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Changelog
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2026
2026
Release 6.7
Release 6.6
Release 6.5
2025
2025
Release 6.4
Release 6.3
Release 6.2
Release 6.1
Release 6.0
Release 5.15
Release 5.14
Release 5.13
Release 5.12
2024
2024
Release 5.11
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Release 5.9
Release 5.8
Release 5.7
Release 5.6
Release 5.5
Release 5.4
2023
2023
Release 5.3
Release 5.2
Release 5.1
Release 5.0
Release 4.12
Release 4.11
Release 4.10.2
Release 4.10.1
Release 4.10
Release 4.9
2022
2022
Release 4.8
Release 4.7 Update 1
Release 4.7
Release 4.6
Release 4.5 Update 1
Release 4.5
Release 4.4 Update 1
Release 4.4
Release 4.3
Release 4.2
Release 4.1
2021
2021
Release 4.0.1
Release 4.0.0
Release 4.0
Release 3.8
Release 3.7
Release 3.6
Release 3.5
Release 3.2
Release 3.1.1
Release 3.0
Developer Tools
Developer Tools
Quick Start Course
How To Guides
How To Guides
Develop in Github Codespace
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Your Workspace
Your Workspace
Windows
Windows
Requirements
Install Python
Install Docker
Install Visual Studio Code
Setup Visual Studio Code
Python Virtual Environment
MacOS
Ubuntu
Develop SmartApps
Develop SmartApps
Best Practices
Create a SmartApp
KRN Reference
Consume
Consume
Timeseries Data
Control Changes
Custom Actions
Data Quality
Data Windows
Produce
Produce
Timeseries Data
Control Changes
Custom Actions
Recommendations
Data Tags
Data Quality Scores
App Parameter
Variables
Variables
Asset Properties
App Parameters
App Configuration
Callback Functions
Background Tasks
API Integration
Test a SmartApp
Test a SmartApp
CSV
Simulator
Generator
Custom Actions
Upload a SmartApp
Spotlight Tips
Spotlight Tips
Data Tags
Schedules
Advanced app.yaml
Develop Connections
Develop Connections
Create an Import
Create an Export
KRN Reference
App Configuration
Custom Actions
Test a Connection
Upload a Connection
Deploy SmartApps
Deploy SmartApps
Deploy Workload
Deploy Staged Workload
Deploy Workload Offline
Start/Stop Workload
Update Workload Version
Update Workload Configuration
Delete a Workload
Deploy Connections
Deploy Connections
Deploy Import
Deploy Export
Exporting Data
Exporting Data
Download Control Changes
Download Data Quality Scores
Download Data Tags
Download Guardrails
Download Recommendations
Download Timeseries
Spotlight Tips
Spotlight Tips
Time Series to DataFrame
Logs & Telemetry
Logs & Telemetry
View All Dashboards
Create Grafana Alerts
View Workload Status
View Workload Logs
View Workload Telemetry
View Connection Logs
View Connection Telemetry
Advanced
Advanced
Docker Apps
Docker Apps
Create a Docker App
Test a Docker App
Upload a Docker App
Deploy a Docker App
File Management
File Management
List Files
Upload File
Delete File
Download File
Get File Info
Secrets
Secrets
Create a Secret
Update a Secret
Delete a Secret
List Secrets
Use a Secret
Set CPU/Memory Limits
Use Cases
Use Cases
Multi-Objective Optimization
Multi-Objective Optimization
Creating SmartApp
Deploying SmartApp
Databricks MLFlow Overview
Databricks Data Export
Stream Data from Assets
Dev Bootcamp
Dev Bootcamp
Overview
Connections
Connections
Basic
Advanced
SmartApps
SmartApps
Basic
Advanced
Documentation
Documentation
Kelvin SDK
Kelvin SDK
App
App
Overview
Messages
Kelvin Resource Names
App Deployment Context
Background Tasks
Data Windows
Testing with Publisher
API
API
Overview
List of Methods
CLI
CLI
Overview
Kelvin API
Kelvin API
Overview
Authentication
Pagination
Reference
Kelvin Edge API
Kelvin Edge API
Overview
Authentication
Pagination
Reference
Operations Tools
Operations Tools
Overview
Assets
Assets
Overview
How To
How To
Asset Overview
Asset Overview
Managing Assets
View Inline Data Explorer
View Inline Manual Controls
View Inline Recommendations
View Inline Data Tags
Download Table to CSV
Customize Asset Table View
Customize Columns
Advanced Filters
Asset Details
Asset Details
Overview
Control Panel Tab
Manual Controls Tab
Applications Tab
Manage Recommendation
Manage Recommendation
View Recommendations
Action a Recommendation
Manage Parameters
Manage Parameters
Create Scheduled Parameter
Apply Scheduled Parameter
Delete Scheduled Parameter
List Scheduled Parameter
Asset Maps
Asset Maps
Overview
How To
How To
Viewing Assets
Asset Details
Filtering Visible Assets
Advanced Features
Applications
Applications
Overview
How To
How To
Applications Dashboard
Applications Details
Application Settings
Impacts Tab
Impacts Tab
Overview
Edit KPIs
Assets Tab
Assets Tab
Overview
Add Assets
Remove Assets
Manage Columns
Enable/Disable Assets
Filter List
Compare Data Streams
View Recommendations
Action Recommendations
Workloads Tab
Workloads Tab
About Workloads
Parameters Tab
Parameters Tab
Overview
Edit App Parameters
Create Schedule
Schedule Tab
Schedule Tab
Overview
Apply or Revert Schedule
Delete Schedule
Data Explorer
Data Explorer
Overview
How To
How To
Monitor an Asset's Data
Download Data
View Control Changes
View Recommendations
Action a Recommendation
Create/View Tags
Use Cases
Use Cases
Gathering System Optimization
Gathering System Optimization
Creating SmartApp
Platform Admin
Platform Admin
Quick Start
Quick Start
1. Provision your Cluster
2. Connect to your data
How To Guides
How To Guides
Admin Dashboard
Asset Management
Asset Management
Asset Type
Asset Type
Create an Asset Type
Update an Asset Type
Delete an Asset Type
Manage Asset States
Asset Properties
Asset Properties
Update Asset Property
Delete Asset Property
Asset
Asset
Create an Asset
Bulk Create Assets
Update an Asset
Delete an Asset
Bulk Delete Assets
Display Asset in Maps
List Assets in SmartApp
Data Stream Management
Data Stream Management
Semantics & Units
Create a Data Stream
Bulk Create Data Streams
Update a Data Stream
Delete a Data Stream
Data Quality
Data Quality
Dashboard
Data Quality Details
Configurations
Configurations
Overview
Configure Data Quality
Edit Configurations
Delete Configurations
Metrics
Metrics
Overview
Create a Metric
Bulk Create Metrics
Edit Metric
Delete metric
Guardrails
Guardrails
Overview
Create a Guardrail
Bulk Create Guardrails
Update a Guardrail
Delete a Guardrail
Bulk Delete Guardrails
Cluster Management
Cluster Management
Overview
Setup Architectures
Edge Requirements
Provision a Cluster
Provision a Cluster
K3S Cluster
Kubernetes Cluster
AWS EKS Cluster
Azure AKS Cluster
Docker Cluster
Manage Clusters
Manage Clusters
Cluster Dashboard
Set Default Cluster
Upgrade a Cluster
Delete a Cluster
Cluster Logs & Telemetry
Kelvin Edge Services
Manage Nodes
Manage Nodes
Node Dashboard
Add Node to a Cluster
Delete Node in a Cluster
Spotlight Tips
Spotlight Tips
Unreliable Internet
Edge Services
Edge Services
Install Edge Services
Managing User Credentials
Login to Edge Services
Edge UI Dashboard
Deploy Workload
Start/Stop a Workload
Delete a Workload
Connection Management
Connection Management
Connect to Data
Connect to Data
Connect to OPC UA
Connect to Modbus
Connect to ROC
CSV Publisher
Custom Connection
Update a Connection
Start / Stop Connection
Delete Connection
User Management
User Management
Keycloak
Keycloak
Manage Users
User Roles & Permissions
Define User Groups
Define Password Policies
Enable 2fa
Reset Password
Access Control
Access Control
User Groups
Role Based Access Control
Attribute Based Access Control
Use Cases
Use Cases
Paper Quality Optimization
Provision Edge Device
Documentation
Documentation
User Management
User Management
Authentication
Access Rights
Kelvin Academy
Kelvin Academy
100 Introduction Courses
100 Introduction Courses
101 Introduction to Kelvin Platform
102 What Can I Do with Kelvin
103 Kelvin UI Guided Tour
200 Intermediate Courses
200 Intermediate Courses
Developers
Developers
210 Quick Start
210 Quick Start
0. Introduction
1. Your Workspace
2. Create
3. Test
4. Upload
5. Configure
6. Deploy
7. Monitor
8. Quiz
Operations
Operations
240 Exploring the Kelvin UI
241 Add Assets to Applications
242 Asset Table View
243 Review & Approve Changes
Support
Index
Operations Tools
Data Explorer
How To
Recommendation action
../../../assets-page/how-to/manage-recommendations/recommendation-action.md
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