Just make sure you have a FlowFuse account and instance running. If you don't have an account, create one now with our ",[131,132,136],"a",{"href":133,"rel":134},"https:\u002F\u002Fapp.flowfuse.com\u002Faccount\u002Fcreate",[135],"nofollow","free trial",[138,139,141],"h3",{"id":140},"installing-the-json-schema-validator-node","Installing the JSON Schema Validator Node",[12,143,144,145,150],{},"For our validation system, we'll use ",[131,146,149],{"href":147,"rel":148},"https:\u002F\u002Fjson-schema.org\u002F",[135],"JSON Schema",", a powerful, industry-standard way to define what valid data should look like. Think of it as a contract that your data must fulfill before entering your system.",[12,152,153],{},"JSON Schema lets you specify exactly what fields should exist, what types they should be, what ranges are acceptable, and what formats are required. Instead of writing dozens of if-statements to check each condition, you define the rules once in a schema, and the validator does the heavy lifting.",[12,155,156,157,160],{},"To get started, install the ",[43,158,159],{},"node-red-contrib-full-msg-json-schema-validation"," node in your FlowFuse instance:",[162,163,164,167,170,176,183,188],"ol",{},[90,165,166],{},"Open your FlowFuse instance",[90,168,169],{},"Click the hamburger menu (three horizontal lines) in the top right",[90,171,172,173],{},"Select ",[67,174,175],{},"Manage palette",[90,177,178,179,182],{},"Go to the ",[67,180,181],{},"Install"," tab",[90,184,185,186],{},"Search for ",[43,187,159],{},[90,189,190,191,193],{},"Click ",[67,192,181],{}," next to the node",[12,195,196],{},"Once installed, you'll find the \"json full schema validator\" node in your palette under the function category.",[138,198,200],{"id":199},"creating-your-first-validation-schema","Creating Your First Validation Schema",[12,202,203],{},"Let's start with a practical example, validating temperature sensor data. Here's what we expect our sensor to send:",[205,206,211],"pre",{"className":207,"code":208,"language":209,"meta":210,"style":210},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","{\n    \"temperature\": 72.5,\n    \"unit\": \"Celsius\",\n    \"sensor_id\": \"TEMP_LINE_01\",\n    \"timestamp\": \"2025-11-21T10:30:00Z\"\n}\n","json","",[43,212,213,222,245,268,289,309],{"__ignoreMap":210},[214,215,218],"span",{"class":216,"line":217},"line",1,[214,219,221],{"class":220},"sMK4o","{\n",[214,223,225,228,232,235,238,242],{"class":216,"line":224},2,[214,226,227],{"class":220},"    \"",[214,229,231],{"class":230},"spNyl","temperature",[214,233,234],{"class":220},"\"",[214,236,237],{"class":220},":",[214,239,241],{"class":240},"sbssI"," 72.5",[214,243,244],{"class":220},",\n",[214,246,248,250,253,255,257,260,264,266],{"class":216,"line":247},3,[214,249,227],{"class":220},[214,251,252],{"class":230},"unit",[214,254,234],{"class":220},[214,256,237],{"class":220},[214,258,259],{"class":220}," \"",[214,261,263],{"class":262},"sfazB","Celsius",[214,265,234],{"class":220},[214,267,244],{"class":220},[214,269,271,273,276,278,280,282,285,287],{"class":216,"line":270},4,[214,272,227],{"class":220},[214,274,275],{"class":230},"sensor_id",[214,277,234],{"class":220},[214,279,237],{"class":220},[214,281,259],{"class":220},[214,283,284],{"class":262},"TEMP_LINE_01",[214,286,234],{"class":220},[214,288,244],{"class":220},[214,290,292,294,297,299,301,303,306],{"class":216,"line":291},5,[214,293,227],{"class":220},[214,295,296],{"class":230},"timestamp",[214,298,234],{"class":220},[214,300,237],{"class":220},[214,302,259],{"class":220},[214,304,305],{"class":262},"2025-11-21T10:30:00Z",[214,307,308],{"class":220},"\"\n",[214,310,312],{"class":216,"line":311},6,[214,313,314],{"class":220},"}\n",[12,316,317],{},"Now let's create a JSON Schema that validates this structure:",[205,319,321],{"className":207,"code":320,"language":209,"meta":210,"style":210},"{\n    \"type\": \"object\",\n        \"required\": [\"temperature\", \"unit\", \"sensor_id\", \"timestamp\"],\n            \"properties\": {\n        \"temperature\": {\n            \"type\": \"number\",\n                \"minimum\": 0,\n                    \"maximum\": 100,\n                        \"description\": \"Temperature reading in Celsius\"\n        },\n        \"unit\": {\n            \"type\": \"string\",\n                \"enum\": [\"Celsius\"],\n                    \"description\": \"Temperature unit (Celsius only)\"\n        },\n        \"sensor_id\": {\n            \"type\": \"string\",\n                \"pattern\": \"^TEMP_LINE_[0-9]+$\",\n                    \"description\": \"Sensor identifier following the required naming convention\"\n        },\n        \"timestamp\": {\n            \"type\": \"string\",\n                \"format\": \"date-time\",\n                    \"description\": \"ISO 8601 formatted timestamp\"\n        }\n    },\n    \"additionalProperties\": false\n}\n",[43,322,323,327,347,396,411,424,443,461,479,499,505,518,538,560,578,583,596,615,636,654,659,672,691,712,730,736,742,757],{"__ignoreMap":210},[214,324,325],{"class":216,"line":217},[214,326,221],{"class":220},[214,328,329,331,334,336,338,340,343,345],{"class":216,"line":224},[214,330,227],{"class":220},[214,332,333],{"class":230},"type",[214,335,234],{"class":220},[214,337,237],{"class":220},[214,339,259],{"class":220},[214,341,342],{"class":262},"object",[214,344,234],{"class":220},[214,346,244],{"class":220},[214,348,349,352,355,357,359,362,364,366,368,371,373,375,377,379,381,383,385,387,389,391,393],{"class":216,"line":247},[214,350,351],{"class":220},"        \"",[214,353,354],{"class":230},"required",[214,356,234],{"class":220},[214,358,237],{"class":220},[214,360,361],{"class":220}," [",[214,363,234],{"class":220},[214,365,231],{"class":262},[214,367,234],{"class":220},[214,369,370],{"class":220},",",[214,372,259],{"class":220},[214,374,252],{"class":262},[214,376,234],{"class":220},[214,378,370],{"class":220},[214,380,259],{"class":220},[214,382,275],{"class":262},[214,384,234],{"class":220},[214,386,370],{"class":220},[214,388,259],{"class":220},[214,390,296],{"class":262},[214,392,234],{"class":220},[214,394,395],{"class":220},"],\n",[214,397,398,401,404,406,408],{"class":216,"line":270},[214,399,400],{"class":220},"            \"",[214,402,403],{"class":230},"properties",[214,405,234],{"class":220},[214,407,237],{"class":220},[214,409,410],{"class":220}," {\n",[214,412,413,415,418,420,422],{"class":216,"line":291},[214,414,351],{"class":220},[214,416,231],{"class":417},"sBMFI",[214,419,234],{"class":220},[214,421,237],{"class":220},[214,423,410],{"class":220},[214,425,426,428,430,432,434,436,439,441],{"class":216,"line":311},[214,427,400],{"class":220},[214,429,333],{"class":240},[214,431,234],{"class":220},[214,433,237],{"class":220},[214,435,259],{"class":220},[214,437,438],{"class":262},"number",[214,440,234],{"class":220},[214,442,244],{"class":220},[214,444,446,449,452,454,456,459],{"class":216,"line":445},7,[214,447,448],{"class":220},"                \"",[214,450,451],{"class":240},"minimum",[214,453,234],{"class":220},[214,455,237],{"class":220},[214,457,458],{"class":240}," 0",[214,460,244],{"class":220},[214,462,464,467,470,472,474,477],{"class":216,"line":463},8,[214,465,466],{"class":220},"                    \"",[214,468,469],{"class":240},"maximum",[214,471,234],{"class":220},[214,473,237],{"class":220},[214,475,476],{"class":240}," 100",[214,478,244],{"class":220},[214,480,482,485,488,490,492,494,497],{"class":216,"line":481},9,[214,483,484],{"class":220},"                        \"",[214,486,487],{"class":240},"description",[214,489,234],{"class":220},[214,491,237],{"class":220},[214,493,259],{"class":220},[214,495,496],{"class":262},"Temperature reading in Celsius",[214,498,308],{"class":220},[214,500,502],{"class":216,"line":501},10,[214,503,504],{"class":220},"        },\n",[214,506,508,510,512,514,516],{"class":216,"line":507},11,[214,509,351],{"class":220},[214,511,252],{"class":417},[214,513,234],{"class":220},[214,515,237],{"class":220},[214,517,410],{"class":220},[214,519,521,523,525,527,529,531,534,536],{"class":216,"line":520},12,[214,522,400],{"class":220},[214,524,333],{"class":240},[214,526,234],{"class":220},[214,528,237],{"class":220},[214,530,259],{"class":220},[214,532,533],{"class":262},"string",[214,535,234],{"class":220},[214,537,244],{"class":220},[214,539,541,543,546,548,550,552,554,556,558],{"class":216,"line":540},13,[214,542,448],{"class":220},[214,544,545],{"class":240},"enum",[214,547,234],{"class":220},[214,549,237],{"class":220},[214,551,361],{"class":220},[214,553,234],{"class":220},[214,555,263],{"class":262},[214,557,234],{"class":220},[214,559,395],{"class":220},[214,561,563,565,567,569,571,573,576],{"class":216,"line":562},14,[214,564,466],{"class":220},[214,566,487],{"class":240},[214,568,234],{"class":220},[214,570,237],{"class":220},[214,572,259],{"class":220},[214,574,575],{"class":262},"Temperature unit (Celsius only)",[214,577,308],{"class":220},[214,579,581],{"class":216,"line":580},15,[214,582,504],{"class":220},[214,584,586,588,590,592,594],{"class":216,"line":585},16,[214,587,351],{"class":220},[214,589,275],{"class":417},[214,591,234],{"class":220},[214,593,237],{"class":220},[214,595,410],{"class":220},[214,597,599,601,603,605,607,609,611,613],{"class":216,"line":598},17,[214,600,400],{"class":220},[214,602,333],{"class":240},[214,604,234],{"class":220},[214,606,237],{"class":220},[214,608,259],{"class":220},[214,610,533],{"class":262},[214,612,234],{"class":220},[214,614,244],{"class":220},[214,616,618,620,623,625,627,629,632,634],{"class":216,"line":617},18,[214,619,448],{"class":220},[214,621,622],{"class":240},"pattern",[214,624,234],{"class":220},[214,626,237],{"class":220},[214,628,259],{"class":220},[214,630,631],{"class":262},"^TEMP_LINE_[0-9]+$",[214,633,234],{"class":220},[214,635,244],{"class":220},[214,637,639,641,643,645,647,649,652],{"class":216,"line":638},19,[214,640,466],{"class":220},[214,642,487],{"class":240},[214,644,234],{"class":220},[214,646,237],{"class":220},[214,648,259],{"class":220},[214,650,651],{"class":262},"Sensor identifier following the required naming convention",[214,653,308],{"class":220},[214,655,657],{"class":216,"line":656},20,[214,658,504],{"class":220},[214,660,662,664,666,668,670],{"class":216,"line":661},21,[214,663,351],{"class":220},[214,665,296],{"class":417},[214,667,234],{"class":220},[214,669,237],{"class":220},[214,671,410],{"class":220},[214,673,675,677,679,681,683,685,687,689],{"class":216,"line":674},22,[214,676,400],{"class":220},[214,678,333],{"class":240},[214,680,234],{"class":220},[214,682,237],{"class":220},[214,684,259],{"class":220},[214,686,533],{"class":262},[214,688,234],{"class":220},[214,690,244],{"class":220},[214,692,694,696,699,701,703,705,708,710],{"class":216,"line":693},23,[214,695,448],{"class":220},[214,697,698],{"class":240},"format",[214,700,234],{"class":220},[214,702,237],{"class":220},[214,704,259],{"class":220},[214,706,707],{"class":262},"date-time",[214,709,234],{"class":220},[214,711,244],{"class":220},[214,713,715,717,719,721,723,725,728],{"class":216,"line":714},24,[214,716,466],{"class":220},[214,718,487],{"class":240},[214,720,234],{"class":220},[214,722,237],{"class":220},[214,724,259],{"class":220},[214,726,727],{"class":262},"ISO 8601 formatted timestamp",[214,729,308],{"class":220},[214,731,733],{"class":216,"line":732},25,[214,734,735],{"class":220},"        }\n",[214,737,739],{"class":216,"line":738},26,[214,740,741],{"class":220},"    },\n",[214,743,745,747,750,752,754],{"class":216,"line":744},27,[214,746,227],{"class":220},[214,748,749],{"class":230},"additionalProperties",[214,751,234],{"class":220},[214,753,237],{"class":220},[214,755,756],{"class":220}," false\n",[214,758,760],{"class":216,"line":759},28,[214,761,314],{"class":220},[12,763,764],{},"Let's break down what this schema validates:",[87,766,767,777,783,789,795],{},[90,768,769,772,773,776],{},[67,770,771],{},"Type Safety:"," temperature must be a number (catches ",[43,774,775],{},"\"ERR\"",", null, undefined)",[90,778,779,782],{},[67,780,781],{},"Required Fields:"," all 4 must exist (catches incomplete messages)",[90,784,785,788],{},[67,786,787],{},"Range Limits:"," temperature must be between 0–100°C.",[90,790,791,794],{},[67,792,793],{},"Value Constraints:"," unit must match the enum \"Celsius\" (enforces consistent units)",[90,796,797,800,801,804],{},[67,798,799],{},"Format Rules:"," ISO 8601 timestamps and ",[43,802,803],{},"TEMP_LINE_*"," naming (catches config\u002Fnaming errors)",[12,806,807,808,811],{},"The ",[43,809,810],{},"additionalProperties: false"," line is particularly important, it rejects any data with unexpected fields, preventing schema drift over time.",[813,814,816],"h4",{"id":815},"building-the-validation-flow","Building the Validation Flow",[12,818,819],{},"Now let's build the flow:",[162,821,822,825,832],{},[90,823,824],{},"Drag in your data input node such as MQTT In node, HTTP In node, or Inject node (for testing)",[90,826,827,828,831],{},"Drag the ",[67,829,830],{},"JSON Full Schema Validator"," node into your flow",[90,833,834],{},"Double-click the validator node and paste your JSON schema into the schema field.",[12,836,837,842],{},[838,839],"img",{"alt":840,"dataZoomable":210,"src":841},"JSON Schema Validator node configured with schema rules","\u002Fblog\u002F2025\u002F11\u002Fimages\u002Fjson-schema-validator.png",[843,844,840],"em",{},[162,846,847],{"start":270},[90,848,849,850],{},"The validator node has two outputs:\n",[87,851,852,858],{},[90,853,854,857],{},[67,855,856],{},"Output 1",": Valid data that passes all schema checks",[90,859,860,863],{},[67,861,862],{},"Output 2",": Invalid data that fails validation",[12,865,866,867,870],{},"When validation fails, the node adds a ",[43,868,869],{},"msg.error"," property as an array, where each item provides detailed information about what went wrong (missing fields, incorrect types, out-of-range values, etc.)",[162,872,873,876],{"start":291},[90,874,875],{},"Connect Output 1 to your normal processing pipeline (database writes, dashboards, automation logic)",[90,877,878],{},"Connect Output 2 to an error handler that logs the error details.",[138,880,882],{"id":881},"testing-your-validator","Testing Your Validator",[12,884,885,886,889],{},"Time to test your validator. We'll use the ",[67,887,888],{},"temperature sensor schema from the example above",", but you can follow these same steps with any schema you create. Just make sure your test payload matches what your schema expects, same field names, correct data types, and proper structure. Then you can tweak the values to trigger validation failures and see how your error handling responds.",[12,891,892,893,896],{},"Add an ",[67,894,895],{},"Inject"," node with this valid payload, and connect it to your JSON Schema Validator node:",[205,898,899],{"className":207,"code":208,"language":209,"meta":210,"style":210},[43,900,901,905,919,937,955,971],{"__ignoreMap":210},[214,902,903],{"class":216,"line":217},[214,904,221],{"class":220},[214,906,907,909,911,913,915,917],{"class":216,"line":224},[214,908,227],{"class":220},[214,910,231],{"class":230},[214,912,234],{"class":220},[214,914,237],{"class":220},[214,916,241],{"class":240},[214,918,244],{"class":220},[214,920,921,923,925,927,929,931,933,935],{"class":216,"line":247},[214,922,227],{"class":220},[214,924,252],{"class":230},[214,926,234],{"class":220},[214,928,237],{"class":220},[214,930,259],{"class":220},[214,932,263],{"class":262},[214,934,234],{"class":220},[214,936,244],{"class":220},[214,938,939,941,943,945,947,949,951,953],{"class":216,"line":270},[214,940,227],{"class":220},[214,942,275],{"class":230},[214,944,234],{"class":220},[214,946,237],{"class":220},[214,948,259],{"class":220},[214,950,284],{"class":262},[214,952,234],{"class":220},[214,954,244],{"class":220},[214,956,957,959,961,963,965,967,969],{"class":216,"line":291},[214,958,227],{"class":220},[214,960,296],{"class":230},[214,962,234],{"class":220},[214,964,237],{"class":220},[214,966,259],{"class":220},[214,968,305],{"class":262},[214,970,308],{"class":220},[214,972,973],{"class":216,"line":311},[214,974,314],{"class":220},[12,976,977],{},"This passes all checks against the temperature sensor schema example and routes to your valid data handler.",[12,979,980],{},"Now test with bad data:",[205,982,984],{"className":207,"code":983,"language":209,"meta":210,"style":210},"{\n    \"temperature\": \"ERR\",\n    \"unit\": \"Celsius\",\n    \"sensor_id\": \"TEMP_LINE_01\",\n    \"timestamp\": \"2025-11-21T10:30:00Z\"\n}\n",[43,985,986,990,1009,1027,1045,1061],{"__ignoreMap":210},[214,987,988],{"class":216,"line":217},[214,989,221],{"class":220},[214,991,992,994,996,998,1000,1002,1005,1007],{"class":216,"line":224},[214,993,227],{"class":220},[214,995,231],{"class":230},[214,997,234],{"class":220},[214,999,237],{"class":220},[214,1001,259],{"class":220},[214,1003,1004],{"class":262},"ERR",[214,1006,234],{"class":220},[214,1008,244],{"class":220},[214,1010,1011,1013,1015,1017,1019,1021,1023,1025],{"class":216,"line":247},[214,1012,227],{"class":220},[214,1014,252],{"class":230},[214,1016,234],{"class":220},[214,1018,237],{"class":220},[214,1020,259],{"class":220},[214,1022,263],{"class":262},[214,1024,234],{"class":220},[214,1026,244],{"class":220},[214,1028,1029,1031,1033,1035,1037,1039,1041,1043],{"class":216,"line":270},[214,1030,227],{"class":220},[214,1032,275],{"class":230},[214,1034,234],{"class":220},[214,1036,237],{"class":220},[214,1038,259],{"class":220},[214,1040,284],{"class":262},[214,1042,234],{"class":220},[214,1044,244],{"class":220},[214,1046,1047,1049,1051,1053,1055,1057,1059],{"class":216,"line":291},[214,1048,227],{"class":220},[214,1050,296],{"class":230},[214,1052,234],{"class":220},[214,1054,237],{"class":220},[214,1056,259],{"class":220},[214,1058,305],{"class":262},[214,1060,308],{"class":220},[214,1062,1063],{"class":216,"line":311},[214,1064,314],{"class":220},[12,1066,1067,1068,1070,1071,1073],{},"This fails because ",[43,1069,231],{}," is a string instead of a number (as defined in our example schema), routing to your error handler. The ",[43,1072,869],{}," output shows exactly what's wrong:",[205,1075,1077],{"className":207,"code":1076,"language":209,"meta":210,"style":210},"[{\n  \"keyword\": \"type\",\n  \"dataPath\": \".temperature\",\n  \"schemaPath\": \"#\u002Fproperties\u002Ftemperature\u002Ftype\",\n  \"params\": {\n    \"type\": \"number\"\n  },\n  \"message\": \"should be number\"\n}]\n",[43,1078,1079,1084,1104,1124,1144,1157,1173,1178,1196],{"__ignoreMap":210},[214,1080,1081],{"class":216,"line":217},[214,1082,1083],{"class":220},"[{\n",[214,1085,1086,1089,1092,1094,1096,1098,1100,1102],{"class":216,"line":224},[214,1087,1088],{"class":220},"  \"",[214,1090,1091],{"class":230},"keyword",[214,1093,234],{"class":220},[214,1095,237],{"class":220},[214,1097,259],{"class":220},[214,1099,333],{"class":262},[214,1101,234],{"class":220},[214,1103,244],{"class":220},[214,1105,1106,1108,1111,1113,1115,1117,1120,1122],{"class":216,"line":247},[214,1107,1088],{"class":220},[214,1109,1110],{"class":230},"dataPath",[214,1112,234],{"class":220},[214,1114,237],{"class":220},[214,1116,259],{"class":220},[214,1118,1119],{"class":262},".temperature",[214,1121,234],{"class":220},[214,1123,244],{"class":220},[214,1125,1126,1128,1131,1133,1135,1137,1140,1142],{"class":216,"line":270},[214,1127,1088],{"class":220},[214,1129,1130],{"class":230},"schemaPath",[214,1132,234],{"class":220},[214,1134,237],{"class":220},[214,1136,259],{"class":220},[214,1138,1139],{"class":262},"#\u002Fproperties\u002Ftemperature\u002Ftype",[214,1141,234],{"class":220},[214,1143,244],{"class":220},[214,1145,1146,1148,1151,1153,1155],{"class":216,"line":291},[214,1147,1088],{"class":220},[214,1149,1150],{"class":230},"params",[214,1152,234],{"class":220},[214,1154,237],{"class":220},[214,1156,410],{"class":220},[214,1158,1159,1161,1163,1165,1167,1169,1171],{"class":216,"line":311},[214,1160,227],{"class":220},[214,1162,333],{"class":417},[214,1164,234],{"class":220},[214,1166,237],{"class":220},[214,1168,259],{"class":220},[214,1170,438],{"class":262},[214,1172,308],{"class":220},[214,1174,1175],{"class":216,"line":445},[214,1176,1177],{"class":220},"  },\n",[214,1179,1180,1182,1185,1187,1189,1191,1194],{"class":216,"line":463},[214,1181,1088],{"class":220},[214,1183,1184],{"class":230},"message",[214,1186,234],{"class":220},[214,1188,237],{"class":220},[214,1190,259],{"class":220},[214,1192,1193],{"class":262},"should be number",[214,1195,308],{"class":220},[214,1197,1198],{"class":216,"line":481},[214,1199,1200],{"class":220},"}]\n",[12,1202,1203],{},"These detailed error messages eliminate guesswork. You see the field, the problem, and where validation failed.",[12,1205,1206],{},"Test additional scenarios to see how the validator catches different issues:",[12,1208,1209],{},[67,1210,1211],{},"Missing required field:",[205,1213,1215],{"className":207,"code":1214,"language":209,"meta":210,"style":210},"{\n  \"temperature\": 72.5,\n  \"unit\": \"Celsius\",\n  \"timestamp\": \"2025-11-21T10:30:00Z\"\n}\n",[43,1216,1217,1221,1235,1253,1269],{"__ignoreMap":210},[214,1218,1219],{"class":216,"line":217},[214,1220,221],{"class":220},[214,1222,1223,1225,1227,1229,1231,1233],{"class":216,"line":224},[214,1224,1088],{"class":220},[214,1226,231],{"class":230},[214,1228,234],{"class":220},[214,1230,237],{"class":220},[214,1232,241],{"class":240},[214,1234,244],{"class":220},[214,1236,1237,1239,1241,1243,1245,1247,1249,1251],{"class":216,"line":247},[214,1238,1088],{"class":220},[214,1240,252],{"class":230},[214,1242,234],{"class":220},[214,1244,237],{"class":220},[214,1246,259],{"class":220},[214,1248,263],{"class":262},[214,1250,234],{"class":220},[214,1252,244],{"class":220},[214,1254,1255,1257,1259,1261,1263,1265,1267],{"class":216,"line":270},[214,1256,1088],{"class":220},[214,1258,296],{"class":230},[214,1260,234],{"class":220},[214,1262,237],{"class":220},[214,1264,259],{"class":220},[214,1266,305],{"class":262},[214,1268,308],{"class":220},[214,1270,1271],{"class":216,"line":291},[214,1272,314],{"class":220},[12,1274,1275],{},[67,1276,1277],{},"Out of range value:",[205,1279,1281],{"className":207,"code":1280,"language":209,"meta":210,"style":210},"{\n  \"temperature\": 150,\n  \"unit\": \"Celsius\",\n  \"sensor_id\": \"TEMP_LINE_01\",\n  \"timestamp\": \"2025-11-21T10:30:00Z\"\n}\n",[43,1282,1283,1287,1302,1320,1338,1354],{"__ignoreMap":210},[214,1284,1285],{"class":216,"line":217},[214,1286,221],{"class":220},[214,1288,1289,1291,1293,1295,1297,1300],{"class":216,"line":224},[214,1290,1088],{"class":220},[214,1292,231],{"class":230},[214,1294,234],{"class":220},[214,1296,237],{"class":220},[214,1298,1299],{"class":240}," 150",[214,1301,244],{"class":220},[214,1303,1304,1306,1308,1310,1312,1314,1316,1318],{"class":216,"line":247},[214,1305,1088],{"class":220},[214,1307,252],{"class":230},[214,1309,234],{"class":220},[214,1311,237],{"class":220},[214,1313,259],{"class":220},[214,1315,263],{"class":262},[214,1317,234],{"class":220},[214,1319,244],{"class":220},[214,1321,1322,1324,1326,1328,1330,1332,1334,1336],{"class":216,"line":270},[214,1323,1088],{"class":220},[214,1325,275],{"class":230},[214,1327,234],{"class":220},[214,1329,237],{"class":220},[214,1331,259],{"class":220},[214,1333,284],{"class":262},[214,1335,234],{"class":220},[214,1337,244],{"class":220},[214,1339,1340,1342,1344,1346,1348,1350,1352],{"class":216,"line":291},[214,1341,1088],{"class":220},[214,1343,296],{"class":230},[214,1345,234],{"class":220},[214,1347,237],{"class":220},[214,1349,259],{"class":220},[214,1351,305],{"class":262},[214,1353,308],{"class":220},[214,1355,1356],{"class":216,"line":311},[214,1357,314],{"class":220},[12,1359,1360],{},[67,1361,1362],{},"Invalid enum value:",[205,1364,1366],{"className":207,"code":1365,"language":209,"meta":210,"style":210},"{\n  \"temperature\": 72.5,\n  \"unit\": \"F\",\n  \"sensor_id\": \"TEMP_LINE_01\",\n  \"timestamp\": \"2025-11-21T10:30:00Z\"\n}\n",[43,1367,1368,1372,1386,1405,1423,1439],{"__ignoreMap":210},[214,1369,1370],{"class":216,"line":217},[214,1371,221],{"class":220},[214,1373,1374,1376,1378,1380,1382,1384],{"class":216,"line":224},[214,1375,1088],{"class":220},[214,1377,231],{"class":230},[214,1379,234],{"class":220},[214,1381,237],{"class":220},[214,1383,241],{"class":240},[214,1385,244],{"class":220},[214,1387,1388,1390,1392,1394,1396,1398,1401,1403],{"class":216,"line":247},[214,1389,1088],{"class":220},[214,1391,252],{"class":230},[214,1393,234],{"class":220},[214,1395,237],{"class":220},[214,1397,259],{"class":220},[214,1399,1400],{"class":262},"F",[214,1402,234],{"class":220},[214,1404,244],{"class":220},[214,1406,1407,1409,1411,1413,1415,1417,1419,1421],{"class":216,"line":270},[214,1408,1088],{"class":220},[214,1410,275],{"class":230},[214,1412,234],{"class":220},[214,1414,237],{"class":220},[214,1416,259],{"class":220},[214,1418,284],{"class":262},[214,1420,234],{"class":220},[214,1422,244],{"class":220},[214,1424,1425,1427,1429,1431,1433,1435,1437],{"class":216,"line":291},[214,1426,1088],{"class":220},[214,1428,296],{"class":230},[214,1430,234],{"class":220},[214,1432,237],{"class":220},[214,1434,259],{"class":220},[214,1436,305],{"class":262},[214,1438,308],{"class":220},[214,1440,1441],{"class":216,"line":311},[214,1442,314],{"class":220},[12,1444,1445],{},"Each failure produces specific error messages that pinpoint the exact issue.",[29,1447,1449],{"id":1448},"setting-up-error-alerts","Setting Up Error Alerts",[12,1451,1452],{},"Now that your validator is catching bad data on Output 2, let's set up Telegram notifications so you get instant mobile alerts whenever validation fails.",[138,1454,1456],{"id":1455},"installing-the-telegram-node","Installing the Telegram Node",[12,1458,1459],{},"First, install the Telegram node from the palette:",[162,1461,1462,1469,1473,1478,1483,1488],{},[90,1463,1464,1465,1468],{},"Click the ",[67,1466,1467],{},"hamburger menu"," (three horizontal lines) in the top right.",[90,1470,172,1471,76],{},[67,1472,175],{},[90,1474,178,1475,1477],{},[67,1476,181],{}," tab.",[90,1479,185,1480,76],{},[43,1481,1482],{},"node-red-contrib-telegrambot",[90,1484,190,1485,1487],{},[67,1486,181],{}," next to the node.",[90,1489,1490],{},"Wait for installation to complete.",[12,1492,1493],{},"Once installed, you'll find the \"telegram sender\" and \"telegram receiver\" nodes in your palette.",[138,1495,1497],{"id":1496},"creating-your-telegram-bot-and-getting-your-chat-id","Creating Your Telegram Bot and Getting Your Chat ID",[12,1499,1500,1501],{},"Before you can send alerts, you need to create a Telegram bot and get your Chat ID. We have a detailed guide that walks you through the entire process:  ",[131,1502,1504],{"href":1503},"\u002Fnode-red\u002Fnotification\u002Ftelegram\u002F#creating-a-bot-in-telegram","How to Create a Telegram Bot and Find Your Chat ID",[12,1506,1507,1508,1511,1512,1515],{},"Once you have your ",[67,1509,1510],{},"bot token"," and ",[67,1513,1514],{},"Chat ID",", come back here to continue with the alert setup.",[138,1517,1519],{"id":1518},"create-the-alert-message","Create the Alert Message",[12,1521,1522],{},"Now we'll format the error information into a clear Telegram message.",[162,1524,1525,1528,1535,1542,1547,1550],{},[90,1526,1527],{},"Find your validator node (the JSON Schema Validator).",[90,1529,1530,1531,1534],{},"Look at its ",[67,1532,1533],{},"second output"," (the bottom one). This is where bad data with errors comes out.",[90,1536,1537,1538,1541],{},"Drag a ",[67,1539,1540],{},"function"," node onto the canvas.",[90,1543,1544,1545,76],{},"Connect it to the validator's ",[67,1546,1533],{},[90,1548,1549],{},"Double-click the function node to open it.",[90,1551,1552,1553,1556,1557,1560],{},"Change the ",[67,1554,1555],{},"Name"," at the top to: ",[43,1558,1559],{},"Format Alert"," and add the following JavaScript:",[205,1562,1566],{"className":1563,"code":1564,"language":1565,"meta":210,"style":210},"language-javascript shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","\u002F\u002F Get error information\nconst errors = msg.error || [];\nconst badData = msg.payload || {};\n\n\u002F\u002F Build error list\nlet errorText = \"\";\nerrors.forEach((err, index) => {\n    errorText += `${index + 1}. Field: ${err.dataPath || 'unknown'}\\n`;\n    errorText += `   Problem: ${err.message}\\n\\n`;\n});\n\n\u002F\u002F Get current time\nconst time = new Date().toLocaleString();\n\n\u002F\u002F Build the alert message\nmsg.payload = {\n  chatId: \"PUT_YOUR_CHAT_ID_HERE\",\n  type: \"message\",\n  content: `🚨 DATA VALIDATION FAILED\n\nTime: ${time}\nSensor: ${badData.sensor_id || 'Unknown'}\n\nERRORS FOUND:\n${errorText}\n\nBAD DATA:\n${JSON.stringify(badData, null, 2)}`\n};\n\nreturn msg;\n","javascript",[43,1567,1568,1574,1603,1624,1630,1635,1650,1683,1738,1767,1775,1779,1784,1811,1815,1820,1833,1850,1865,1877,1881,1893,1918,1922,1927,1936,1940,1945,1973,1979,1984],{"__ignoreMap":210},[214,1569,1570],{"class":216,"line":217},[214,1571,1573],{"class":1572},"sHwdD","\u002F\u002F Get error information\n",[214,1575,1576,1579,1583,1586,1589,1591,1594,1597,1600],{"class":216,"line":224},[214,1577,1578],{"class":230},"const",[214,1580,1582],{"class":1581},"sTEyZ"," errors ",[214,1584,1585],{"class":220},"=",[214,1587,1588],{"class":1581}," msg",[214,1590,76],{"class":220},[214,1592,1593],{"class":1581},"error ",[214,1595,1596],{"class":220},"||",[214,1598,1599],{"class":1581}," []",[214,1601,1602],{"class":220},";\n",[214,1604,1605,1607,1610,1612,1614,1616,1619,1621],{"class":216,"line":247},[214,1606,1578],{"class":230},[214,1608,1609],{"class":1581}," badData ",[214,1611,1585],{"class":220},[214,1613,1588],{"class":1581},[214,1615,76],{"class":220},[214,1617,1618],{"class":1581},"payload ",[214,1620,1596],{"class":220},[214,1622,1623],{"class":220}," {};\n",[214,1625,1626],{"class":216,"line":270},[214,1627,1629],{"emptyLinePlaceholder":1628},true,"\n",[214,1631,1632],{"class":216,"line":291},[214,1633,1634],{"class":1572},"\u002F\u002F Build error list\n",[214,1636,1637,1640,1643,1645,1648],{"class":216,"line":311},[214,1638,1639],{"class":230},"let",[214,1641,1642],{"class":1581}," errorText ",[214,1644,1585],{"class":220},[214,1646,1647],{"class":220}," \"\"",[214,1649,1602],{"class":220},[214,1651,1652,1655,1657,1661,1664,1666,1670,1672,1675,1678,1681],{"class":216,"line":445},[214,1653,1654],{"class":1581},"errors",[214,1656,76],{"class":220},[214,1658,1660],{"class":1659},"s2Zo4","forEach",[214,1662,1663],{"class":1581},"(",[214,1665,1663],{"class":220},[214,1667,1669],{"class":1668},"sHdIc","err",[214,1671,370],{"class":220},[214,1673,1674],{"class":1668}," index",[214,1676,1677],{"class":220},")",[214,1679,1680],{"class":230}," =>",[214,1682,410],{"class":220},[214,1684,1685,1688,1691,1694,1697,1700,1703,1706,1709,1712,1714,1716,1719,1721,1724,1727,1730,1733,1736],{"class":216,"line":463},[214,1686,1687],{"class":1581},"    errorText",[214,1689,1690],{"class":220}," +=",[214,1692,1693],{"class":220}," `${",[214,1695,1696],{"class":1581},"index ",[214,1698,1699],{"class":220},"+",[214,1701,1702],{"class":240}," 1",[214,1704,1705],{"class":220},"}",[214,1707,1708],{"class":262},". Field: ",[214,1710,1711],{"class":220},"${",[214,1713,1669],{"class":1581},[214,1715,76],{"class":220},[214,1717,1718],{"class":1581},"dataPath ",[214,1720,1596],{"class":220},[214,1722,1723],{"class":220}," '",[214,1725,1726],{"class":262},"unknown",[214,1728,1729],{"class":220},"'}",[214,1731,1732],{"class":1581},"\\n",[214,1734,1735],{"class":220},"`",[214,1737,1602],{"class":220},[214,1739,1740,1742,1744,1747,1750,1752,1754,1756,1758,1760,1763,1765],{"class":216,"line":481},[214,1741,1687],{"class":1581},[214,1743,1690],{"class":220},[214,1745,1746],{"class":220}," `",[214,1748,1749],{"class":262},"   Problem: ",[214,1751,1711],{"class":220},[214,1753,1669],{"class":1581},[214,1755,76],{"class":220},[214,1757,1184],{"class":1581},[214,1759,1705],{"class":220},[214,1761,1762],{"class":1581},"\\n\\n",[214,1764,1735],{"class":220},[214,1766,1602],{"class":220},[214,1768,1769,1771,1773],{"class":216,"line":501},[214,1770,1705],{"class":220},[214,1772,1677],{"class":1581},[214,1774,1602],{"class":220},[214,1776,1777],{"class":216,"line":507},[214,1778,1629],{"emptyLinePlaceholder":1628},[214,1780,1781],{"class":216,"line":520},[214,1782,1783],{"class":1572},"\u002F\u002F Get current time\n",[214,1785,1786,1788,1791,1793,1796,1799,1802,1804,1807,1809],{"class":216,"line":540},[214,1787,1578],{"class":230},[214,1789,1790],{"class":1581}," time ",[214,1792,1585],{"class":220},[214,1794,1795],{"class":220}," new",[214,1797,1798],{"class":1659}," Date",[214,1800,1801],{"class":1581},"()",[214,1803,76],{"class":220},[214,1805,1806],{"class":1659},"toLocaleString",[214,1808,1801],{"class":1581},[214,1810,1602],{"class":220},[214,1812,1813],{"class":216,"line":562},[214,1814,1629],{"emptyLinePlaceholder":1628},[214,1816,1817],{"class":216,"line":580},[214,1818,1819],{"class":1572},"\u002F\u002F Build the alert message\n",[214,1821,1822,1825,1827,1829,1831],{"class":216,"line":585},[214,1823,1824],{"class":1581},"msg",[214,1826,76],{"class":220},[214,1828,1618],{"class":1581},[214,1830,1585],{"class":220},[214,1832,410],{"class":220},[214,1834,1835,1839,1841,1843,1846,1848],{"class":216,"line":598},[214,1836,1838],{"class":1837},"swJcz","  chatId",[214,1840,237],{"class":220},[214,1842,259],{"class":220},[214,1844,1845],{"class":262},"PUT_YOUR_CHAT_ID_HERE",[214,1847,234],{"class":220},[214,1849,244],{"class":220},[214,1851,1852,1855,1857,1859,1861,1863],{"class":216,"line":617},[214,1853,1854],{"class":1837},"  type",[214,1856,237],{"class":220},[214,1858,259],{"class":220},[214,1860,1184],{"class":262},[214,1862,234],{"class":220},[214,1864,244],{"class":220},[214,1866,1867,1870,1872,1874],{"class":216,"line":638},[214,1868,1869],{"class":1837},"  content",[214,1871,237],{"class":220},[214,1873,1746],{"class":220},[214,1875,1876],{"class":262},"🚨 DATA VALIDATION FAILED\n",[214,1878,1879],{"class":216,"line":656},[214,1880,1629],{"emptyLinePlaceholder":1628},[214,1882,1883,1886,1888,1891],{"class":216,"line":661},[214,1884,1885],{"class":262},"Time: ",[214,1887,1711],{"class":220},[214,1889,1890],{"class":1581},"time",[214,1892,314],{"class":220},[214,1894,1895,1898,1900,1903,1905,1908,1910,1912,1915],{"class":216,"line":674},[214,1896,1897],{"class":262},"Sensor: ",[214,1899,1711],{"class":220},[214,1901,1902],{"class":1581},"badData",[214,1904,76],{"class":220},[214,1906,1907],{"class":1581},"sensor_id ",[214,1909,1596],{"class":220},[214,1911,1723],{"class":220},[214,1913,1914],{"class":262},"Unknown",[214,1916,1917],{"class":220},"'}\n",[214,1919,1920],{"class":216,"line":693},[214,1921,1629],{"emptyLinePlaceholder":1628},[214,1923,1924],{"class":216,"line":714},[214,1925,1926],{"class":262},"ERRORS FOUND:\n",[214,1928,1929,1931,1934],{"class":216,"line":732},[214,1930,1711],{"class":220},[214,1932,1933],{"class":1581},"errorText",[214,1935,314],{"class":220},[214,1937,1938],{"class":216,"line":738},[214,1939,1629],{"emptyLinePlaceholder":1628},[214,1941,1942],{"class":216,"line":744},[214,1943,1944],{"class":262},"BAD DATA:\n",[214,1946,1947,1949,1952,1954,1957,1960,1962,1965,1968,1970],{"class":216,"line":759},[214,1948,1711],{"class":220},[214,1950,1951],{"class":1581},"JSON",[214,1953,76],{"class":220},[214,1955,1956],{"class":1659},"stringify",[214,1958,1959],{"class":1581},"(badData",[214,1961,370],{"class":220},[214,1963,1964],{"class":220}," null,",[214,1966,1967],{"class":240}," 2",[214,1969,1677],{"class":1581},[214,1971,1972],{"class":220},"}`\n",[214,1974,1976],{"class":216,"line":1975},29,[214,1977,1978],{"class":220},"};\n",[214,1980,1982],{"class":216,"line":1981},30,[214,1983,1629],{"emptyLinePlaceholder":1628},[214,1985,1987,1991,1993],{"class":216,"line":1986},31,[214,1988,1990],{"class":1989},"s7zQu","return",[214,1992,1588],{"class":1581},[214,1994,1602],{"class":220},[162,1996,1997,2003,2009,2014,2020,2029,2034,2043,2050,2053,2061],{},[90,1998,1999,2000,76],{},"Find the line ",[43,2001,2002],{},"chatId: \"PUT_YOUR_CHAT_ID_HERE\"",[90,2004,2005,2006,2008],{},"Replace ",[43,2007,1845],{}," with your actual Chat ID.",[90,2010,190,2011,76],{},[67,2012,2013],{},"Done",[90,2015,2016,2017,1541],{},"Drag ",[67,2018,2019],{},"telegram sender",[90,2021,2022,2023,2025,2026,2028],{},"Connect your ",[67,2024,1559],{}," function node to the ",[67,2027,2019],{}," node.",[90,2030,2031,2032,2028],{},"Double-click the ",[67,2033,2019],{},[90,2035,1464,2036,2038,2039,2042],{},[67,2037,1699],{}," icon next to ",[67,2040,2041],{},"Bot"," to add your bot configuration.",[90,2044,2045,2046,2049],{},"Paste your ",[67,2047,2048],{},"Bot Token"," that you got from BotFather.",[90,2051,2052],{},"Give it a name like \"Quality Check Bot\".",[90,2054,190,2055,2058,2059,76],{},[67,2056,2057],{},"Add",", then ",[67,2060,2013],{},[90,2062,190,2063,76],{},[67,2064,2065],{},"Deploy",[12,2067,2068],{},"Now test your setup by triggering a validation failure. You should receive an instant Telegram message showing exactly what went wrong.",[12,2070,2071],{},"Below is the complete flow that demonstrates the entire validation pipeline, from receiving sensor data to catching errors and sending Telegram alerts.",[2073,2074,2076],"render-flow",{":height":2075},"300",[205,2077,2079],{"className":207,"code":2078,"language":209,"meta":210,"style":210},"[{\"id\":\"9b9f55548911ac66\",\"type\":\"inject\",\"z\":\"d7101f3a4d45deed\",\"name\":\"Invalid Data\",\"props\":[{\"p\":\"payload\"}],\"repeat\":\"\",\"crontab\":\"\",\"once\":false,\"onceDelay\":0.1,\"topic\":\"\",\"payload\":\"{\\\"temperature\\\":\\\"ERR\\\",\\\"unit\\\":\\\"Celsius\\\",\\\"sensor_id\\\":\\\"TEMP_LINE_01\\\",\\\"timestamp\\\":\\\"2025-11-21T10:30:00Z\\\"}\",\"payloadType\":\"json\",\"x\":260,\"y\":480,\"wires\":[[\"93c2895e93507e19\"]]},{\"id\":\"ae110e07ad7685d7\",\"type\":\"debug\",\"z\":\"d7101f3a4d45deed\",\"name\":\"Data\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"true\",\"targetType\":\"full\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":760,\"y\":360,\"wires\":[]},{\"id\":\"df3cea6a5e793d66\",\"type\":\"function\",\"z\":\"d7101f3a4d45deed\",\"name\":\"Format Alert\",\"func\":\"\u002F\u002F Get error information\\nconst errors = msg.error || [];\\nconst badData = msg.payload || {};\\n\\n\u002F\u002F Build error list\\nlet errorText = \\\"\\\";\\nerrors.forEach((err, index) => {\\n    errorText += `${index + 1}. Field: ${err.dataPath || 'unknown'}\\\\n`;\\n    errorText += `   Problem: ${err.message}\\\\n\\\\n`;\\n});\\n\\n\u002F\u002F Get current time\\nconst time = new Date().toLocaleString();\\n\\n\u002F\u002F Build the alert message\\nmsg.payload = {\\n    chatId: \\\"PUT_YOUR_CHAT_ID_HERE\\\",\\n    type: \\\"message\\\",\\n    content: `🚨 DATA VALIDATION FAILED\\n\\nTime: ${time}\\nSensor: ${badData.sensor_id || 'Unknown'}\\n\\nERRORS FOUND:\\n${errorText}\\n\\nBAD DATA:\\n${JSON.stringify(badData, null, 2)}`\\n};\\n\\nreturn msg;\",\"outputs\":1,\"timeout\":0,\"noerr\":0,\"initialize\":\"\",\"finalize\":\"\",\"libs\":[],\"x\":750,\"y\":500,\"wires\":[[\"73c2d99fc1d7025a\"]]},{\"id\":\"c97a4811cf6d94ec\",\"type\":\"inject\",\"z\":\"d7101f3a4d45deed\",\"name\":\"Valid Data\",\"props\":[{\"p\":\"payload\"}],\"repeat\":\"\",\"crontab\":\"\",\"once\":false,\"onceDelay\":0.1,\"topic\":\"\",\"payload\":\"{\\\"temperature\\\":72.5,\\\"unit\\\":\\\"Celsius\\\",\\\"sensor_id\\\":\\\"TEMP_LINE_01\\\",\\\"timestamp\\\":\\\"2025-11-21T10:30:00Z\\\"}\",\"payloadType\":\"json\",\"x\":250,\"y\":400,\"wires\":[[\"93c2895e93507e19\"]]},{\"id\":\"b82034c189d13fd5\",\"type\":\"comment\",\"z\":\"d7101f3a4d45deed\",\"name\":\"Data Simulation\",\"info\":\"\",\"x\":260,\"y\":340,\"wires\":[]},{\"id\":\"93c2895e93507e19\",\"type\":\"json-full-schema-validator\",\"z\":\"d7101f3a4d45deed\",\"name\":\"\",\"property\":\"payload\",\"propertyType\":\"msg\",\"func\":\"{\\n    \\\"type\\\": \\\"object\\\",\\n        \\\"required\\\": [\\\"temperature\\\", \\\"unit\\\", \\\"sensor_id\\\", \\\"timestamp\\\"],\\n            \\\"properties\\\": {\\n        \\\"temperature\\\": {\\n            \\\"type\\\": \\\"number\\\",\\n                \\\"minimum\\\": 0,\\n                    \\\"maximum\\\": 100,\\n                        \\\"description\\\": \\\"Temperature reading in Celsius\\\"\\n        },\\n        \\\"unit\\\": {\\n            \\\"type\\\": \\\"string\\\",\\n                \\\"enum\\\": [\\\"Celsius\\\"],\\n                    \\\"description\\\": \\\"Temperature unit (Celsius only)\\\"\\n        },\\n        \\\"sensor_id\\\": {\\n            \\\"type\\\": \\\"string\\\",\\n                \\\"pattern\\\": \\\"^TEMP_LINE_[0-9]+$\\\",\\n                    \\\"description\\\": \\\"Sensor identifier following the required naming convention\\\"\\n        },\\n        \\\"timestamp\\\": {\\n            \\\"type\\\": \\\"string\\\",\\n                \\\"format\\\": \\\"date-time\\\",\\n                    \\\"description\\\": \\\"ISO 8601 formatted timestamp\\\"\\n        }\\n    },\\n    \\\"additionalProperties\\\": false\\n}\",\"x\":520,\"y\":420,\"wires\":[[\"ae110e07ad7685d7\"],[\"df3cea6a5e793d66\",\"30dce9e4816b95a9\"]]},{\"id\":\"73c2d99fc1d7025a\",\"type\":\"telegram sender\",\"z\":\"d7101f3a4d45deed\",\"name\":\"\",\"bot\":\"c588ce99d237a64a\",\"haserroroutput\":false,\"outputs\":1,\"x\":770,\"y\":560,\"wires\":[[]]},{\"id\":\"30dce9e4816b95a9\",\"type\":\"debug\",\"z\":\"d7101f3a4d45deed\",\"name\":\"Error\",\"active\":true,\"tosidebar\":true,\"console\":false,\"tostatus\":false,\"complete\":\"true\",\"targetType\":\"full\",\"statusVal\":\"\",\"statusType\":\"auto\",\"x\":760,\"y\":440,\"wires\":[]},{\"id\":\"c588ce99d237a64a\",\"type\":\"telegram bot\",\"botname\":\"Quality Check Bot\",\"usernames\":\"\",\"chatids\":\"\",\"baseapiurl\":\"\",\"testenvironment\":false,\"updatemode\":\"polling\",\"pollinterval\":300,\"usesocks\":false,\"sockshost\":\"\",\"socksprotocol\":\"socks5\",\"socksport\":6667,\"socksusername\":\"anonymous\",\"sockspassword\":\"\",\"bothost\":\"\",\"botpath\":\"\",\"localbothost\":\"0.0.0.0\",\"localbotport\":8443,\"publicbotport\":8443,\"privatekey\":\"\",\"certificate\":\"\",\"useselfsignedcertificate\":false,\"sslterminated\":false,\"verboselogging\":false},{\"id\":\"e1abd01699c129df\",\"type\":\"global-config\",\"env\":[],\"modules\":{\"node-red-contrib-full-msg-json-schema-validation\":\"1.1.0\",\"node-red-contrib-telegrambot\":\"17.0.3\"}}]\n",[43,2080,2081],{"__ignoreMap":210},[214,2082,2083,2086,2088,2091,2093,2095,2097,2100,2102,2104,2106,2108,2110,2112,2114,2117,2119,2121,2123,2126,2128,2130,2132,2135,2137,2139,2141,2144,2146,2148,2150,2153,2155,2157,2159,2162,2164,2167,2169,2171,2173,2175,2177,2180,2182,2185,2187,2190,2192,2194,2197,2199,2201,2204,2206,2208,2210,2212,2214,2217,2219,2222,2224,2227,2229,2231,2234,2236,2238,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2262,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2336,2338,2340,2342,2344,2346,2348,2350,2353,2355,2357,2360,2362,2364,2367,2369,2371,2374,2376,2378,2381,2383,2386,2388,2391,2393,2396,2398,2400,2402,2404,2406,2409,2411,2413,2415,2417,2419,2421,2423,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2459,2461,2463,2465,2468,2470,2473,2475,2478,2480,2482,2484,2487,2489,2491,2493,2496,2498,2500,2502,2505,2507,2509,2511,2514,2516,2518,2520,2523,2525,2527,2529,2532,2534,2536,2538,2541,2543,2545,2547,2549,2551,2554,2556,2558,2560,2563,2565,2567,2569,2571,2573,2575,2578,2580,2582,2584,2586,2588,2591,2593,2595,2597,2599,2602,2604,2606,2608,2610,2612,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2672,2674,2676,2678,2681,2683,2686,2688,2691,2693,2696,2698,2701,2704,2707,2709,2712,2714,2717,2720,2723,2725,2728,2730,2733,2735,2737,2739,2742,2744,2747,2749,2752,2754,2757,2759,2762,2764,2767,2769,2771,2773,2775,2777,2780,2782,2784,2786,2788,2790,2793,2795,2798,2800,2803,2805,2808,2810,2813,2815,2818,2820,2823,2825,2828,2830,2833,2835,2837,2839,2842,2844,2846,2849,2851,2853,2856,2858,2860,2863,2865,2867,2870,2872,2874,2876,2878,2880,2883,2885,2887,2889,2891,2893,2896,2898,2900,2902,2904,2906,2909,2911,2914,2916,2918,2920,2922,2925,2927,2929,2931,2933,2935,2938,2940,2942,2944,2946,2948,2950,2953,2955,2957,2959,2961,2963,2965,2967,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3203,3205,3207,3209,3211,3213,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3247,3249,3251,3253,3255,3257,3259,3261,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3297,3299,3301,3303,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3413,3415,3417,3419,3421,3423,3425,3427,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3459,3461,3463,3466,3468,3470,3472,3474,3476,3479,3481,3483,3486,3488,3490,3492,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3520,3522,3525,3527,3529,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3565,3567,3569,3572,3574,3577,3579,3581,3584,3586,3589,3591,3593,3595,3597,3599,3602,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3798,3800,3803,3805,3807,3809,3811,3814,3816,3818,3820,3822,3824,3826,3828,3830,3833,3835,3837,3839,3841,3843,3846,3848,3850,3852,3854,3856,3858,3860,3862,3865,3867,3869,3871,3873,3875,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3947,3949,3951,3953,3956,3958,3960,3962,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3992,3994,3996,3998,4000,4002,4005,4007,4009,4011,4013,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4235,4237,4239,4241,4244,4246,4248,4250,4253,4255,4257,4259,4262,4264,4266,4268,4270,4272,4275,4277,4279,4281,4283,4285,4288,4290,4292,4294,4296,4298,4301,4303,4305,4307,4310,4312,4314,4316,4319,4321,4323,4325,4328,4330,4332,4334,4336,4338,4341,4343,4345,4347,4350,4352,4354,4356,4358,4360,4363,4365,4367,4369,4372,4374,4376,4378,4381,4383,4385,4388,4390,4392,4395,4397,4399,4401,4404,4406,4408,4410,4413,4415,4417,4419,4421,4423,4426,4428,4430,4432,4434,4436,4439,4441,4443,4445,4447,4449,4452,4454,4456,4458,4461,4463,4465,4467,4470,4472,4474,4477,4479,4481,4484,4486,4488,4490,4492,4494,4497,4499,4501,4503,4505,4507,4510,4512,4514,4516,4518,4520,4523,4525,4527,4529,4532,4534,4536,4538,4541,4543,4546,4548,4550,4552,4554,4556,4559,4561,4563,4565,4567,4569,4571,4573,4576,4578,4580,4582,4585,4587,4589,4591,4594,4596,4599,4601,4603,4605,4607,4609,4612,4614,4616,4618,4620,4622,4624,4626,4629,4631],{"class":216,"line":217},[214,2084,2085],{"class":220},"[{",[214,2087,234],{"class":220},[214,2089,2090],{"class":230},"id",[214,2092,234],{"class":220},[214,2094,237],{"class":220},[214,2096,234],{"class":220},[214,2098,2099],{"class":262},"9b9f55548911ac66",[214,2101,234],{"class":220},[214,2103,370],{"class":220},[214,2105,234],{"class":220},[214,2107,333],{"class":230},[214,2109,234],{"class":220},[214,2111,237],{"class":220},[214,2113,234],{"class":220},[214,2115,2116],{"class":262},"inject",[214,2118,234],{"class":220},[214,2120,370],{"class":220},[214,2122,234],{"class":220},[214,2124,2125],{"class":230},"z",[214,2127,234],{"class":220},[214,2129,237],{"class":220},[214,2131,234],{"class":220},[214,2133,2134],{"class":262},"d7101f3a4d45deed",[214,2136,234],{"class":220},[214,2138,370],{"class":220},[214,2140,234],{"class":220},[214,2142,2143],{"class":230},"name",[214,2145,234],{"class":220},[214,2147,237],{"class":220},[214,2149,234],{"class":220},[214,2151,2152],{"class":262},"Invalid Data",[214,2154,234],{"class":220},[214,2156,370],{"class":220},[214,2158,234],{"class":220},[214,2160,2161],{"class":230},"props",[214,2163,234],{"class":220},[214,2165,2166],{"class":220},":[{",[214,2168,234],{"class":220},[214,2170,12],{"class":417},[214,2172,234],{"class":220},[214,2174,237],{"class":220},[214,2176,234],{"class":220},[214,2178,2179],{"class":262},"payload",[214,2181,234],{"class":220},[214,2183,2184],{"class":220},"}],",[214,2186,234],{"class":220},[214,2188,2189],{"class":230},"repeat",[214,2191,234],{"class":220},[214,2193,237],{"class":220},[214,2195,2196],{"class":220},"\"\"",[214,2198,370],{"class":220},[214,2200,234],{"class":220},[214,2202,2203],{"class":230},"crontab",[214,2205,234],{"class":220},[214,2207,237],{"class":220},[214,2209,2196],{"class":220},[214,2211,370],{"class":220},[214,2213,234],{"class":220},[214,2215,2216],{"class":230},"once",[214,2218,234],{"class":220},[214,2220,2221],{"class":220},":false,",[214,2223,234],{"class":220},[214,2225,2226],{"class":230},"onceDelay",[214,2228,234],{"class":220},[214,2230,237],{"class":220},[214,2232,2233],{"class":240},"0.1",[214,2235,370],{"class":220},[214,2237,234],{"class":220},[214,2239,2240],{"class":230},"topic",[214,2242,234],{"class":220},[214,2244,237],{"class":220},[214,2246,2196],{"class":220},[214,2248,370],{"class":220},[214,2250,234],{"class":220},[214,2252,2179],{"class":230},[214,2254,234],{"class":220},[214,2256,237],{"class":220},[214,2258,234],{"class":220},[214,2260,2261],{"class":262},"{",[214,2263,2264],{"class":1581},"\\\"",[214,2266,231],{"class":262},[214,2268,2264],{"class":1581},[214,2270,237],{"class":262},[214,2272,2264],{"class":1581},[214,2274,1004],{"class":262},[214,2276,2264],{"class":1581},[214,2278,370],{"class":262},[214,2280,2264],{"class":1581},[214,2282,252],{"class":262},[214,2284,2264],{"class":1581},[214,2286,237],{"class":262},[214,2288,2264],{"class":1581},[214,2290,263],{"class":262},[214,2292,2264],{"class":1581},[214,2294,370],{"class":262},[214,2296,2264],{"class":1581},[214,2298,275],{"class":262},[214,2300,2264],{"class":1581},[214,2302,237],{"class":262},[214,2304,2264],{"class":1581},[214,2306,284],{"class":262},[214,2308,2264],{"class":1581},[214,2310,370],{"class":262},[214,2312,2264],{"class":1581},[214,2314,296],{"class":262},[214,2316,2264],{"class":1581},[214,2318,237],{"class":262},[214,2320,2264],{"class":1581},[214,2322,305],{"class":262},[214,2324,2264],{"class":1581},[214,2326,1705],{"class":262},[214,2328,234],{"class":220},[214,2330,370],{"class":220},[214,2332,234],{"class":220},[214,2334,2335],{"class":230},"payloadType",[214,2337,234],{"class":220},[214,2339,237],{"class":220},[214,2341,234],{"class":220},[214,2343,209],{"class":262},[214,2345,234],{"class":220},[214,2347,370],{"class":220},[214,2349,234],{"class":220},[214,2351,2352],{"class":230},"x",[214,2354,234],{"class":220},[214,2356,237],{"class":220},[214,2358,2359],{"class":240},"260",[214,2361,370],{"class":220},[214,2363,234],{"class":220},[214,2365,2366],{"class":230},"y",[214,2368,234],{"class":220},[214,2370,237],{"class":220},[214,2372,2373],{"class":240},"480",[214,2375,370],{"class":220},[214,2377,234],{"class":220},[214,2379,2380],{"class":230},"wires",[214,2382,234],{"class":220},[214,2384,2385],{"class":220},":[[",[214,2387,234],{"class":220},[214,2389,2390],{"class":262},"93c2895e93507e19",[214,2392,234],{"class":220},[214,2394,2395],{"class":220},"]]},{",[214,2397,234],{"class":220},[214,2399,2090],{"class":230},[214,2401,234],{"class":220},[214,2403,237],{"class":220},[214,2405,234],{"class":220},[214,2407,2408],{"class":262},"ae110e07ad7685d7",[214,2410,234],{"class":220},[214,2412,370],{"class":220},[214,2414,234],{"class":220},[214,2416,333],{"class":230},[214,2418,234],{"class":220},[214,2420,237],{"class":220},[214,2422,234],{"class":220},[214,2424,2425],{"class":262},"debug",[214,2427,234],{"class":220},[214,2429,370],{"class":220},[214,2431,234],{"class":220},[214,2433,2125],{"class":230},[214,2435,234],{"class":220},[214,2437,237],{"class":220},[214,2439,234],{"class":220},[214,2441,2134],{"class":262},[214,2443,234],{"class":220},[214,2445,370],{"class":220},[214,2447,234],{"class":220},[214,2449,2143],{"class":230},[214,2451,234],{"class":220},[214,2453,237],{"class":220},[214,2455,234],{"class":220},[214,2457,2458],{"class":262},"Data",[214,2460,234],{"class":220},[214,2462,370],{"class":220},[214,2464,234],{"class":220},[214,2466,2467],{"class":230},"active",[214,2469,234],{"class":220},[214,2471,2472],{"class":220},":true,",[214,2474,234],{"class":220},[214,2476,2477],{"class":230},"tosidebar",[214,2479,234],{"class":220},[214,2481,2472],{"class":220},[214,2483,234],{"class":220},[214,2485,2486],{"class":230},"console",[214,2488,234],{"class":220},[214,2490,2221],{"class":220},[214,2492,234],{"class":220},[214,2494,2495],{"class":230},"tostatus",[214,2497,234],{"class":220},[214,2499,2221],{"class":220},[214,2501,234],{"class":220},[214,2503,2504],{"class":230},"complete",[214,2506,234],{"class":220},[214,2508,237],{"class":220},[214,2510,234],{"class":220},[214,2512,2513],{"class":262},"true",[214,2515,234],{"class":220},[214,2517,370],{"class":220},[214,2519,234],{"class":220},[214,2521,2522],{"class":230},"targetType",[214,2524,234],{"class":220},[214,2526,237],{"class":220},[214,2528,234],{"class":220},[214,2530,2531],{"class":262},"full",[214,2533,234],{"class":220},[214,2535,370],{"class":220},[214,2537,234],{"class":220},[214,2539,2540],{"class":230},"statusVal",[214,2542,234],{"class":220},[214,2544,237],{"class":220},[214,2546,2196],{"class":220},[214,2548,370],{"class":220},[214,2550,234],{"class":220},[214,2552,2553],{"class":230},"statusType",[214,2555,234],{"class":220},[214,2557,237],{"class":220},[214,2559,234],{"class":220},[214,2561,2562],{"class":262},"auto",[214,2564,234],{"class":220},[214,2566,370],{"class":220},[214,2568,234],{"class":220},[214,2570,2352],{"class":230},[214,2572,234],{"class":220},[214,2574,237],{"class":220},[214,2576,2577],{"class":240},"760",[214,2579,370],{"class":220},[214,2581,234],{"class":220},[214,2583,2366],{"class":230},[214,2585,234],{"class":220},[214,2587,237],{"class":220},[214,2589,2590],{"class":240},"360",[214,2592,370],{"class":220},[214,2594,234],{"class":220},[214,2596,2380],{"class":230},[214,2598,234],{"class":220},[214,2600,2601],{"class":220},":[]},{",[214,2603,234],{"class":220},[214,2605,2090],{"class":230},[214,2607,234],{"class":220},[214,2609,237],{"class":220},[214,2611,234],{"class":220},[214,2613,2614],{"class":262},"df3cea6a5e793d66",[214,2616,234],{"class":220},[214,2618,370],{"class":220},[214,2620,234],{"class":220},[214,2622,333],{"class":230},[214,2624,234],{"class":220},[214,2626,237],{"class":220},[214,2628,234],{"class":220},[214,2630,1540],{"class":262},[214,2632,234],{"class":220},[214,2634,370],{"class":220},[214,2636,234],{"class":220},[214,2638,2125],{"class":230},[214,2640,234],{"class":220},[214,2642,237],{"class":220},[214,2644,234],{"class":220},[214,2646,2134],{"class":262},[214,2648,234],{"class":220},[214,2650,370],{"class":220},[214,2652,234],{"class":220},[214,2654,2143],{"class":230},[214,2656,234],{"class":220},[214,2658,237],{"class":220},[214,2660,234],{"class":220},[214,2662,1559],{"class":262},[214,2664,234],{"class":220},[214,2666,370],{"class":220},[214,2668,234],{"class":220},[214,2670,2671],{"class":230},"func",[214,2673,234],{"class":220},[214,2675,237],{"class":220},[214,2677,234],{"class":220},[214,2679,2680],{"class":262},"\u002F\u002F Get error information",[214,2682,1732],{"class":1581},[214,2684,2685],{"class":262},"const errors = msg.error || [];",[214,2687,1732],{"class":1581},[214,2689,2690],{"class":262},"const badData = msg.payload || {};",[214,2692,1762],{"class":1581},[214,2694,2695],{"class":262},"\u002F\u002F Build error list",[214,2697,1732],{"class":1581},[214,2699,2700],{"class":262},"let errorText = ",[214,2702,2703],{"class":1581},"\\\"\\\"",[214,2705,2706],{"class":262},";",[214,2708,1732],{"class":1581},[214,2710,2711],{"class":262},"errors.forEach((err, index) => {",[214,2713,1732],{"class":1581},[214,2715,2716],{"class":262},"    errorText += `${index + 1}. Field: ${err.dataPath || 'unknown'}",[214,2718,2719],{"class":1581},"\\\\",[214,2721,2722],{"class":262},"n`;",[214,2724,1732],{"class":1581},[214,2726,2727],{"class":262},"    errorText += `   Problem: ${err.message}",[214,2729,2719],{"class":1581},[214,2731,2732],{"class":262},"n",[214,2734,2719],{"class":1581},[214,2736,2722],{"class":262},[214,2738,1732],{"class":1581},[214,2740,2741],{"class":262},"});",[214,2743,1762],{"class":1581},[214,2745,2746],{"class":262},"\u002F\u002F Get current time",[214,2748,1732],{"class":1581},[214,2750,2751],{"class":262},"const time = new Date().toLocaleString();",[214,2753,1762],{"class":1581},[214,2755,2756],{"class":262},"\u002F\u002F Build the alert message",[214,2758,1732],{"class":1581},[214,2760,2761],{"class":262},"msg.payload = {",[214,2763,1732],{"class":1581},[214,2765,2766],{"class":262},"    chatId: ",[214,2768,2264],{"class":1581},[214,2770,1845],{"class":262},[214,2772,2264],{"class":1581},[214,2774,370],{"class":262},[214,2776,1732],{"class":1581},[214,2778,2779],{"class":262},"    type: ",[214,2781,2264],{"class":1581},[214,2783,1184],{"class":262},[214,2785,2264],{"class":1581},[214,2787,370],{"class":262},[214,2789,1732],{"class":1581},[214,2791,2792],{"class":262},"    content: `🚨 DATA VALIDATION FAILED",[214,2794,1762],{"class":1581},[214,2796,2797],{"class":262},"Time: ${time}",[214,2799,1732],{"class":1581},[214,2801,2802],{"class":262},"Sensor: ${badData.sensor_id || 'Unknown'}",[214,2804,1762],{"class":1581},[214,2806,2807],{"class":262},"ERRORS FOUND:",[214,2809,1732],{"class":1581},[214,2811,2812],{"class":262},"${errorText}",[214,2814,1762],{"class":1581},[214,2816,2817],{"class":262},"BAD DATA:",[214,2819,1732],{"class":1581},[214,2821,2822],{"class":262},"${JSON.stringify(badData, null, 2)}`",[214,2824,1732],{"class":1581},[214,2826,2827],{"class":262},"};",[214,2829,1762],{"class":1581},[214,2831,2832],{"class":262},"return msg;",[214,2834,234],{"class":220},[214,2836,370],{"class":220},[214,2838,234],{"class":220},[214,2840,2841],{"class":230},"outputs",[214,2843,234],{"class":220},[214,2845,237],{"class":220},[214,2847,2848],{"class":240},"1",[214,2850,370],{"class":220},[214,2852,234],{"class":220},[214,2854,2855],{"class":230},"timeout",[214,2857,234],{"class":220},[214,2859,237],{"class":220},[214,2861,2862],{"class":240},"0",[214,2864,370],{"class":220},[214,2866,234],{"class":220},[214,2868,2869],{"class":230},"noerr",[214,2871,234],{"class":220},[214,2873,237],{"class":220},[214,2875,2862],{"class":240},[214,2877,370],{"class":220},[214,2879,234],{"class":220},[214,2881,2882],{"class":230},"initialize",[214,2884,234],{"class":220},[214,2886,237],{"class":220},[214,2888,2196],{"class":220},[214,2890,370],{"class":220},[214,2892,234],{"class":220},[214,2894,2895],{"class":230},"finalize",[214,2897,234],{"class":220},[214,2899,237],{"class":220},[214,2901,2196],{"class":220},[214,2903,370],{"class":220},[214,2905,234],{"class":220},[214,2907,2908],{"class":230},"libs",[214,2910,234],{"class":220},[214,2912,2913],{"class":220},":[],",[214,2915,234],{"class":220},[214,2917,2352],{"class":230},[214,2919,234],{"class":220},[214,2921,237],{"class":220},[214,2923,2924],{"class":240},"750",[214,2926,370],{"class":220},[214,2928,234],{"class":220},[214,2930,2366],{"class":230},[214,2932,234],{"class":220},[214,2934,237],{"class":220},[214,2936,2937],{"class":240},"500",[214,2939,370],{"class":220},[214,2941,234],{"class":220},[214,2943,2380],{"class":230},[214,2945,234],{"class":220},[214,2947,2385],{"class":220},[214,2949,234],{"class":220},[214,2951,2952],{"class":262},"73c2d99fc1d7025a",[214,2954,234],{"class":220},[214,2956,2395],{"class":220},[214,2958,234],{"class":220},[214,2960,2090],{"class":230},[214,2962,234],{"class":220},[214,2964,237],{"class":220},[214,2966,234],{"class":220},[214,2968,2969],{"class":262},"c97a4811cf6d94ec",[214,2971,234],{"class":220},[214,2973,370],{"class":220},[214,2975,234],{"class":220},[214,2977,333],{"class":230},[214,2979,234],{"class":220},[214,2981,237],{"class":220},[214,2983,234],{"class":220},[214,2985,2116],{"class":262},[214,2987,234],{"class":220},[214,2989,370],{"class":220},[214,2991,234],{"class":220},[214,2993,2125],{"class":230},[214,2995,234],{"class":220},[214,2997,237],{"class":220},[214,2999,234],{"class":220},[214,3001,2134],{"class":262},[214,3003,234],{"class":220},[214,3005,370],{"class":220},[214,3007,234],{"class":220},[214,3009,2143],{"class":230},[214,3011,234],{"class":220},[214,3013,237],{"class":220},[214,3015,234],{"class":220},[214,3017,3018],{"class":262},"Valid Data",[214,3020,234],{"class":220},[214,3022,370],{"class":220},[214,3024,234],{"class":220},[214,3026,2161],{"class":230},[214,3028,234],{"class":220},[214,3030,2166],{"class":220},[214,3032,234],{"class":220},[214,3034,12],{"class":417},[214,3036,234],{"class":220},[214,3038,237],{"class":220},[214,3040,234],{"class":220},[214,3042,2179],{"class":262},[214,3044,234],{"class":220},[214,3046,2184],{"class":220},[214,3048,234],{"class":220},[214,3050,2189],{"class":230},[214,3052,234],{"class":220},[214,3054,237],{"class":220},[214,3056,2196],{"class":220},[214,3058,370],{"class":220},[214,3060,234],{"class":220},[214,3062,2203],{"class":230},[214,3064,234],{"class":220},[214,3066,237],{"class":220},[214,3068,2196],{"class":220},[214,3070,370],{"class":220},[214,3072,234],{"class":220},[214,3074,2216],{"class":230},[214,3076,234],{"class":220},[214,3078,2221],{"class":220},[214,3080,234],{"class":220},[214,3082,2226],{"class":230},[214,3084,234],{"class":220},[214,3086,237],{"class":220},[214,3088,2233],{"class":240},[214,3090,370],{"class":220},[214,3092,234],{"class":220},[214,3094,2240],{"class":230},[214,3096,234],{"class":220},[214,3098,237],{"class":220},[214,3100,2196],{"class":220},[214,3102,370],{"class":220},[214,3104,234],{"class":220},[214,3106,2179],{"class":230},[214,3108,234],{"class":220},[214,3110,237],{"class":220},[214,3112,234],{"class":220},[214,3114,2261],{"class":262},[214,3116,2264],{"class":1581},[214,3118,231],{"class":262},[214,3120,2264],{"class":1581},[214,3122,3123],{"class":262},":72.5,",[214,3125,2264],{"class":1581},[214,3127,252],{"class":262},[214,3129,2264],{"class":1581},[214,3131,237],{"class":262},[214,3133,2264],{"class":1581},[214,3135,263],{"class":262},[214,3137,2264],{"class":1581},[214,3139,370],{"class":262},[214,3141,2264],{"class":1581},[214,3143,275],{"class":262},[214,3145,2264],{"class":1581},[214,3147,237],{"class":262},[214,3149,2264],{"class":1581},[214,3151,284],{"class":262},[214,3153,2264],{"class":1581},[214,3155,370],{"class":262},[214,3157,2264],{"class":1581},[214,3159,296],{"class":262},[214,3161,2264],{"class":1581},[214,3163,237],{"class":262},[214,3165,2264],{"class":1581},[214,3167,305],{"class":262},[214,3169,2264],{"class":1581},[214,3171,1705],{"class":262},[214,3173,234],{"class":220},[214,3175,370],{"class":220},[214,3177,234],{"class":220},[214,3179,2335],{"class":230},[214,3181,234],{"class":220},[214,3183,237],{"class":220},[214,3185,234],{"class":220},[214,3187,209],{"class":262},[214,3189,234],{"class":220},[214,3191,370],{"class":220},[214,3193,234],{"class":220},[214,3195,2352],{"class":230},[214,3197,234],{"class":220},[214,3199,237],{"class":220},[214,3201,3202],{"class":240},"250",[214,3204,370],{"class":220},[214,3206,234],{"class":220},[214,3208,2366],{"class":230},[214,3210,234],{"class":220},[214,3212,237],{"class":220},[214,3214,3215],{"class":240},"400",[214,3217,370],{"class":220},[214,3219,234],{"class":220},[214,3221,2380],{"class":230},[214,3223,234],{"class":220},[214,3225,2385],{"class":220},[214,3227,234],{"class":220},[214,3229,2390],{"class":262},[214,3231,234],{"class":220},[214,3233,2395],{"class":220},[214,3235,234],{"class":220},[214,3237,2090],{"class":230},[214,3239,234],{"class":220},[214,3241,237],{"class":220},[214,3243,234],{"class":220},[214,3245,3246],{"class":262},"b82034c189d13fd5",[214,3248,234],{"class":220},[214,3250,370],{"class":220},[214,3252,234],{"class":220},[214,3254,333],{"class":230},[214,3256,234],{"class":220},[214,3258,237],{"class":220},[214,3260,234],{"class":220},[214,3262,3263],{"class":262},"comment",[214,3265,234],{"class":220},[214,3267,370],{"class":220},[214,3269,234],{"class":220},[214,3271,2125],{"class":230},[214,3273,234],{"class":220},[214,3275,237],{"class":220},[214,3277,234],{"class":220},[214,3279,2134],{"class":262},[214,3281,234],{"class":220},[214,3283,370],{"class":220},[214,3285,234],{"class":220},[214,3287,2143],{"class":230},[214,3289,234],{"class":220},[214,3291,237],{"class":220},[214,3293,234],{"class":220},[214,3295,3296],{"class":262},"Data Simulation",[214,3298,234],{"class":220},[214,3300,370],{"class":220},[214,3302,234],{"class":220},[214,3304,3305],{"class":230},"info",[214,3307,234],{"class":220},[214,3309,237],{"class":220},[214,3311,2196],{"class":220},[214,3313,370],{"class":220},[214,3315,234],{"class":220},[214,3317,2352],{"class":230},[214,3319,234],{"class":220},[214,3321,237],{"class":220},[214,3323,2359],{"class":240},[214,3325,370],{"class":220},[214,3327,234],{"class":220},[214,3329,2366],{"class":230},[214,3331,234],{"class":220},[214,3333,237],{"class":220},[214,3335,3336],{"class":240},"340",[214,3338,370],{"class":220},[214,3340,234],{"class":220},[214,3342,2380],{"class":230},[214,3344,234],{"class":220},[214,3346,2601],{"class":220},[214,3348,234],{"class":220},[214,3350,2090],{"class":230},[214,3352,234],{"class":220},[214,3354,237],{"class":220},[214,3356,234],{"class":220},[214,3358,2390],{"class":262},[214,3360,234],{"class":220},[214,3362,370],{"class":220},[214,3364,234],{"class":220},[214,3366,333],{"class":230},[214,3368,234],{"class":220},[214,3370,237],{"class":220},[214,3372,234],{"class":220},[214,3374,3375],{"class":262},"json-full-schema-validator",[214,3377,234],{"class":220},[214,3379,370],{"class":220},[214,3381,234],{"class":220},[214,3383,2125],{"class":230},[214,3385,234],{"class":220},[214,3387,237],{"class":220},[214,3389,234],{"class":220},[214,3391,2134],{"class":262},[214,3393,234],{"class":220},[214,3395,370],{"class":220},[214,3397,234],{"class":220},[214,3399,2143],{"class":230},[214,3401,234],{"class":220},[214,3403,237],{"class":220},[214,3405,2196],{"class":220},[214,3407,370],{"class":220},[214,3409,234],{"class":220},[214,3411,3412],{"class":230},"property",[214,3414,234],{"class":220},[214,3416,237],{"class":220},[214,3418,234],{"class":220},[214,3420,2179],{"class":262},[214,3422,234],{"class":220},[214,3424,370],{"class":220},[214,3426,234],{"class":220},[214,3428,3429],{"class":230},"propertyType",[214,3431,234],{"class":220},[214,3433,237],{"class":220},[214,3435,234],{"class":220},[214,3437,1824],{"class":262},[214,3439,234],{"class":220},[214,3441,370],{"class":220},[214,3443,234],{"class":220},[214,3445,2671],{"class":230},[214,3447,234],{"class":220},[214,3449,237],{"class":220},[214,3451,234],{"class":220},[214,3453,2261],{"class":262},[214,3455,1732],{"class":1581},[214,3457,3458],{"class":1581},"    \\\"",[214,3460,333],{"class":262},[214,3462,2264],{"class":1581},[214,3464,3465],{"class":262},": ",[214,3467,2264],{"class":1581},[214,3469,342],{"class":262},[214,3471,2264],{"class":1581},[214,3473,370],{"class":262},[214,3475,1732],{"class":1581},[214,3477,3478],{"class":1581},"        \\\"",[214,3480,354],{"class":262},[214,3482,2264],{"class":1581},[214,3484,3485],{"class":262},": [",[214,3487,2264],{"class":1581},[214,3489,231],{"class":262},[214,3491,2264],{"class":1581},[214,3493,3494],{"class":262},", ",[214,3496,2264],{"class":1581},[214,3498,252],{"class":262},[214,3500,2264],{"class":1581},[214,3502,3494],{"class":262},[214,3504,2264],{"class":1581},[214,3506,275],{"class":262},[214,3508,2264],{"class":1581},[214,3510,3494],{"class":262},[214,3512,2264],{"class":1581},[214,3514,296],{"class":262},[214,3516,2264],{"class":1581},[214,3518,3519],{"class":262},"],",[214,3521,1732],{"class":1581},[214,3523,3524],{"class":1581},"            \\\"",[214,3526,403],{"class":262},[214,3528,2264],{"class":1581},[214,3530,3531],{"class":262},": {",[214,3533,1732],{"class":1581},[214,3535,3478],{"class":1581},[214,3537,231],{"class":262},[214,3539,2264],{"class":1581},[214,3541,3531],{"class":262},[214,3543,1732],{"class":1581},[214,3545,3524],{"class":1581},[214,3547,333],{"class":262},[214,3549,2264],{"class":1581},[214,3551,3465],{"class":262},[214,3553,2264],{"class":1581},[214,3555,438],{"class":262},[214,3557,2264],{"class":1581},[214,3559,370],{"class":262},[214,3561,1732],{"class":1581},[214,3563,3564],{"class":1581},"                \\\"",[214,3566,451],{"class":262},[214,3568,2264],{"class":1581},[214,3570,3571],{"class":262},": 0,",[214,3573,1732],{"class":1581},[214,3575,3576],{"class":1581},"                    \\\"",[214,3578,469],{"class":262},[214,3580,2264],{"class":1581},[214,3582,3583],{"class":262},": 100,",[214,3585,1732],{"class":1581},[214,3587,3588],{"class":1581},"                        \\\"",[214,3590,487],{"class":262},[214,3592,2264],{"class":1581},[214,3594,3465],{"class":262},[214,3596,2264],{"class":1581},[214,3598,496],{"class":262},[214,3600,3601],{"class":1581},"\\\"\\n",[214,3603,3604],{"class":262},"        },",[214,3606,1732],{"class":1581},[214,3608,3478],{"class":1581},[214,3610,252],{"class":262},[214,3612,2264],{"class":1581},[214,3614,3531],{"class":262},[214,3616,1732],{"class":1581},[214,3618,3524],{"class":1581},[214,3620,333],{"class":262},[214,3622,2264],{"class":1581},[214,3624,3465],{"class":262},[214,3626,2264],{"class":1581},[214,3628,533],{"class":262},[214,3630,2264],{"class":1581},[214,3632,370],{"class":262},[214,3634,1732],{"class":1581},[214,3636,3564],{"class":1581},[214,3638,545],{"class":262},[214,3640,2264],{"class":1581},[214,3642,3485],{"class":262},[214,3644,2264],{"class":1581},[214,3646,263],{"class":262},[214,3648,2264],{"class":1581},[214,3650,3519],{"class":262},[214,3652,1732],{"class":1581},[214,3654,3576],{"class":1581},[214,3656,487],{"class":262},[214,3658,2264],{"class":1581},[214,3660,3465],{"class":262},[214,3662,2264],{"class":1581},[214,3664,575],{"class":262},[214,3666,3601],{"class":1581},[214,3668,3604],{"class":262},[214,3670,1732],{"class":1581},[214,3672,3478],{"class":1581},[214,3674,275],{"class":262},[214,3676,2264],{"class":1581},[214,3678,3531],{"class":262},[214,3680,1732],{"class":1581},[214,3682,3524],{"class":1581},[214,3684,333],{"class":262},[214,3686,2264],{"class":1581},[214,3688,3465],{"class":262},[214,3690,2264],{"class":1581},[214,3692,533],{"class":262},[214,3694,2264],{"class":1581},[214,3696,370],{"class":262},[214,3698,1732],{"class":1581},[214,3700,3564],{"class":1581},[214,3702,622],{"class":262},[214,3704,2264],{"class":1581},[214,3706,3465],{"class":262},[214,3708,2264],{"class":1581},[214,3710,631],{"class":262},[214,3712,2264],{"class":1581},[214,3714,370],{"class":262},[214,3716,1732],{"class":1581},[214,3718,3576],{"class":1581},[214,3720,487],{"class":262},[214,3722,2264],{"class":1581},[214,3724,3465],{"class":262},[214,3726,2264],{"class":1581},[214,3728,651],{"class":262},[214,3730,3601],{"class":1581},[214,3732,3604],{"class":262},[214,3734,1732],{"class":1581},[214,3736,3478],{"class":1581},[214,3738,296],{"class":262},[214,3740,2264],{"class":1581},[214,3742,3531],{"class":262},[214,3744,1732],{"class":1581},[214,3746,3524],{"class":1581},[214,3748,333],{"class":262},[214,3750,2264],{"class":1581},[214,3752,3465],{"class":262},[214,3754,2264],{"class":1581},[214,3756,533],{"class":262},[214,3758,2264],{"class":1581},[214,3760,370],{"class":262},[214,3762,1732],{"class":1581},[214,3764,3564],{"class":1581},[214,3766,698],{"class":262},[214,3768,2264],{"class":1581},[214,3770,3465],{"class":262},[214,3772,2264],{"class":1581},[214,3774,707],{"class":262},[214,3776,2264],{"class":1581},[214,3778,370],{"class":262},[214,3780,1732],{"class":1581},[214,3782,3576],{"class":1581},[214,3784,487],{"class":262},[214,3786,2264],{"class":1581},[214,3788,3465],{"class":262},[214,3790,2264],{"class":1581},[214,3792,727],{"class":262},[214,3794,3601],{"class":1581},[214,3796,3797],{"class":262},"        }",[214,3799,1732],{"class":1581},[214,3801,3802],{"class":262},"    },",[214,3804,1732],{"class":1581},[214,3806,3458],{"class":1581},[214,3808,749],{"class":262},[214,3810,2264],{"class":1581},[214,3812,3813],{"class":262},": false",[214,3815,1732],{"class":1581},[214,3817,1705],{"class":262},[214,3819,234],{"class":220},[214,3821,370],{"class":220},[214,3823,234],{"class":220},[214,3825,2352],{"class":230},[214,3827,234],{"class":220},[214,3829,237],{"class":220},[214,3831,3832],{"class":240},"520",[214,3834,370],{"class":220},[214,3836,234],{"class":220},[214,3838,2366],{"class":230},[214,3840,234],{"class":220},[214,3842,237],{"class":220},[214,3844,3845],{"class":240},"420",[214,3847,370],{"class":220},[214,3849,234],{"class":220},[214,3851,2380],{"class":230},[214,3853,234],{"class":220},[214,3855,2385],{"class":220},[214,3857,234],{"class":220},[214,3859,2408],{"class":262},[214,3861,234],{"class":220},[214,3863,3864],{"class":220},"],[",[214,3866,234],{"class":220},[214,3868,2614],{"class":262},[214,3870,234],{"class":220},[214,3872,370],{"class":220},[214,3874,234],{"class":220},[214,3876,3877],{"class":262},"30dce9e4816b95a9",[214,3879,234],{"class":220},[214,3881,2395],{"class":220},[214,3883,234],{"class":220},[214,3885,2090],{"class":230},[214,3887,234],{"class":220},[214,3889,237],{"class":220},[214,3891,234],{"class":220},[214,3893,2952],{"class":262},[214,3895,234],{"class":220},[214,3897,370],{"class":220},[214,3899,234],{"class":220},[214,3901,333],{"class":230},[214,3903,234],{"class":220},[214,3905,237],{"class":220},[214,3907,234],{"class":220},[214,3909,2019],{"class":262},[214,3911,234],{"class":220},[214,3913,370],{"class":220},[214,3915,234],{"class":220},[214,3917,2125],{"class":230},[214,3919,234],{"class":220},[214,3921,237],{"class":220},[214,3923,234],{"class":220},[214,3925,2134],{"class":262},[214,3927,234],{"class":220},[214,3929,370],{"class":220},[214,3931,234],{"class":220},[214,3933,2143],{"class":230},[214,3935,234],{"class":220},[214,3937,237],{"class":220},[214,3939,2196],{"class":220},[214,3941,370],{"class":220},[214,3943,234],{"class":220},[214,3945,3946],{"class":230},"bot",[214,3948,234],{"class":220},[214,3950,237],{"class":220},[214,3952,234],{"class":220},[214,3954,3955],{"class":262},"c588ce99d237a64a",[214,3957,234],{"class":220},[214,3959,370],{"class":220},[214,3961,234],{"class":220},[214,3963,3964],{"class":230},"haserroroutput",[214,3966,234],{"class":220},[214,3968,2221],{"class":220},[214,3970,234],{"class":220},[214,3972,2841],{"class":230},[214,3974,234],{"class":220},[214,3976,237],{"class":220},[214,3978,2848],{"class":240},[214,3980,370],{"class":220},[214,3982,234],{"class":220},[214,3984,2352],{"class":230},[214,3986,234],{"class":220},[214,3988,237],{"class":220},[214,3990,3991],{"class":240},"770",[214,3993,370],{"class":220},[214,3995,234],{"class":220},[214,3997,2366],{"class":230},[214,3999,234],{"class":220},[214,4001,237],{"class":220},[214,4003,4004],{"class":240},"560",[214,4006,370],{"class":220},[214,4008,234],{"class":220},[214,4010,2380],{"class":230},[214,4012,234],{"class":220},[214,4014,4015],{"class":220},":[[]]},{",[214,4017,234],{"class":220},[214,4019,2090],{"class":230},[214,4021,234],{"class":220},[214,4023,237],{"class":220},[214,4025,234],{"class":220},[214,4027,3877],{"class":262},[214,4029,234],{"class":220},[214,4031,370],{"class":220},[214,4033,234],{"class":220},[214,4035,333],{"class":230},[214,4037,234],{"class":220},[214,4039,237],{"class":220},[214,4041,234],{"class":220},[214,4043,2425],{"class":262},[214,4045,234],{"class":220},[214,4047,370],{"class":220},[214,4049,234],{"class":220},[214,4051,2125],{"class":230},[214,4053,234],{"class":220},[214,4055,237],{"class":220},[214,4057,234],{"class":220},[214,4059,2134],{"class":262},[214,4061,234],{"class":220},[214,4063,370],{"class":220},[214,4065,234],{"class":220},[214,4067,2143],{"class":230},[214,4069,234],{"class":220},[214,4071,237],{"class":220},[214,4073,234],{"class":220},[214,4075,4076],{"class":262},"Error",[214,4078,234],{"class":220},[214,4080,370],{"class":220},[214,4082,234],{"class":220},[214,4084,2467],{"class":230},[214,4086,234],{"class":220},[214,4088,2472],{"class":220},[214,4090,234],{"class":220},[214,4092,2477],{"class":230},[214,4094,234],{"class":220},[214,4096,2472],{"class":220},[214,4098,234],{"class":220},[214,4100,2486],{"class":230},[214,4102,234],{"class":220},[214,4104,2221],{"class":220},[214,4106,234],{"class":220},[214,4108,2495],{"class":230},[214,4110,234],{"class":220},[214,4112,2221],{"class":220},[214,4114,234],{"class":220},[214,4116,2504],{"class":230},[214,4118,234],{"class":220},[214,4120,237],{"class":220},[214,4122,234],{"class":220},[214,4124,2513],{"class":262},[214,4126,234],{"class":220},[214,4128,370],{"class":220},[214,4130,234],{"class":220},[214,4132,2522],{"class":230},[214,4134,234],{"class":220},[214,4136,237],{"class":220},[214,4138,234],{"class":220},[214,4140,2531],{"class":262},[214,4142,234],{"class":220},[214,4144,370],{"class":220},[214,4146,234],{"class":220},[214,4148,2540],{"class":230},[214,4150,234],{"class":220},[214,4152,237],{"class":220},[214,4154,2196],{"class":220},[214,4156,370],{"class":220},[214,4158,234],{"class":220},[214,4160,2553],{"class":230},[214,4162,234],{"class":220},[214,4164,237],{"class":220},[214,4166,234],{"class":220},[214,4168,2562],{"class":262},[214,4170,234],{"class":220},[214,4172,370],{"class":220},[214,4174,234],{"class":220},[214,4176,2352],{"class":230},[214,4178,234],{"class":220},[214,4180,237],{"class":220},[214,4182,2577],{"class":240},[214,4184,370],{"class":220},[214,4186,234],{"class":220},[214,4188,2366],{"class":230},[214,4190,234],{"class":220},[214,4192,237],{"class":220},[214,4194,4195],{"class":240},"440",[214,4197,370],{"class":220},[214,4199,234],{"class":220},[214,4201,2380],{"class":230},[214,4203,234],{"class":220},[214,4205,2601],{"class":220},[214,4207,234],{"class":220},[214,4209,2090],{"class":230},[214,4211,234],{"class":220},[214,4213,237],{"class":220},[214,4215,234],{"class":220},[214,4217,3955],{"class":262},[214,4219,234],{"class":220},[214,4221,370],{"class":220},[214,4223,234],{"class":220},[214,4225,333],{"class":230},[214,4227,234],{"class":220},[214,4229,237],{"class":220},[214,4231,234],{"class":220},[214,4233,4234],{"class":262},"telegram bot",[214,4236,234],{"class":220},[214,4238,370],{"class":220},[214,4240,234],{"class":220},[214,4242,4243],{"class":230},"botname",[214,4245,234],{"class":220},[214,4247,237],{"class":220},[214,4249,234],{"class":220},[214,4251,4252],{"class":262},"Quality Check Bot",[214,4254,234],{"class":220},[214,4256,370],{"class":220},[214,4258,234],{"class":220},[214,4260,4261],{"class":230},"usernames",[214,4263,234],{"class":220},[214,4265,237],{"class":220},[214,4267,2196],{"class":220},[214,4269,370],{"class":220},[214,4271,234],{"class":220},[214,4273,4274],{"class":230},"chatids",[214,4276,234],{"class":220},[214,4278,237],{"class":220},[214,4280,2196],{"class":220},[214,4282,370],{"class":220},[214,4284,234],{"class":220},[214,4286,4287],{"class":230},"baseapiurl",[214,4289,234],{"class":220},[214,4291,237],{"class":220},[214,4293,2196],{"class":220},[214,4295,370],{"class":220},[214,4297,234],{"class":220},[214,4299,4300],{"class":230},"testenvironment",[214,4302,234],{"class":220},[214,4304,2221],{"class":220},[214,4306,234],{"class":220},[214,4308,4309],{"class":230},"updatemode",[214,4311,234],{"class":220},[214,4313,237],{"class":220},[214,4315,234],{"class":220},[214,4317,4318],{"class":262},"polling",[214,4320,234],{"class":220},[214,4322,370],{"class":220},[214,4324,234],{"class":220},[214,4326,4327],{"class":230},"pollinterval",[214,4329,234],{"class":220},[214,4331,237],{"class":220},[214,4333,2075],{"class":240},[214,4335,370],{"class":220},[214,4337,234],{"class":220},[214,4339,4340],{"class":230},"usesocks",[214,4342,234],{"class":220},[214,4344,2221],{"class":220},[214,4346,234],{"class":220},[214,4348,4349],{"class":230},"sockshost",[214,4351,234],{"class":220},[214,4353,237],{"class":220},[214,4355,2196],{"class":220},[214,4357,370],{"class":220},[214,4359,234],{"class":220},[214,4361,4362],{"class":230},"socksprotocol",[214,4364,234],{"class":220},[214,4366,237],{"class":220},[214,4368,234],{"class":220},[214,4370,4371],{"class":262},"socks5",[214,4373,234],{"class":220},[214,4375,370],{"class":220},[214,4377,234],{"class":220},[214,4379,4380],{"class":230},"socksport",[214,4382,234],{"class":220},[214,4384,237],{"class":220},[214,4386,4387],{"class":240},"6667",[214,4389,370],{"class":220},[214,4391,234],{"class":220},[214,4393,4394],{"class":230},"socksusername",[214,4396,234],{"class":220},[214,4398,237],{"class":220},[214,4400,234],{"class":220},[214,4402,4403],{"class":262},"anonymous",[214,4405,234],{"class":220},[214,4407,370],{"class":220},[214,4409,234],{"class":220},[214,4411,4412],{"class":230},"sockspassword",[214,4414,234],{"class":220},[214,4416,237],{"class":220},[214,4418,2196],{"class":220},[214,4420,370],{"class":220},[214,4422,234],{"class":220},[214,4424,4425],{"class":230},"bothost",[214,4427,234],{"class":220},[214,4429,237],{"class":220},[214,4431,2196],{"class":220},[214,4433,370],{"class":220},[214,4435,234],{"class":220},[214,4437,4438],{"class":230},"botpath",[214,4440,234],{"class":220},[214,4442,237],{"class":220},[214,4444,2196],{"class":220},[214,4446,370],{"class":220},[214,4448,234],{"class":220},[214,4450,4451],{"class":230},"localbothost",[214,4453,234],{"class":220},[214,4455,237],{"class":220},[214,4457,234],{"class":220},[214,4459,4460],{"class":262},"0.0.0.0",[214,4462,234],{"class":220},[214,4464,370],{"class":220},[214,4466,234],{"class":220},[214,4468,4469],{"class":230},"localbotport",[214,4471,234],{"class":220},[214,4473,237],{"class":220},[214,4475,4476],{"class":240},"8443",[214,4478,370],{"class":220},[214,4480,234],{"class":220},[214,4482,4483],{"class":230},"publicbotport",[214,4485,234],{"class":220},[214,4487,237],{"class":220},[214,4489,4476],{"class":240},[214,4491,370],{"class":220},[214,4493,234],{"class":220},[214,4495,4496],{"class":230},"privatekey",[214,4498,234],{"class":220},[214,4500,237],{"class":220},[214,4502,2196],{"class":220},[214,4504,370],{"class":220},[214,4506,234],{"class":220},[214,4508,4509],{"class":230},"certificate",[214,4511,234],{"class":220},[214,4513,237],{"class":220},[214,4515,2196],{"class":220},[214,4517,370],{"class":220},[214,4519,234],{"class":220},[214,4521,4522],{"class":230},"useselfsignedcertificate",[214,4524,234],{"class":220},[214,4526,2221],{"class":220},[214,4528,234],{"class":220},[214,4530,4531],{"class":230},"sslterminated",[214,4533,234],{"class":220},[214,4535,2221],{"class":220},[214,4537,234],{"class":220},[214,4539,4540],{"class":230},"verboselogging",[214,4542,234],{"class":220},[214,4544,4545],{"class":220},":false},{",[214,4547,234],{"class":220},[214,4549,2090],{"class":230},[214,4551,234],{"class":220},[214,4553,237],{"class":220},[214,4555,234],{"class":220},[214,4557,4558],{"class":262},"e1abd01699c129df",[214,4560,234],{"class":220},[214,4562,370],{"class":220},[214,4564,234],{"class":220},[214,4566,333],{"class":230},[214,4568,234],{"class":220},[214,4570,237],{"class":220},[214,4572,234],{"class":220},[214,4574,4575],{"class":262},"global-config",[214,4577,234],{"class":220},[214,4579,370],{"class":220},[214,4581,234],{"class":220},[214,4583,4584],{"class":230},"env",[214,4586,234],{"class":220},[214,4588,2913],{"class":220},[214,4590,234],{"class":220},[214,4592,4593],{"class":230},"modules",[214,4595,234],{"class":220},[214,4597,4598],{"class":220},":{",[214,4600,234],{"class":220},[214,4602,159],{"class":417},[214,4604,234],{"class":220},[214,4606,237],{"class":220},[214,4608,234],{"class":220},[214,4610,4611],{"class":262},"1.1.0",[214,4613,234],{"class":220},[214,4615,370],{"class":220},[214,4617,234],{"class":220},[214,4619,1482],{"class":417},[214,4621,234],{"class":220},[214,4623,237],{"class":220},[214,4625,234],{"class":220},[214,4627,4628],{"class":262},"17.0.3",[214,4630,234],{"class":220},[214,4632,4633],{"class":220},"}}]\n",[29,4635,4637],{"id":4636},"wrapping-up","Wrapping Up",[12,4639,4640],{},"You now have a working validator that stops corrupted data before it reaches your dashboards and automation logic. Bad sensor readings, malformed payloads, missing fields, your system catches them all and sends you detailed Telegram alerts the moment validation fails.",[12,4642,4643],{},"Pick one critical data source and deploy your validator there first. Watch how it performs, adjust your schema based on real patterns, then roll it out to additional sources. Apply this approach everywhere data enters your system, MQTT streams, API endpoints, PLC connections. You'll shift from constantly troubleshooting mysterious failures to preventing them entirely.",[12,4645,4646],{},"Pay attention to your validation metrics. High failure rates from specific sensors signal equipment problems. Recurring error patterns reveal network issues or configuration drift. Your validator becomes an early warning system for operational problems.",[12,4648,4649],{},"The validation patterns you build today make your automation trustworthy tomorrow.",[12,4651,4652,4653,4657,4658,4662],{},"Want to discover how FlowFuse helps you collect, validate, enrich, and use machine data to reduce costs and improve operational efficiency, along with powerful enterprise features? ",[131,4654,4656],{"href":4655},"\u002Fcontact-us\u002F","Contact us"," or ",[131,4659,4661],{"href":4660},"\u002Fbook-demo\u002F","Book a demo"," to get started.",[4664,4665,4666],"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 .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}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);}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sHdIc, html code.shiki .sHdIc{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#EEFFFF;--shiki-default-font-style:italic;--shiki-dark:#BABED8;--shiki-dark-font-style:italic}html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html pre.shiki code .s7zQu, html code.shiki .s7zQu{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#89DDFF;--shiki-default-font-style:italic;--shiki-dark:#89DDFF;--shiki-dark-font-style:italic}",{"title":210,"searchDepth":270,"depth":270,"links":4668},[4669,4670,4671,4678,4683],{"id":31,"depth":224,"text":32},{"id":59,"depth":224,"text":60},{"id":119,"depth":224,"text":120,"children":4672},[4673,4674,4677],{"id":140,"depth":247,"text":141},{"id":199,"depth":247,"text":200,"children":4675},[4676],{"id":815,"depth":270,"text":816},{"id":881,"depth":247,"text":882},{"id":1448,"depth":224,"text":1449,"children":4679},[4680,4681,4682],{"id":1455,"depth":247,"text":1456},{"id":1496,"depth":247,"text":1497},{"id":1518,"depth":247,"text":1519},{"id":4636,"depth":224,"text":4637},null,"2025-11-27","Build a bulletproof data validation gateway that catches corrupted sensor readings, malformed MQTT payloads, and drifting PLC data before they wreak havoc on your factory floor.","md","\u002Fblog\u002F2025\u002F11\u002Fimages\u002Findustrial-data-validation-guide.png","2026-06-17",{"keywords":4691,"excerpt":4692},"industrial data validation, IIoT data quality, sensor data validation, JSON Schema validation, MQTT data validation, Node-RED data validation, manufacturing data integrity, industrial IoT",{"type":9,"value":4693},[4694],[12,4695,14],{},"\u002Fblog\u002F2025\u002F11\u002Findustrial-data-validation-guide",{"title":5,"description":4686},{"loc":4696},"blog\u002F2025\u002F11\u002Findustrial-data-validation-guide","How to validate industrial data before it enters your systems.",[4702],"flowfuse","Bad industrial data silently corrupts analytics, triggers false alarms, and drives faulty automation decisions. This guide shows how to build a data validation gateway in FlowFuse using the JSON Schema Validator node to enforce type, completeness, range, and format rules on incoming data. Valid data flows to your pipeline while failures route to an error handler that sends instant Telegram alerts, so only reliable data reaches your production systems.","B7AvQ_41Rr-E5V7_JEN79Gx0iTqDQCVMfZyaoP0MKr8",{"id":4706,"extension":4707,"meta":4708,"sections":4709,"stem":5097,"__hash__":5098},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[4710,4761,4862,4923,5000,5079],{"id":4711,"title":4712,"features":4713},"ai-automation","AI & Automation",[4714,4724,4734,4744,4750,4756],{"id":4715,"title":4716,"description":4717,"docsLink":4718,"changelog":4719,"tiers":4723},"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",[4720],{"url":4721,"release":4722},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":1628,"hub":1628,"fleet":1628},{"id":4725,"title":4726,"description":4727,"docsLink":4728,"changelog":4729,"subfeature":1628,"showOnPricing":4732,"tiers":4733},"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",[4730],{"url":4731,"release":4722},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":1628,"hub":1628,"fleet":1628},{"id":4735,"title":4736,"description":4737,"docsLink":4738,"changelog":4739,"subfeature":1628,"showOnPricing":4732,"tiers":4743},"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",[4740],{"url":4741,"release":4742},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":1628,"hub":1628,"fleet":1628},{"id":4745,"title":4746,"description":4747,"docsLink":4748,"subfeature":1628,"beta":1628,"showOnPricing":4732,"tiers":4749},"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":1628,"hub":1628,"fleet":1628},{"id":4751,"title":4752,"description":4753,"docsLink":4754,"tiers":4755},"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":1628,"hub":1628,"fleet":1628},{"id":4757,"title":4758,"description":4759,"tiers":4760},"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":1628,"hub":1628,"fleet":1628},{"id":4762,"title":4763,"features":4764},"build","Build",[4765,4771,4777,4787,4793,4799,4803,4809,4815,4823,4829,4833,4837,4846,4854],{"id":4766,"title":4767,"description":4768,"docsLink":4769,"tiers":4770},"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":1628,"hub":4732,"fleet":1628},{"id":4772,"title":4773,"description":4774,"docsLink":4775,"tiers":4776},"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":1628,"hub":1628,"fleet":1628},{"id":4778,"title":4779,"description":4780,"docsLink":4781,"changelog":4782,"tiers":4786},"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",[4783],{"url":4784,"release":4785},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":1628,"hub":1628,"fleet":1628},{"id":4788,"title":4789,"description":4790,"docsLink":4791,"tiers":4792},"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":1628,"hub":1628,"fleet":1628},{"id":4794,"title":4795,"description":4796,"docsLink":4797,"showOnPricing":4732,"tiers":4798},"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":1628,"hub":1628,"fleet":1628},{"id":4800,"title":4801,"showOnPricing":4732,"tiers":4802},"static-assets","Static Assets",{"edge":1628,"hub":1628,"fleet":1628},{"id":4804,"title":4805,"description":4806,"docsLink":4807,"tiers":4808},"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":1628,"hub":1628,"fleet":1628},{"id":4810,"title":4811,"description":4812,"docsLink":4813,"tiers":4814},"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":1628,"hub":1628,"fleet":1628},{"id":4816,"title":4817,"description":4818,"changelog":4819,"subfeature":1628,"showOnPricing":4732,"tiers":4822},"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.",[4820],{"url":4821,"release":4785},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":1628,"hub":1628,"fleet":1628},{"id":4824,"title":4825,"description":4826,"docsLink":4827,"tiers":4828},"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":1628,"hub":1628,"fleet":1628},{"id":4830,"title":4831,"subfeature":1628,"showOnPricing":4732,"tiers":4832},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":1628,"hub":4732,"fleet":1628},{"id":4834,"title":4835,"subfeature":1628,"showOnPricing":4732,"tiers":4836},"blueprints-it-apps","Blueprints - IT APPS",{"edge":4732,"hub":1628,"fleet":4732},{"id":4838,"title":4839,"description":4840,"changelog":4841,"showOnPricing":4732,"tiers":4845},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[4842],{"url":4843,"release":4844},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":1628,"hub":1628,"fleet":1628},{"id":4847,"title":4848,"description":4849,"changelog":4850,"showOnPricing":4732,"tiers":4853},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[4851],{"url":4852,"release":4742},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":1628,"hub":1628,"fleet":1628},{"id":4855,"title":4856,"description":4857,"changelog":4858,"showOnPricing":4732,"tiers":4861},"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.",[4859],{"url":4860,"release":4844},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":1628,"hub":1628,"fleet":1628},{"id":4863,"title":2065,"features":4864},"deploy",[4865,4871,4880,4886,4892,4898,4904,4910,4915],{"id":4866,"title":4867,"description":4868,"docsLink":4869,"tiers":4870},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":1628,"hub":1628,"fleet":1628},{"id":4872,"title":4873,"description":4874,"docsLink":4875,"changelog":4876,"tiers":4879},"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",[4877],{"url":4878,"release":4722},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":1628,"hub":4732,"fleet":1628},{"id":4881,"title":4882,"description":4883,"docsLink":4884,"tiers":4885},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":4732,"hub":1628,"fleet":4732},{"id":4887,"title":4888,"description":4889,"docsLink":4890,"tiers":4891},"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":1628,"hub":4732,"fleet":1628},{"id":4893,"title":4894,"description":4895,"docsLink":4896,"showOnPricing":4732,"tiers":4897},"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":1628,"hub":1628,"fleet":1628},{"id":4899,"title":4900,"description":4901,"docsLink":4902,"tiers":4903},"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":1628,"hub":1628,"fleet":1628},{"id":4905,"title":4906,"description":4907,"docsLink":4908,"tiers":4909},"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":4732,"hub":1628,"fleet":4732},{"id":4911,"title":4912,"description":4913,"docsLink":4908,"subfeature":1628,"showOnPricing":4732,"tiers":4914},"git-integration-github","GitHub","Push and pull snapshots to GitHub repositories through DevOps Pipeline Git Stages.",{"edge":4732,"hub":1628,"fleet":4732},{"id":4916,"title":4917,"description":4918,"docsLink":4908,"changelog":4919,"subfeature":1628,"showOnPricing":4732,"tiers":4922},"git-integration-azure","Azure DevOps","Push and pull snapshots to Azure DevOps repositories through DevOps Pipeline Git Stages.",[4920],{"url":4921,"release":4844},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops\u002F",{"edge":4732,"hub":1628,"fleet":4732},{"id":4924,"title":4925,"features":4926},"operate-maintain","Operate & Maintain",[4927,4933,4939,4944,4952,4956,4960,4965,4971,4977,4982,4988,4992,4996],{"id":4928,"title":4929,"description":4930,"docsLink":4931,"tiers":4932},"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":1628,"hub":1628,"fleet":1628},{"id":4934,"title":4935,"description":4936,"docsLink":4937,"subfeature":1628,"showOnPricing":4732,"tiers":4938},"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":1628,"hub":1628,"fleet":1628},{"id":4940,"title":4941,"description":4942,"docsLink":4937,"subfeature":1628,"showOnPricing":4732,"tiers":4943},"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":1628,"hub":1628,"fleet":1628},{"id":4945,"title":4946,"description":4947,"changelog":4948,"subfeature":1628,"showOnPricing":4732,"tiers":4951},"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.",[4949],{"url":4950,"release":4844},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer\u002F",{"edge":1628,"hub":1628,"fleet":1628},{"id":4953,"title":4954,"subfeature":1628,"showOnPricing":4732,"tiers":4955},"version-history-timeline","Version History Timeline",{"edge":1628,"hub":1628,"fleet":1628},{"id":4957,"title":4958,"tiers":4959},"unlimited-workflow-executions","Unlimited Workflow Executions",{"edge":1628,"hub":1628,"fleet":1628},{"id":4961,"title":4962,"description":4963,"tiers":4964},"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":1628,"hub":4732,"fleet":1628},{"id":4966,"title":4967,"description":4968,"docsLink":4969,"tiers":4970},"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":1628,"hub":4732,"fleet":1628},{"id":4972,"title":4973,"description":4974,"docsLink":4975,"tiers":4976},"high-availability","High Availability","Leverage horizontal scaling for reliable and scalable processing of your data through Node-RED.","\u002Fdocs\u002Fuser\u002Fhigh-availability\u002F",{"edge":4732,"hub":1628,"fleet":4732},{"id":4978,"title":4979,"description":4980,"tiers":4981},"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":1628,"hub":1628,"fleet":1628},{"id":4983,"title":4984,"description":4985,"docsLink":4986,"subfeature":1628,"showOnPricing":4732,"tiers":4987},"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":1628,"hub":1628,"fleet":1628},{"id":4989,"title":4990,"subfeature":1628,"showOnPricing":4732,"tiers":4991},"email-alerts","Email Alerts",{"edge":1628,"hub":1628,"fleet":1628},{"id":4993,"title":4994,"showOnPricing":4732,"tiers":4995},"api-debug-length-limit","API\u002FDebug Length Limit",{"edge":1628,"hub":1628,"fleet":1628},{"id":4997,"title":4998,"tiers":4999},"protected-instances","Protected Instances",{"edge":4732,"hub":1628,"fleet":4732},{"id":5001,"title":5002,"features":5003},"govern-secure","Govern and Secure",[5004,5013,5019,5025,5030,5036,5042,5048,5056,5062,5068,5074],{"id":5005,"title":5006,"description":5007,"docsLink":5008,"changelog":5009,"tiers":5012},"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",[5010],{"url":5011,"release":4785},"\u002Fchangelog\u002F2026\u002F07\u002Fapplication-sso-groups\u002F",{"edge":1628,"hub":1628,"fleet":1628},{"id":5014,"title":5015,"description":5016,"docsLink":5017,"tiers":5018},"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":1628,"hub":1628,"fleet":1628},{"id":5020,"title":5021,"description":5022,"docsLink":5023,"tiers":5024},"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":4732,"hub":1628,"fleet":1628},{"id":5026,"title":5027,"description":5028,"tiers":5029},"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":1628,"hub":4732,"fleet":4732},{"id":5031,"title":5032,"description":5033,"docsLink":5034,"tiers":5035},"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":1628,"hub":1628,"fleet":1628},{"id":5037,"title":5038,"description":5039,"docsLink":5040,"tiers":5041},"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":1628,"hub":1628,"fleet":1628},{"id":5043,"title":5044,"description":5045,"docsLink":5046,"subfeature":1628,"showOnPricing":4732,"tiers":5047},"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":1628,"hub":1628,"fleet":1628},{"id":5049,"title":5050,"description":5051,"changelog":5052,"subfeature":1628,"showOnPricing":4732,"tiers":5055},"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.",[5053],{"url":5054,"release":4785},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":1628,"hub":1628,"fleet":1628},{"id":5057,"title":5058,"description":5059,"docsLink":5060,"showOnPricing":4732,"tiers":5061},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":1628,"hub":1628,"fleet":1628},{"id":5063,"title":5064,"description":5065,"docsLink":5066,"showOnPricing":4732,"tiers":5067},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED instances using FlowFuse credentials.","\u002Fdocs\u002Fuser\u002Finstance-settings\u002F#security",{"edge":1628,"hub":1628,"fleet":1628},{"id":5069,"title":5070,"description":5071,"docsLink":5072,"tiers":5073},"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":4732,"hub":1628,"fleet":4732},{"id":5075,"title":5076,"description":5077,"tiers":5078},"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":4732,"hub":1628,"fleet":4732},{"id":5080,"title":5081,"features":5082},"support","Support",[5083,5088,5092],{"id":5084,"title":5085,"docsLink":5086,"tiers":5087},"installation-support","Installation Support","\u002Fdocs\u002Finstall\u002Fintroduction\u002F#do-you-need-help-installation-service",{"edge":1628,"hub":1628,"fleet":1628},{"id":5089,"title":5090,"showOnPricing":4732,"tiers":5091},"live-chat-support","Live Chat Support",{"edge":1628,"hub":1628,"fleet":1628},{"id":5093,"title":5094,"docsLink":5095,"tiers":5096},"enterprise-support","Enterprise Support","\u002Fdocs\u002Fpremium-support\u002F",{"edge":1628,"hub":1628,"fleet":1628},"feature-catalog","0AnkhTIPCECCwP9NmbTWP5HvRYx4FTSao4lG93-HaWM",[5100,5103,5106,5109,5112,5115,5117,5120,5123,5126,5129,5131,5134,5137,5140,5143,5146,5149,5152,5155,5158,5161,5164,5167,5170,5173,5176,5179,5182,5185,5188,5191,5194,5197,5200,5203,5206,5209,5212,5215,5218,5221,5224,5227,5230,5233,5236,5239,5242,5244,5247,5250,5253,5256,5259,5262,5265,5267,5270,5273,5276,5279,5282,5284,5287,5290,5293,5296,5299,5302,5305,5308,5311,5314,5316,5319,5322,5325,5328,5331,5334,5337,5340,5343,5346,5349,5352,5355,5358,5360,5363,5366,5369,5372,5375,5378,5381,5384,5387,5390,5393,5396,5399,5402,5405,5408,5411,5414,5416,5419,5422,5425,5428,5431,5434,5437,5439,5442,5445,5448,5451,5454,5457,5460,5463,5466,5469,5472,5475,5478,5481,5484,5487,5490,5493,5496,5499,5502,5505,5508,5511,5514,5517,5520,5523,5526,5529,5532,5535,5538,5541,5544,5547,5550,5553,5556,5559,5562,5565,5568,5571,5574,5577,5580,5583,5586,5589,5591,5594,5597,5600,5603,5606,5609,5612,5615,5618,5621,5624,5627,5630],{"path":5101,"title":5102},"\u002Fchangelog\u002F2023\u002F09\u002Fcustom-node-support","Custom Node Support",{"path":5104,"title":5105},"\u002Fchangelog\u002F2023\u002F09\u002Fdevops-actions","DevOps Pipeline with action selection",{"path":5107,"title":5108},"\u002Fchangelog\u002F2023\u002F09\u002Fintroduction-enterprise-tier","Introducing the Enterprise Tier",{"path":5110,"title":5111},"\u002Fchangelog\u002F2023\u002F09\u002Fpipeline-api","API Endpoint for DevOps Pipeline",{"path":5113,"title":5114},"\u002Fchangelog\u002F2023\u002F09\u002Fsnapshots-devices","Usability improvements to Device Management",{"path":5116,"title":4825},"\u002Fchangelog\u002F2023\u002F10\u002Fblueprints",{"path":5118,"title":5119},"\u002Fchangelog\u002F2023\u002F10\u002Fcertified-nodes","Certified Nodes",{"path":5121,"title":5122},"\u002Fchangelog\u002F2023\u002F10\u002Fdevice-snapshot-selection","Enhanced Snapshot Selection",{"path":5124,"title":5125},"\u002Fchangelog\u002F2023\u002F10\u002Fpath-bug-fix","Device Agent path bug fix",{"path":5127,"title":5128},"\u002Fchangelog\u002F2023\u002F10\u002Fresource-alerts","Resource Monitoring in Audit Log",{"path":5130,"title":5015},"\u002Fchangelog\u002F2023\u002F11\u002F2fa",{"path":5132,"title":5133},"\u002Fchangelog\u002F2023\u002F11\u002Fdefault-editor","Device Editor enabled by default",{"path":5135,"title":5136},"\u002Fchangelog\u002F2023\u002F11\u002Fdevices-in-pipelines","Devices in DevOps Pipelines",{"path":5138,"title":5139},"\u002Fchangelog\u002F2023\u002F11\u002Fproject-nodes-devices","Project Nodes for Devices",{"path":5141,"title":5142},"\u002Fchangelog\u002F2023\u002F12\u002Fbilling","No Credit Card required for billing",{"path":5144,"title":5145},"\u002Fchangelog\u002F2023\u002F12\u002Fblueprint-selection","Blueprint Selection Update",{"path":5147,"title":5148},"\u002Fchangelog\u002F2023\u002F12\u002Fdevice-groups","Device Groups",{"path":5150,"title":5151},"\u002Fchangelog\u002F2023\u002F12\u002Femail-alerting-node-red-crash","Email Alerts for Audit Log Events",{"path":5153,"title":5154},"\u002Fchangelog\u002F2023\u002F12\u002Fnode-red-updated","Node-RED 3.1.3 now available",{"path":5156,"title":5157},"\u002Fchangelog\u002F2024\u002F01\u002Fdevice-audit-log","Introducing the Device Auditlog Feature",{"path":5159,"title":5160},"\u002Fchangelog\u002F2024\u002F01\u002Fdevice-groups-snapshot","Device Groups - Automatic snapshot assignment",{"path":5162,"title":5163},"\u002Fchangelog\u002F2024\u002F01\u002Ffleet-mode","Renaming \"Default Device Mode\" to \"Fleet Mode\"",{"path":5165,"title":5166},"\u002Fchangelog\u002F2024\u002F01\u002Fhelm-v2","Helm Chart v2.0",{"path":5168,"title":5169},"\u002Fchangelog\u002F2024\u002F01\u002Fnew-blueprints","New Blueprints added",{"path":5171,"title":5172},"\u002Fchangelog\u002F2024\u002F01\u002Fsecurity-updates","Security Updates",{"path":5174,"title":5175},"\u002Fchangelog\u002F2024\u002F01\u002Fsso-team-membership","Managing Team Membership via SSO",{"path":5177,"title":5178},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":5180,"title":5181},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":5183,"title":5184},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":5186,"title":5187},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":5189,"title":5190},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":5192,"title":5193},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":5195,"title":5196},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":5198,"title":5199},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED Instances",{"path":5201,"title":5202},"\u002Fchangelog\u002F2024\u002F03\u002Finstance-protection-mode","Instance Protection Mode",{"path":5204,"title":5205},"\u002Fchangelog\u002F2024\u002F03\u002Flimits-debug-payload","Configure HTTP Payload and Debug Message size",{"path":5207,"title":5208},"\u002Fchangelog\u002F2024\u002F03\u002Frestart-devices-remotly","Remote Device Restart",{"path":5210,"title":5211},"\u002Fchangelog\u002F2024\u002F04\u002Fcustom-nodes-on-devices","Custom Nodes Support on Devices",{"path":5213,"title":5214},"\u002Fchangelog\u002F2024\u002F04\u002Fdevice-auto-snapshot","Direct Dashboard Access",{"path":5216,"title":5217},"\u002Fchangelog\u002F2024\u002F04\u002Fimproving-device-groups","Improving Device Groups",{"path":5219,"title":5220},"\u002Fchangelog\u002F2024\u002F04\u002Fpricing-change","Pricing change Enterprise & Teams Tier",{"path":5222,"title":5223},"\u002Fchangelog\u002F2024\u002F04\u002Ftougher-rate-limiting","Tougher Rate Limiting on Public Routes",{"path":5225,"title":5226},"\u002Fchangelog\u002F2024\u002F05\u002Finstance-healthcheck","Customizing instance health-check settings",{"path":5228,"title":5229},"\u002Fchangelog\u002F2024\u002F05\u002Flibrary-blueprints","Blueprints added to Library",{"path":5231,"title":5232},"\u002Fchangelog\u002F2024\u002F05\u002Flibrary-flowviewer","Team Library - Flow Viewer",{"path":5234,"title":5235},"\u002Fchangelog\u002F2024\u002F05\u002Fmanaging-node-red-version-on-devices","Managing Node-RED versions on Devices",{"path":5237,"title":5238},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-improvements","Snapshot Improvements",{"path":5240,"title":5241},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-improvements-pt3","Snapshot Upload",{"path":5243,"title":5241},"\u002Fchangelog\u002F2024\u002F05\u002Fsnapshot-upload",{"path":5245,"title":5246},"\u002Fchangelog\u002F2024\u002F06\u002Fdevice-agent-proxy-support","Running the Device Agent behind an HTTP proxy",{"path":5248,"title":5249},"\u002Fchangelog\u002F2024\u002F06\u002Flibrary-blueprints","Custom hostnames for your instances",{"path":5251,"title":5252},"\u002Fchangelog\u002F2024\u002F06\u002Fmultiline-env-vars","Multi-line Environment Variables",{"path":5254,"title":5255},"\u002Fchangelog\u002F2024\u002F06\u002Fsnapshot-flow-compare","Compare Snapshots flows",{"path":5257,"title":5258},"\u002Fchangelog\u002F2024\u002F07\u002Fapplications-search","Applications Search",{"path":5260,"title":5261},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-group-clear-snapshot","Device Groups Snapshots",{"path":5263,"title":5264},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-delete","Managing devices",{"path":5266,"title":5264},"\u002Fchangelog\u002F2024\u002F07\u002Fdevice-management-bulk-move",{"path":5268,"title":5269},"\u002Fchangelog\u002F2024\u002F07\u002Fedit-snapshots","Edit Snapshots",{"path":5271,"title":5272},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant","The FlowFuse Expert",{"path":5274,"title":5275},"\u002Fchangelog\u002F2024\u002F07\u002Fflowfuse-assistant-json","FlowFuse Expert Writes JSON",{"path":5277,"title":5278},"\u002Fchangelog\u002F2024\u002F07\u002Fimmersive-editor","Immersive Editor Experience",{"path":5280,"title":5281},"\u002Fchangelog\u002F2024\u002F07\u002Fnotifications-inbox","Notifications Inbox",{"path":5283,"title":5281},"\u002Fchangelog\u002F2024\u002F07\u002Fnotifications-update",{"path":5285,"title":5286},"\u002Fchangelog\u002F2024\u002F07\u002Fpersistent-storage","Persistent Storage on FlowFuse Cloud",{"path":5288,"title":5289},"\u002Fchangelog\u002F2024\u002F07\u002Fsso","Single Sign On Updates",{"path":5291,"title":5292},"\u002Fchangelog\u002F2024\u002F08\u002Fbill-of-materials","Bill of Materials",{"path":5294,"title":5295},"\u002Fchangelog\u002F2024\u002F08\u002Fenterprise-license-update","Enforcing Enterprise Restrictions",{"path":5297,"title":5298},"\u002Fchangelog\u002F2024\u002F08\u002Fldap-sso-groups","LDAP Single Sign On Updates",{"path":5300,"title":5301},"\u002Fchangelog\u002F2024\u002F08\u002Fstatic-file-service-navigation-visibility","Static File Service Navigation and Visibility",{"path":5303,"title":5304},"\u002Fchangelog\u002F2024\u002F10\u002Fdevice-group-env-vars","Environment Variables for your Device Groups",{"path":5306,"title":5307},"\u002Fchangelog\u002F2024\u002F10\u002Fmqtt-service","MQTT Broker Service",{"path":5309,"title":5310},"\u002Fchangelog\u002F2024\u002F10\u002Fnotifications-bulk-actions","Managing Notifications",{"path":5312,"title":5313},"\u002Fchangelog\u002F2024\u002F10\u002Fsnapshot-download-upload-options","Snapshot Upload and Download Improvements",{"path":5315,"title":4954},"\u002Fchangelog\u002F2024\u002F10\u002Fversion-history-timeline",{"path":5317,"title":5318},"\u002Fchangelog\u002F2024\u002F11\u002Faudit-log-hierarchy","Audit logs show hierarchical events",{"path":5320,"title":5321},"\u002Fchangelog\u002F2024\u002F11\u002Fdevice-agent-release","Device Agent 3.0 released",{"path":5323,"title":5324},"\u002Fchangelog\u002F2024\u002F11\u002Fmqtt-topic-hierarchy","MQTT Topic Hierarchy view",{"path":5326,"title":5327},"\u002Fchangelog\u002F2024\u002F11\u002Fteam-search","Team-wide search",{"path":5329,"title":5330},"\u002Fchangelog\u002F2024\u002F12\u002Fdashboad-iframe","Allow Dashboards to be embedded in iFrames",{"path":5332,"title":5333},"\u002Fchangelog\u002F2024\u002F12\u002Fdevice-editor-cache","Device Editor Access Speed Up",{"path":5335,"title":5336},"\u002Fchangelog\u002F2024\u002F12\u002Fteam-bom-timeline","Team BOM and Pipeline Views",{"path":5338,"title":5339},"\u002Fchangelog\u002F2025\u002F01\u002Ffree-tier-onboarding","New Onboarding Tour for Free Tier Users",{"path":5341,"title":5342},"\u002Fchangelog\u002F2025\u002F01\u002Fhidden-env-vars","Hidden Environment Variables",{"path":5344,"title":5345},"\u002Fchangelog\u002F2025\u002F01\u002Fimproved-diagnostics","Improved Diagnostics",{"path":5347,"title":5348},"\u002Fchangelog\u002F2025\u002F01\u002Fteam-level-groups","Team level view of Groups",{"path":5350,"title":5351},"\u002Fchangelog\u002F2025\u002F02\u002Fadditional-device-version-history-events","New Remote Instances Version History Events",{"path":5353,"title":5354},"\u002Fchangelog\u002F2025\u002F02\u002Fbroker-error-feedback","Improved Broker Connection Feedback",{"path":5356,"title":5357},"\u002Fchangelog\u002F2025\u002F02\u002Fdevice-agent-updates","FlowFuse User Authentication on Remote Instances",{"path":5359,"title":4954},"\u002Fchangelog\u002F2025\u002F02\u002Fdevice-version-history-timeline",{"path":5361,"title":5362},"\u002Fchangelog\u002F2025\u002F02\u002Fexternal-brokers","External MQTT Brokers",{"path":5364,"title":5365},"\u002Fchangelog\u002F2025\u002F02\u002Fmqtt-schema-suggestions","MQTT Smart Schema Suggestions",{"path":5367,"title":5368},"\u002Fchangelog\u002F2025\u002F02\u002Fresend-and-extend-team-invitation-expiration","Re-send Team Invitations",{"path":5370,"title":5371},"\u002Fchangelog\u002F2025\u002F02\u002Fschema-docs","Personalized Schema Documentation",{"path":5373,"title":5374},"\u002Fchangelog\u002F2025\u002F02\u002Ftopic-hierarchy-search","Search & Filter for Topic Hierarchy List",{"path":5376,"title":5377},"\u002Fchangelog\u002F2025\u002F03\u002Fcontainer-tags","Changes to tags for flowfuse\u002Fnode-red",{"path":5379,"title":5380},"\u002Fchangelog\u002F2025\u002F03\u002Fdevice-groups","Multiple Device Groups in a pipeline",{"path":5382,"title":5383},"\u002Fchangelog\u002F2025\u002F03\u002Fdevice-local-login","Local Login for Remote Instances",{"path":5385,"title":5386},"\u002Fchangelog\u002F2025\u002F03\u002Ffree-tier","Free Tier now more accessible to all",{"path":5388,"title":5389},"\u002Fchangelog\u002F2025\u002F03\u002Fresource-notifications","Resource Alerts",{"path":5391,"title":5392},"\u002Fchangelog\u002F2025\u002F03\u002Fsnapshot-filter","Filtering Snapshots",{"path":5394,"title":5395},"\u002Fchangelog\u002F2025\u002F03\u002Fteam-npm-registry","NPM Package Hosting",{"path":5397,"title":5398},"\u002Fchangelog\u002F2025\u002F03\u002Ftopic-deletion","MQTT Topic Management",{"path":5400,"title":5401},"\u002Fchangelog\u002F2025\u002F04\u002Fdevice-provisioning","Remote Instance Provisioning",{"path":5403,"title":5404},"\u002Fchangelog\u002F2025\u002F04\u002Fgit-integration","Git Integration with Pipelines",{"path":5406,"title":5407},"\u002Fchangelog\u002F2025\u002F04\u002Finstance-log-browsing","Better Node-RED log handling",{"path":5409,"title":5410},"\u002Fchangelog\u002F2025\u002F05\u002Fimport-node-red-flows","Import Node-RED Flows During Remote Instance Setup",{"path":5412,"title":5413},"\u002Fchangelog\u002F2025\u002F06\u002Fflowfuse-assistant","FlowFuse Expert just got smarter",{"path":5415,"title":5413},"\u002Fchangelog\u002F2025\u002F06\u002Fflowfuse-assistant-2",{"path":5417,"title":5418},"\u002Fchangelog\u002F2025\u002F06\u002Fgit-integration","Pulling snapshots from Git with Pipelines",{"path":5420,"title":5421},"\u002Fchangelog\u002F2025\u002F06\u002Finstance-performance-memory","Memory Metrics in Instance Performance View",{"path":5423,"title":5424},"\u002Fchangelog\u002F2025\u002F06\u002Fnew-home-page","Introducing the New Home Page Experience",{"path":5426,"title":5427},"\u002Fchangelog\u002F2025\u002F06\u002Fteam-performance","Team Performance Feature",{"path":5429,"title":5430},"\u002Fchangelog\u002F2025\u002F06\u002Fteam-performance-view","Instance Performance View",{"path":5432,"title":5433},"\u002Fchangelog\u002F2025\u002F06\u002Fui-refresh","Navigation UI Refresh",{"path":5435,"title":5436},"\u002Fchangelog\u002F2025\u002F07\u002Fbrowse-node-red-flows","Browse for Node-RED Flows During Remote Instance Setup",{"path":5438,"title":4779},"\u002Fchangelog\u002F2025\u002F07\u002Fflowfuse-tables",{"path":5440,"title":5441},"\u002Fchangelog\u002F2025\u002F07\u002Fimport-blueprints","Import blueprints directly into your existing instances",{"path":5443,"title":5444},"\u002Fchangelog\u002F2025\u002F07\u002Fsimplified-applications-overview","Simplified Applications Page with Summary Tiles",{"path":5446,"title":5447},"\u002Fchangelog\u002F2025\u002F07\u002Fsmart-suggestions","Smart Suggestions",{"path":5449,"title":5450},"\u002Fchangelog\u002F2025\u002F07\u002Fteam-to-pro-plan-rename","Team Plan Renamed to Pro Plan",{"path":5452,"title":5453},"\u002Fchangelog\u002F2025\u002F08\u002Fai-generated-snapshot-descriptions-hosted","Generate snapshot descriptions with AI",{"path":5455,"title":5456},"\u002Fchangelog\u002F2025\u002F08\u002Fai-generated-snapshot-descriptions-remote","AI Snapshot Descriptions Now Work with Remote Instances",{"path":5458,"title":5459},"\u002Fchangelog\u002F2025\u002F08\u002Fdevice-performance","FlowFuse Remote Instance Performance Data",{"path":5461,"title":5462},"\u002Fchangelog\u002F2025\u002F08\u002Fdirect-sso","Direct SSO Login",{"path":5464,"title":5465},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-assistant","FlowFuse Expert documents your flows",{"path":5467,"title":5468},"\u002Fchangelog\u002F2025\u002F08\u002Fflowfuse-mqtt","FlowFuse MQTT",{"path":5470,"title":5471},"\u002Fchangelog\u002F2025\u002F08\u002Fhttp-cors","Configure HTTP CORS",{"path":5473,"title":5474},"\u002Fchangelog\u002F2025\u002F08\u002Fsubflow-export","Export SubFlow as Node-RED module",{"path":5476,"title":5477},"\u002Fchangelog\u002F2025\u002F08\u002Ftables-assistant","FlowFuse Tables with a little help from the Assistant",{"path":5479,"title":5480},"\u002Fchangelog\u002F2025\u002F09\u002Fexpose-saml-groups-to-dashboard","Allow SSO groups to be shared with the Node-RED Dashboard",{"path":5482,"title":5483},"\u002Fchangelog\u002F2025\u002F09\u002Finline-assist","FlowFuse Expert can help you write code",{"path":5485,"title":5486},"\u002Fchangelog\u002F2025\u002F09\u002Fretiring-flowforge-device-agent","No more @flowforge\u002Fflowforge-device-agent releases",{"path":5488,"title":5489},"\u002Fchangelog\u002F2025\u002F09\u002Frevised-instance-snapshot-ui","Streamlined Snapshot Management",{"path":5491,"title":5492},"\u002Fchangelog\u002F2025\u002F09\u002Fteam-broker-async-api","Capture Async API data from FlowFuse Team Broker",{"path":5494,"title":5495},"\u002Fchangelog\u002F2025\u002F10\u002Fapplication-level-rbac","Application-level access control for Enterprise teams",{"path":5497,"title":5498},"\u002Fchangelog\u002F2025\u002F10\u002Fbulk-device-group-assignment","Easier Access to Bulk Device Group Management",{"path":5500,"title":5501},"\u002Fchangelog\u002F2025\u002F10\u002Fduplicate-instances-across-applications","Duplicate Instances Across Different Applications",{"path":5503,"title":5504},"\u002Fchangelog\u002F2025\u002F10\u002Fimport-flows-on-instance-creation","Import flows during instance creation",{"path":5506,"title":5507},"\u002Fchangelog\u002F2025\u002F10\u002Fmcp-nodes","FlowFuse MCP Server Nodes",{"path":5509,"title":5510},"\u002Fchangelog\u002F2025\u002F10\u002Fonnx-nodes","FlowFuse AI Nodes",{"path":5512,"title":5513},"\u002Fchangelog\u002F2025\u002F10\u002Fsettings-page-device-group-management","Device Group Management from Settings Page",{"path":5515,"title":5516},"\u002Fchangelog\u002F2025\u002F11\u002Fff-expert-update","FlowFuse Expert Update",{"path":5518,"title":5519},"\u002Fchangelog\u002F2025\u002F11\u002Fminimum-nodejs-version","Node.js v20 Minimum Version Requirement",{"path":5521,"title":5522},"\u002Fchangelog\u002F2025\u002F11\u002Fsso-session","SSO control over Session life",{"path":5524,"title":5525},"\u002Fchangelog\u002F2025\u002F12\u002Fff-expert-mcp-insights","FlowFuse Expert: Now with MCP-Powered Insights",{"path":5527,"title":5528},"\u002Fchangelog\u002F2025\u002F12\u002Fscheduled-maintenance","Scheduled Maintenance Mode",{"path":5530,"title":5531},"\u002Fchangelog\u002F2026\u002F01\u002Fdevice-agent-containers","Device Agent Docker Containers updated",{"path":5533,"title":5534},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-manage-palette","FlowFuse Expert: Enhanced Palette Integration",{"path":5536,"title":5537},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-nr-actions","FlowFuse Expert: Integration with Node-RED",{"path":5539,"title":5540},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-palette-queries","FlowFuse Expert: Palette Queries",{"path":5542,"title":5543},"\u002Fchangelog\u002F2026\u002F01\u002Fff-expert-select-flows","FlowFuse Expert: Ask about your flows",{"path":5545,"title":5546},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-rbacs","FlowFuse Expert: MCP-Powered Insights with RBACs",{"path":5548,"title":5549},"\u002Fchangelog\u002F2026\u002F01\u002Fmcp-security","FlowFuse Expert: MCP-Powered Insights",{"path":5551,"title":5552},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options","Set Node.js Options for Remote Instances",{"path":5554,"title":5555},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context","FlowFuse Expert: Helping you make sense of your debug log",{"path":5557,"title":5558},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner","FlowFuse Expert: Never Miss an Update",{"path":5560,"title":5561},"\u002Fchangelog\u002F2026\u002F02\u002Fha-instance-rolling-restart","HA Hosted Instance Rolling Restart",{"path":5563,"title":5564},"\u002Fchangelog\u002F2026\u002F02\u002Fremote-instances-immersive-editor","Immersive Mode for Remote Instances",{"path":5566,"title":5567},"\u002Fchangelog\u002F2026\u002F02\u002Frestoring-snapshots-to-remote-instances","Restoring snapshots to developer-mode Remote Instances",{"path":5569,"title":5570},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops","Azure DevOps Pipeline support",{"path":5572,"title":5573},"\u002Fchangelog\u002F2026\u002F03\u002Fdeveloper-mode-in-immersive-editor","Developer Mode Now Accessible from the Immersive Editor",{"path":5575,"title":5576},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title","Embedded Editor Now Shows Active Tab",{"path":5578,"title":5579},"\u002Fchangelog\u002F2026\u002F03\u002Fmarch-scheduled-maintenance","Updated: Upcoming Scheduled Server Maintenance on March 28th, 2026",{"path":5581,"title":5582},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor","View Snapshot Details in the Immersive Editor",{"path":5584,"title":5585},"\u002Fchangelog\u002F2026\u002F04\u002Fexpert-action-links","FlowFuse expert action links",{"path":5587,"title":5588},"\u002Fchangelog\u002F2026\u002F04\u002Fhosted-instance-url-env-var","Hosted Instances know their own URL",{"path":5590,"title":4848},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer",{"path":5592,"title":5593},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer","Richer snapshot comparison view",{"path":5595,"title":5596},"\u002Fchangelog\u002F2026\u002F05\u002Fai-opt-out","AI Feature Opt-Out for Teams",{"path":5598,"title":5599},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building","FlowFuse Expert Builds Your Application",{"path":5601,"title":5602},"\u002Fchangelog\u002F2026\u002F05\u002Fsingle-sso-provider","Single SSO provider for all users",{"path":5604,"title":5605},"\u002Fchangelog\u002F2026\u002F06\u002Fdark-mode","Dark Mode",{"path":5607,"title":5608},"\u002Fchangelog\u002F2026\u002F06\u002Fdevice-agent-v4-released","Device Agent v4 released",{"path":5610,"title":5611},"\u002Fchangelog\u002F2026\u002F06\u002Fgeneric-git-server-support","Connect Pipelines to Any Git Server",{"path":5613,"title":5614},"\u002Fchangelog\u002F2026\u002F06\u002Fjuly-scheduled-maintenance","Updated: Upcoming Scheduled Server Maintenance on July 11th, 2026",{"path":5616,"title":5617},"\u002Fchangelog\u002F2026\u002F07\u002Fapplication-sso-groups","Application Roles from SSO Groups",{"path":5619,"title":5620},"\u002Fchangelog\u002F2026\u002F07\u002Fdevice-agent-onboarding","Getting started with FlowFuse straight from the terminal",{"path":5622,"title":5623},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-enhancements","FlowFuse Expert Enhancements",{"path":5625,"title":5626},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation","FlowFuse Expert Can Now Work With Your Tables",{"path":5628,"title":5629},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats","Team Scoped Personal Access Tokens",{"path":5631,"title":5632},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards","A Dedicated Home for Your Dashboards",[],1786105897090]