# \#tutorial **URL:** https://community.cumulocity.com/tag/tutorial/298.md [Latest](https://community.cumulocity.com/latest.md) · [Categories](https://community.cumulocity.com/categories.md) · [Tags](https://community.cumulocity.com/tags.md) --- ## [AI Agent Manager: using a MCP server to generate widgets](https://community.cumulocity.com/t/ai-agent-manager-using-a-mcp-server-to-generate-widgets/14172)
**Author:** [@Jan\_Hommes](https://community.cumulocity.com/u/Jan_Hommes)\ **Replies:** 0\ **Last updated:** [January 15, 2026, 10:37am UTC](https://community.cumulocity.com/t/ai-agent-manager-using-a-mcp-server-to-generate-widgets/14172 "2026-01-15T10:37:12Z")
The AI Agent Manager allows you to seamlessly integrate agentic workflows into your Cumulocity Platform. In this blog post, I will describe how you can easily add tools to an agent that lets you execute actions on your… --- ## [The Cumulocity IoT Domain Model - Application data & Query optimization](https://community.cumulocity.com/t/the-cumulocity-iot-domain-model-application-data-query-optimization/7311)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 2\ **Last updated:** [November 28, 2025, 8:35am UTC](https://community.cumulocity.com/t/the-cumulocity-iot-domain-model-application-data-query-optimization/7311 "2025-11-28T08:35:52Z")
Introduction In my last article about the Cumulocity IoT Domain Model I described how you can design a good model and shared some best practices about storing device meta & transactional device data. In this article, … --- ## [Esper to Apama migration use case story](https://community.cumulocity.com/t/esper-to-apama-migration-use-case-story/661)
**Author:** [@Roopesh\_Natarajan](https://community.cumulocity.com/u/Roopesh_Natarajan)\ **Replies:** 0\ **Last updated:** [June 21, 2023, 5:38am UTC](https://community.cumulocity.com/t/esper-to-apama-migration-use-case-story/661 "2023-06-21T05:38:00Z")
Introduction In this blog article I’d like to share some tips and best practices from a recent Esper to Apama migration our team completed. Business Case Our customer uses the Cumulocity IoT platform to provide o… --- ## [Performing Machine Learning Inference on Cumulocity IoT Data using Open-Source Frameworks](https://community.cumulocity.com/t/performing-machine-learning-inference-on-cumulocity-iot-data-using-open-source-frameworks/4924)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\ **Replies:** 0\ **Last updated:** [May 2, 2023, 9:52am UTC](https://community.cumulocity.com/t/performing-machine-learning-inference-on-cumulocity-iot-data-using-open-source-frameworks/4924 "2023-05-02T09:52:07Z")
Introduction Machine learning (ML) has become a ubiquitous part of modern technology, with applications ranging from image and speech recognition to predictive maintenance and anomaly detection in IoT devices. In this … --- ## [Recording: Data integration options with Cumulocity IoT](https://community.cumulocity.com/t/recording-data-integration-options-with-cumulocity-iot/397)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [September 21, 2023, 1:23pm UTC](https://community.cumulocity.com/t/recording-data-integration-options-with-cumulocity-iot/397 "2023-09-21T13:23:49Z")
About the event The core of Cumulocity IoT is device integration but with pure device data only a few use cases can be implemented such as Device Management or Condition Monitoring. The more comprehensive u… --- ## [Simulating CSV Data in Cumulocity IoT - Two Approaches](https://community.cumulocity.com/t/simulating-csv-data-in-cumulocity-iot-two-approaches/6263)
**Author:** [@jhoo](https://community.cumulocity.com/u/jhoo)\ **Replies:** 2\ **Last updated:** [April 2, 2025, 6:08am UTC](https://community.cumulocity.com/t/simulating-csv-data-in-cumulocity-iot-two-approaches/6263 "2025-04-02T06:08:12Z")
Introduction This article is broken up into two parts, one for each approach for pulling CSV data into Cumulocity IoT. The first approach is technical and hands-on, while the second approach is more automated and easy … --- ## [Communication between Backend and Frontend via Microservice](https://community.cumulocity.com/t/communication-between-backend-and-frontend-via-microservice/12035)
**Author:** [@AleDegraDac](https://community.cumulocity.com/u/AleDegraDac)\ **Replies:** 5\ **Last updated:** [March 20, 2025, 9:26am UTC](https://community.cumulocity.com/t/communication-between-backend-and-frontend-via-microservice/12035 "2025-03-20T09:26:02Z")
Hi all, I’m working on a Cumulocity setup where I have a microservice that handles communication between frontend, and my application. Pushing updates from the application to the frontend through the microservice and vi… --- ## [Build Cumulocity IoT applications effortlessly with Blueprint Forge](https://community.cumulocity.com/t/build-cumulocity-iot-applications-effortlessly-with-blueprint-forge/946)
**Author:** [@Darpankumar\_Lalani](https://community.cumulocity.com/u/Darpankumar_Lalani)\ **Replies:** 0\ **Last updated:** [October 5, 2023, 7:10am UTC](https://community.cumulocity.com/t/build-cumulocity-iot-applications-effortlessly-with-blueprint-forge/946 "2023-10-05T07:10:07Z")
Introduction to Blueprint Forge Blueprint Forge is an open-source Cumulocity IoT Blueprint that enables you to build an application from a template. Using the Blueprint Forge for Cumulocity IoT project you can easily b… --- ## [Enhancing Cumulocity IoT Capabilities: Data Visualization and Analysis Widgets](https://community.cumulocity.com/t/enhancing-cumulocity-iot-capabilities-data-visualization-and-analysis-widgets/7426)
**Author:** [@Community-admin](https://community.cumulocity.com/u/Community-admin)\ **Replies:** 2\ **Last updated:** [March 21, 2024, 12:51pm UTC](https://community.cumulocity.com/t/enhancing-cumulocity-iot-capabilities-data-visualization-and-analysis-widgets/7426 "2024-03-21T12:51:16Z")
Data analysis is a critical aspect that enables businesses to make informed decisions. The ability to visualize and analyze data in real-time is a game-changer, and Cumulocity IoT offers a variety of widgets to facilit… --- ## [Cumulocity Data-Grid Tutorial Series - Part 3](https://community.cumulocity.com/t/cumulocity-data-grid-tutorial-series-part-3/3495)
**Author:** [@Hendrik\_Naether1](https://community.cumulocity.com/u/Hendrik_Naether1)\ **Replies:** 1\ **Last updated:** [March 26, 2024, 4:41pm UTC](https://community.cumulocity.com/t/cumulocity-data-grid-tutorial-series-part-3/3495 "2024-03-26T16:41:40Z")
The remote-data approach, or demystifying the serverSideDataCallback As pointed out in chapter 1 and chapter 2 of the c8y-data-grid tutorial series, the easiest and potentially dirtiest way to set up a grid is to use t… --- ## [Integrate Trello with Asana using webMethods.io Integration](https://community.cumulocity.com/t/integrate-trello-with-asana-using-webmethods-io-integration/7775)
**Author:** [@Community-admin](https://community.cumulocity.com/u/Community-admin)\ **Replies:** 0\ **Last updated:** [January 18, 2024, 2:16pm UTC](https://community.cumulocity.com/t/integrate-trello-with-asana-using-webmethods-io-integration/7775 "2024-01-18T14:16:13Z")
Overview In this tutorial, learn how to build an integration with webMethods.io Integration that automatically creates a new Trello board for every new Asana project. Prerequisite: webMethods.io Integration tenant – s… --- ## [Track Cumulocity IoT Device Alarms in Trello with webMethods.io Integration](https://community.cumulocity.com/t/track-cumulocity-iot-device-alarms-in-trello-with-webmethods-io-integration/7768)
**Author:** [@Community-admin](https://community.cumulocity.com/u/Community-admin)\ **Replies:** 0\ **Last updated:** [November 9, 2023, 2:05pm UTC](https://community.cumulocity.com/t/track-cumulocity-iot-device-alarms-in-trello-with-webmethods-io-integration/7768 "2023-11-09T14:05:35Z")
Overview Learn how to set up a Cumulocity IoT – Trello integration, that allows you to stay on track with your device’s alarms waiting to be resolved, with webMethods.io Integration. It creates a new card in a specific… --- ## [Zendesk Integration with Slack Using webMethods.io Integration](https://community.cumulocity.com/t/zendesk-integration-with-slack-using-webmethods-io-integration/7773)
**Author:** [@Community-admin](https://community.cumulocity.com/u/Community-admin)\ **Replies:** 2\ **Last updated:** [December 21, 2023, 3:05pm UTC](https://community.cumulocity.com/t/zendesk-integration-with-slack-using-webmethods-io-integration/7773 "2023-12-21T15:05:39Z")
Overview Set up an integration that creates a ticket in Zendesk and posts a Slack notification when new device alerts within your Cumulocity IoT tenant arise with this webMethods.io Integration workflow tutorial. Prer… --- ## [How to install Extension Packages in Cumulocity IoT UI Applications?](https://community.cumulocity.com/t/how-to-install-extension-packages-in-cumulocity-iot-ui-applications/3612)
**Author:** [@Rahul\_Talreja](https://community.cumulocity.com/u/Rahul_Talreja)\ **Replies:** 1\ **Last updated:** [December 19, 2023, 2:05pm UTC](https://community.cumulocity.com/t/how-to-install-extension-packages-in-cumulocity-iot-ui-applications/3612 "2023-12-19T14:05:28Z")
Introduction Extension Packages empower the loading of features at runtime, enabling the extension of any Web SDK-based web application without the necessity of rebuilding the entire application. Extension Packages co… --- ## [Best-Practices to use the Microservice SDK for Java for custom API queries](https://community.cumulocity.com/t/best-practices-to-use-the-microservice-sdk-for-java-for-custom-api-queries/7177)
**Author:** [@Kai\_Sieben](https://community.cumulocity.com/u/Kai_Sieben)\ **Replies:** 0\ **Last updated:** [October 31, 2023, 10:15am UTC](https://community.cumulocity.com/t/best-practices-to-use-the-microservice-sdk-for-java-for-custom-api-queries/7177 "2023-10-31T10:15:01Z")
Introduction The Cumulocity IoT API provides a wide range of API query capabilities, but only a subset is easily useable directly by the Microservice SDK for Java. Mostly the inventory API provides the most capable (a… --- ## [Cumulocity IoT Alarm Management App: Open Source](https://community.cumulocity.com/t/cumulocity-iot-alarm-management-app-open-source/4208)
**Author:** [@Rahul\_Talreja](https://community.cumulocity.com/u/Rahul_Talreja)\ **Replies:** 1\ **Last updated:** [October 9, 2023, 5:46pm UTC](https://community.cumulocity.com/t/cumulocity-iot-alarm-management-app-open-source/4208 "2023-10-09T17:46:46Z")
Introduction The open-source Alarm Management App for iOS and Android is now available on GitHub. Use it to integrate into your applications, giving you a head start in utilizing alarm management features. Featur… --- ## [Recording: Powerful scripting with go-c8y-cli for Cumulocity IoT](https://community.cumulocity.com/t/recording-powerful-scripting-with-go-c8y-cli-for-cumulocity-iot/3936)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [September 11, 2023, 12:08pm UTC](https://community.cumulocity.com/t/recording-powerful-scripting-with-go-c8y-cli-for-cumulocity-iot/3936 "2023-09-11T12:08:34Z")
About the event With the open-source tool go-c8y-cli you unleash the full power of the Cumulocity API into your CLI. In the past this tool evolved as the “developer’s best friend” as it supports almost all … --- ## [Orchestrating Workloads on the Edge](https://community.cumulocity.com/t/orchestrating-workloads-on-the-edge/2551)
**Author:** [@Aaron\_Raab](https://community.cumulocity.com/u/Aaron_Raab)\ **Replies:** 0\ **Last updated:** [August 30, 2023, 1:56pm UTC](https://community.cumulocity.com/t/orchestrating-workloads-on-the-edge/2551 "2023-08-30T13:56:29Z")
Overview Beginning with limited and centralized resources and evolving into a distributed approach is a pattern often seen in technology cycles. This is also the case for the execution of workloads. While cloud computi… --- ## [Seamless Ticketing Integration for Cumulocity IoT](https://community.cumulocity.com/t/seamless-ticketing-integration-for-cumulocity-iot/7414)
**Author:** [@Kalpshekhar\_Gupta](https://community.cumulocity.com/u/Kalpshekhar_Gupta)\ **Replies:** 0\ **Last updated:** [August 10, 2023, 6:00am UTC](https://community.cumulocity.com/t/seamless-ticketing-integration-for-cumulocity-iot/7414 "2023-08-10T06:00:21Z")
Bridging the Gap Between IoT and Ticketing Platforms Cumulocity IoT has been a frontrunner in offering IoT services, but what about managing the multitude of service tickets generated across various IoT devices? That’s… --- ## [Getting started with LwM2M](https://community.cumulocity.com/t/getting-started-with-lwm2m/2303)
**Author:** [@Aaron\_Raab](https://community.cumulocity.com/u/Aaron_Raab)\ **Replies:** 0\ **Last updated:** [July 13, 2023, 9:20am UTC](https://community.cumulocity.com/t/getting-started-with-lwm2m/2303 "2023-07-13T09:20:06Z")
Introduction Cumulocity IoT offers multiple different options to integrate devices allowing to cope with heterogeneous device fleets accommodating changing requirements as IoT projects scale and evolve. There are d… --- ## [The Cumulocity IoT Domain Model - How to design a good domain model](https://community.cumulocity.com/t/the-cumulocity-iot-domain-model-how-to-design-a-good-domain-model/1487)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [May 16, 2023, 3:12pm UTC](https://community.cumulocity.com/t/the-cumulocity-iot-domain-model-how-to-design-a-good-domain-model/1487 "2023-05-16T15:12:07Z")
Introduction In the first article I explained in detail why it is important to have a good domain model before implementing your IoT solution on top of Cumulocity IoT. In this article I will describe, on examples, how… --- ## [LoRa Connectivity for Cumulocity](https://community.cumulocity.com/t/lora-connectivity-for-cumulocity/612)
**Author:** [@Cyril\_Poder](https://community.cumulocity.com/u/Cyril_Poder)\ **Replies:** 0\ **Last updated:** [July 6, 2023, 6:00am UTC](https://community.cumulocity.com/t/lora-connectivity-for-cumulocity/612 "2023-07-06T06:00:55Z")
Introduction to LoRa LoRa (Long Range) is a low-power wide-area network (LPWAN) protocol, designed to wirelessly connect battery operated ‘things’ to the internet. The LoRa connectivity for Cumulocity provides an … --- ## [Recording: Getting started with Web Development for Cumulocity IoT](https://community.cumulocity.com/t/recording-getting-started-with-web-development-for-cumulocity-iot/632)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [June 1, 2023, 2:39pm UTC](https://community.cumulocity.com/t/recording-getting-started-with-web-development-for-cumulocity-iot/632 "2023-06-01T14:39:38Z")
About the event Getting started with web development can be overwhelming in the beginning, not only for Cumulocity IoT. There are a lot of concepts and technologies to discover. With this event, we want to … --- ## [Cumulocity IoT & Grafana Integration Guide](https://community.cumulocity.com/t/cumulocity-iot-grafana-integration-guide/2502)
**Author:** [@Tamer\_Mazen](https://community.cumulocity.com/u/Tamer_Mazen)\ **Replies:** 0\ **Last updated:** [May 16, 2023, 3:00pm UTC](https://community.cumulocity.com/t/cumulocity-iot-grafana-integration-guide/2502 "2023-05-16T15:00:35Z")
Introduction Grafana is an open-source analytics and interactive visualization web application. It provides charts, graphs, and alerts for the web when connected to supported data sources. It allows you to query, visua… --- ## [Advanced Cumulocity IoT Microservice Monitoring - Part 2](https://community.cumulocity.com/t/advanced-cumulocity-iot-microservice-monitoring-part-2/2412)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 2\ **Last updated:** [May 23, 2023, 5:49pm UTC](https://community.cumulocity.com/t/advanced-cumulocity-iot-microservice-monitoring-part-2/2412 "2023-05-23T17:49:09Z")
Overview In the first part of this series of article about Advanced Microservice Monitoring I explained what is needed to prepare your microservice so they can be integrated in a monitoring solution. In this second pa… --- ## [The Cumulocity IoT Domain Model - Why a domain model is important for IoT solutions](https://community.cumulocity.com/t/the-cumulocity-iot-domain-model-why-a-domain-model-is-important-for-iot-solutions/1241)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [April 24, 2023, 2:04pm UTC](https://community.cumulocity.com/t/the-cumulocity-iot-domain-model-why-a-domain-model-is-important-for-iot-solutions/1241 "2023-04-24T14:04:53Z")
Introduction Data Harmonization is one of the main purposes of using an IoT Platform such as Cumulocity IoT. You want to decouple the application from the connected devices data model. This can be achieved using the po… --- ## [Microservice Monitoring in Cumulocity IoT](https://community.cumulocity.com/t/microservice-monitoring-in-cumulocity-iot/589)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [April 4, 2023, 9:57am UTC](https://community.cumulocity.com/t/microservice-monitoring-in-cumulocity-iot/589 "2023-04-04T09:57:24Z")
Overview Cumulocity IoT can be extended with Microservices which are deployed to tenants. Large IoT solutions often consist of multiple microservices serving different purposes and might be critical for the overall suc… --- ## [OPC-UA Integration with Cumulocity IoT, Monitoring OPC UA Gateway](https://community.cumulocity.com/t/opc-ua-integration-with-cumulocity-iot-monitoring-opc-ua-gateway/2580)
**Author:** [@Alexander\_Pester](https://community.cumulocity.com/u/Alexander_Pester)\ **Replies:** 0\ **Last updated:** [March 13, 2023, 12:44pm UTC](https://community.cumulocity.com/t/opc-ua-integration-with-cumulocity-iot-monitoring-opc-ua-gateway/2580 "2023-03-13T12:44:33Z")
Overview The OPC UA Integration with Cumulocity, short OPC UA Gateway, allows connecting any OPC UA Server which can have various majority levels and address space sizes. In order to detect performance issues or connec… --- ## [Modbus Plugin for thin-edge.io](https://community.cumulocity.com/t/modbus-plugin-for-thin-edge-io/4666)
**Author:** [@Mario\_Heidenreich2](https://community.cumulocity.com/u/Mario_Heidenreich2)\ **Replies:** 0\ **Last updated:** [March 31, 2023, 12:47pm UTC](https://community.cumulocity.com/t/modbus-plugin-for-thin-edge-io/4666 "2023-03-31T12:47:47Z")
Intro If you haven’t heard of it: thin-edge.io makes connectivity to Cumulocity IoT a matter of configuration. Developing your own device agent becomes just so much nicer if you don’t have to take care of basic aspects… --- ## [Advanced Cumulocity IoT Microservice Monitoring - Part 1](https://community.cumulocity.com/t/advanced-cumulocity-iot-microservice-monitoring-part-1/7825)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [March 7, 2023, 3:21pm UTC](https://community.cumulocity.com/t/advanced-cumulocity-iot-microservice-monitoring-part-1/7825 "2023-03-07T15:21:14Z")
Overview In the other article about basic Microservice Monitoring we demonstrated an easy and low effort way to monitor microservices within a cumulocity tenant. While this is sufficient for small and limited use cases… [Next page](https://community.cumulocity.com/tag/tutorial/298.md?match_all_tags=true&page=1&tags%5B%5D=tutorial)