# Knowledge Base **URL:** https://community.cumulocity.com/c/knowledge-base/7.md?page=1 [Latest](https://community.cumulocity.com/latest.md) · [Categories](https://community.cumulocity.com/categories.md) · [Tags](https://community.cumulocity.com/tags.md) **Page:** 2 --- ## [Automating E2E Testing for Cumulocity Plugins with Cypress and GitHub Actions](https://community.cumulocity.com/t/automating-e2e-testing-for-cumulocity-plugins-with-cypress-and-github-actions/14132)
**Author:** [@Christian\_Guether1](https://community.cumulocity.com/u/Christian_Guether1)\ **Replies:** 0\ **Last updated:** [December 30, 2025, 8:08am UTC](https://community.cumulocity.com/t/automating-e2e-testing-for-cumulocity-plugins-with-cypress-and-github-actions/14132 "2025-12-30T08:08:17Z")
In a previous article, we explored the fundamentals of setting up Cypress for End-to-End (E2E) testing within the Cumulocity ecosystem. We discussed how to configure Cypress to interact with Cumulocity UI components an… --- ## [Smart Home Christmas challenge](https://community.cumulocity.com/t/smart-home-christmas-challenge/14145)
**Author:** [@Kai\_Reinhardt](https://community.cumulocity.com/u/Kai_Reinhardt)\ **Replies:** 3\ **Last updated:** [December 19, 2025, 1:20pm UTC](https://community.cumulocity.com/t/smart-home-christmas-challenge/14145 "2025-12-19T13:20:51Z")
If you find yourself with some spare time over the Christmas holidays and want to bridge the gap between your local hardware and the cloud, this project is for you. We will integrate your smart home devices into a prof… --- ## [Cumulocity App and Plugin Testing with Cypress - Getting Started](https://community.cumulocity.com/t/cumulocity-app-and-plugin-testing-with-cypress-getting-started/7522)
**Author:** [@Christian\_Guether1](https://community.cumulocity.com/u/Christian_Guether1)\ **Replies:** 0\ **Last updated:** [March 4, 2024, 7:30am UTC](https://community.cumulocity.com/t/cumulocity-app-and-plugin-testing-with-cypress-getting-started/7522 "2024-03-04T07:30:53Z")
Why App and Plugin Testing? Everyone can agree that having bugs in your Cumulocity application or Cumulocity Plugins is annoying. But do you know what’s even more annoying? It’s when your customers or users of your Cum… --- ## [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, … --- ## [Conversational Edge Intelligence: Using Small Language Models (SLMs) with Cumulocity](https://community.cumulocity.com/t/conversational-edge-intelligence-using-small-language-models-slms-with-cumulocity/13695)
**Author:** [@Kanishk\_Chaturvedi](https://community.cumulocity.com/u/Kanishk_Chaturvedi)\ **Replies:** 0\ **Last updated:** [November 17, 2025, 8:10am UTC](https://community.cumulocity.com/t/conversational-edge-intelligence-using-small-language-models-slms-with-cumulocity/13695 "2025-11-17T08:10:38Z")
Authors: @Kanishk\_Chaturvedi @Tobias\_Sommer Introduction The rise of Large Language Models (LLMs) such as GPT, Claude, and LLaMA has transformed the way humans interact with data. These models can reason, summarize, a… --- ## [Edge AI with Cumulocity: Bringing Intelligence Closer to the Source](https://community.cumulocity.com/t/edge-ai-with-cumulocity-bringing-intelligence-closer-to-the-source/13689)
**Author:** [@Kanishk\_Chaturvedi](https://community.cumulocity.com/u/Kanishk_Chaturvedi)\ **Replies:** 0\ **Last updated:** [November 17, 2025, 8:09am UTC](https://community.cumulocity.com/t/edge-ai-with-cumulocity-bringing-intelligence-closer-to-the-source/13689 "2025-11-17T08:09:58Z")
Authors: @Kanishk\_Chaturvedi @Tobias\_Sommer Introduction Artificial Intelligence is rapidly moving beyond the confines of centralized cloud data centers. As industrial systems, sensors, and connected products continue… --- ## [Getting Started with IoT in SAP Asset Performance Management](https://community.cumulocity.com/t/getting-started-with-iot-in-sap-asset-performance-management/13684)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [November 10, 2025, 6:13pm UTC](https://community.cumulocity.com/t/getting-started-with-iot-in-sap-asset-performance-management/13684 "2025-11-10T18:13:01Z")
This article has been originally posted here: Getting Started with IoT in SAP Asset Performance ... - SAP Community Introduction With the latest release 2510 of SAP Asset Performance Management (APM), major features i… --- ## [Cumulocity IoT Microservices - Monitoring through OTLP integration](https://community.cumulocity.com/t/cumulocity-iot-microservices-monitoring-through-otlp-integration/13619)
**Author:** [@Robert\_Pretz](https://community.cumulocity.com/u/Robert_Pretz)\ **Replies:** 0\ **Last updated:** [November 6, 2025, 1:52pm UTC](https://community.cumulocity.com/t/cumulocity-iot-microservices-monitoring-through-otlp-integration/13619 "2025-11-06T13:52:54Z")
Overview - current situation Cumulocity supports the deployment of custom logic through Kubernetes-based microservices. During development, developers can use a wide range of tools to analyze an application’s correctn… --- ## [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… --- ## [Exploring System Integration options for Cumulocity IoT](https://community.cumulocity.com/t/exploring-system-integration-options-for-cumulocity-iot/4145)
**Author:** [@Rahul\_Talreja](https://community.cumulocity.com/u/Rahul_Talreja)\ **Replies:** 1\ **Last updated:** [October 22, 2025, 1:50pm UTC](https://community.cumulocity.com/t/exploring-system-integration-options-for-cumulocity-iot/4145 "2025-10-22T13:50:01Z")
Introduction In the ever-evolving landscape of data-driven enterprises, the Internet of Things (IoT) has emerged as a transformative force, enabling organizations to gather, analyze, and leverage valuable insights from… --- ## [Recording: thin-edge.io meetup #10](https://community.cumulocity.com/t/recording-thin-edge-io-meetup-10/13605)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [October 31, 2025, 2:38pm UTC](https://community.cumulocity.com/t/recording-thin-edge-io-meetup-10/13605 "2025-10-31T14:38:50Z")
Overview Here is the recording of the #10 thin-edge meetup. 1. thin-edge Update Q4 2025 2. Automation use-cases leveraging thin-edge.io by Turk 3. Standardize device connectivity by Solenis … --- ## [Bulk OPCUA Device Integration](https://community.cumulocity.com/t/bulk-opcua-device-integration/235)
**Author:** [@Bishan\_T\_Prasad](https://community.cumulocity.com/u/Bishan_T_Prasad)\ **Replies:** 0\ **Last updated:** [September 20, 2023, 8:48am UTC](https://community.cumulocity.com/t/bulk-opcua-device-integration/235 "2023-09-20T08:48:21Z")
OPUCA Device Integration Do you have more number of OPCUA devices to register? Are you wondering how to register OPCUA devices in bulk. Then, this blog is for you!!! This blog covers Bulk OPCUA Device Integration. Let’s … --- ## [Simple OPCUA Device Integration](https://community.cumulocity.com/t/simple-opcua-device-integration/5665)
**Author:** [@Bishan\_T\_Prasad](https://community.cumulocity.com/u/Bishan_T_Prasad)\ **Replies:** 0\ **Last updated:** [September 19, 2023, 9:59am UTC](https://community.cumulocity.com/t/simple-opcua-device-integration/5665 "2023-09-19T09:59:14Z")
OPUCA Device Integration Have you encountered OPCUA devices? Wondering how to connect them to Cumulocity ? Then, this blog is for you !!! This blog covers Simple OPCUA Device Integration. Let’s jump into the topic! A… --- ## [Microservice Best Practices: API-first design approach in the dawn of agentic AI](https://community.cumulocity.com/t/microservice-best-practices-api-first-design-approach-in-the-dawn-of-agentic-ai/7716)
**Author:** [@Alexander\_Pester](https://community.cumulocity.com/u/Alexander_Pester)\ **Replies:** 0\ **Last updated:** [October 15, 2025, 11:27am UTC](https://community.cumulocity.com/t/microservice-best-practices-api-first-design-approach-in-the-dawn-of-agentic-ai/7716 "2025-10-15T11:27:49Z")
Introduction I started this article almost two years ago and almost forgot about it to continue. Due to the incredible dawn of the agentic era in Software Engineering I decided to pick up it again and finish it. The or… --- ## [Device Push connection status](https://community.cumulocity.com/t/device-push-connection-status/12780)
**Author:** [@Christian\_Herzog](https://community.cumulocity.com/u/Christian_Herzog)\ **Replies:** 0\ **Last updated:** [September 24, 2025, 12:10pm UTC](https://community.cumulocity.com/t/device-push-connection-status/12780 "2025-09-24T12:10:18Z")
Problem Why does device status “Push connection” appears gray (not monitored) or red (offline)? Documentation Additional Information After device registration this “Push connection” must be initiated from the device… --- ## [Cumulocity SPS Demo: Simplifying Cumulocity IoT Interactions Using Amazon Bedrock Generative AI](https://community.cumulocity.com/t/cumulocity-sps-demo-simplifying-cumulocity-iot-interactions-using-amazon-bedrock-generative-ai/3294)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\ **Replies:** 1\ **Last updated:** [November 7, 2024, 2:54pm UTC](https://community.cumulocity.com/t/cumulocity-sps-demo-simplifying-cumulocity-iot-interactions-using-amazon-bedrock-generative-ai/3294 "2024-11-07T14:54:29Z")
Demo Overview Discover the power of our advanced Assistant, seamlessly integrating Cumulocity IoT with Amazon Bedrock’s Generative AI. This innovative Assistant transforms how users interact with IoT systems, enabling th… --- ## [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 … --- ## [Turning your benched AI / Machine Learning models into value: How to operationalize your AI / ML models with Cumulocity IoT](https://community.cumulocity.com/t/turning-your-benched-ai-machine-learning-models-into-value-how-to-operationalize-your-ai-ml-models-with-cumulocity-iot/2496)
**Author:** [@Nick\_Van\_Damme1](https://community.cumulocity.com/u/Nick_Van_Damme1)\ **Replies:** 0\ **Last updated:** [March 6, 2024, 3:19pm UTC](https://community.cumulocity.com/t/turning-your-benched-ai-machine-learning-models-into-value-how-to-operationalize-your-ai-ml-models-with-cumulocity-iot/2496 "2024-03-06T15:19:56Z")
Authors: @Nick\_Van\_Damme1 @kanishk.chaturvedi Introduction Artificial Intelligence (AI) and Machine learning (ML) have become a ubiquitous part of modern technology, as they help deliver insights otherwise hidden… --- ## [Leveraging Hyperscaler Clouds for Machine Learning Inferencing on Cumulocity IoT Data](https://community.cumulocity.com/t/leveraging-hyperscaler-clouds-for-machine-learning-inferencing-on-cumulocity-iot-data/6312)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\ **Replies:** 0\ **Last updated:** [March 4, 2024, 2:38pm UTC](https://community.cumulocity.com/t/leveraging-hyperscaler-clouds-for-machine-learning-inferencing-on-cumulocity-iot-data/6312 "2024-03-04T14:38:03Z")
Authors: @kanishk.chaturvedi @Nick\_Van\_Damme1 Introduction In the fast-paced world of IoT, processing and analyzing data in real-time is crucial. With billions of devices generating vast amounts of data, leveraging Ma… --- ## [🤖 AI-enable existing Microservices by adding built-in MCP Server](https://community.cumulocity.com/t/ai-enable-existing-microservices-by-adding-built-in-mcp-server/12523)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [September 19, 2025, 1:32pm UTC](https://community.cumulocity.com/t/ai-enable-existing-microservices-by-adding-built-in-mcp-server/12523 "2025-09-19T13:32:38Z")
Overview In this article, I will demonstrate how you can quickly extend your existing (or new) microservice, developed by using the Java Microservice SDK, with an MCP Server providing custom tools for your AI agent. M… --- ## [Cumulocity IoT Free Trial FAQs](https://community.cumulocity.com/t/cumulocity-iot-free-trial-faqs/1475)
**Author:** [@Nadia\_Rusenova](https://community.cumulocity.com/u/Nadia_Rusenova)\ **Replies:** 0\ **Last updated:** [July 4, 2023, 12:32pm UTC](https://community.cumulocity.com/t/cumulocity-iot-free-trial-faqs/1475 "2023-07-04T12:32:35Z")
How do I request a Cumulocity IoT free trial? Step 1 – Sign Up The first thing you must do to request a free trial is to sign up using the link https://www.cumulocity.com/start-your-journey/free-trial/ Step 2 – Email … --- ## [Lightweight M2M: The Communicator in the Internet of Things](https://community.cumulocity.com/t/lightweight-m2m-the-communicator-in-the-internet-of-things/7260)
**Author:** [@Stefan\_Vaillant1](https://community.cumulocity.com/u/Stefan_Vaillant1)\ **Replies:** 0\ **Last updated:** [October 19, 2021, 9:32am UTC](https://community.cumulocity.com/t/lightweight-m2m-the-communicator-in-the-internet-of-things/7260 "2021-10-19T09:32:30Z")
Back in February 2017, Gartner predicted there would be around 20.4 billion networked devices worldwide in the Internet of Things (IoT) in 2020. By the year 2025, that number should top 75 billion. But the exact number… --- ## [The power of micro frontends – How to dynamically extend Cumulocity IoT Frontends](https://community.cumulocity.com/t/the-power-of-micro-frontends-how-to-dynamically-extend-cumulocity-iot-frontends/2577)
**Author:** [@Jan\_Hommes](https://community.cumulocity.com/u/Jan_Hommes)\ **Replies:** 0\ **Last updated:** [December 1, 2022, 10:39am UTC](https://community.cumulocity.com/t/the-power-of-micro-frontends-how-to-dynamically-extend-cumulocity-iot-frontends/2577 "2022-12-01T10:39:33Z")
Introduction Micro frontends sound like the next buzzword. But it follows the same reasoning as microservices for the backend: loosely coupled functionality that can be developed and deployed independently. It is … --- ## [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… --- ## [High-performance queries using the Cumulocity APIs](https://community.cumulocity.com/t/high-performance-queries-using-the-cumulocity-apis/2509)
**Author:** [@Michael\_Gesmann](https://community.cumulocity.com/u/Michael_Gesmann)\ **Replies:** 0\ **Last updated:** [September 2, 2019, 3:27pm UTC](https://community.cumulocity.com/t/high-performance-queries-using-the-cumulocity-apis/2509 "2019-09-02T15:27:02Z")
Overview The Cumulocity IoT Platform is built for Device and Application Management in the Internet of Things. It connects and manages IoT devices and assets efficiently. Device information can be stored as inventory o… --- ## [How to get started with Cloud Remote Access for Cumulocity IoT](https://community.cumulocity.com/t/how-to-get-started-with-cloud-remote-access-for-cumulocity-iot/7440)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [July 4, 2022, 9:30am UTC](https://community.cumulocity.com/t/how-to-get-started-with-cloud-remote-access-for-cumulocity-iot/7440 "2022-07-04T09:30:25Z")
Introduction Update Sep 2024: Change default agent to thin-edge. Using go-c8y-cli as default local proxy for Passthrough Update Jan 2024: I’ve updated some links and added a chapter to tunnel a local HTTP proxy direc… --- ## [Building RAG Agents with the AI Agent Manager](https://community.cumulocity.com/t/building-rag-agents-with-the-ai-agent-manager/12524)
**Author:** [@Ashwin\_Subramaniam\_H](https://community.cumulocity.com/u/Ashwin_Subramaniam_H)\ **Replies:** 0\ **Last updated:** [August 19, 2025, 2:53pm UTC](https://community.cumulocity.com/t/building-rag-agents-with-the-ai-agent-manager/12524 "2025-08-19T14:53:55Z")
Overview The goal of this article is to demonstrate a no-code approach to create an RAG based MCP Server for the purposes of querying documents like user manuals, troubleshooting documents etc, and integrating the MCP … --- ## [Getting Started with Apama as Dev Container (Local Development)](https://community.cumulocity.com/t/getting-started-with-apama-as-dev-container-local-development/12295)
**Author:** [@Vachaspati\_Diwevedi2](https://community.cumulocity.com/u/Vachaspati_Diwevedi2)\ **Replies:** 0\ **Last updated:** [August 18, 2025, 7:11am UTC](https://community.cumulocity.com/t/getting-started-with-apama-as-dev-container-local-development/12295 "2025-08-18T07:11:47Z")
Getting Started with Apama This guide will walk you through setting up Apama on a local Debian environment using WSL2, integrating it with Visual Studio Code, and leveraging the Apama extension for development. Step-by… --- ## [CI/CD for Cumulocity IoT, virtual event recording](https://community.cumulocity.com/t/ci-cd-for-cumulocity-iot-virtual-event-recording/4216)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [June 13, 2022, 12:09pm UTC](https://community.cumulocity.com/t/ci-cd-for-cumulocity-iot-virtual-event-recording/4216 "2022-06-13T12:09:33Z")
Overview Continuous Integration (CI) & Continuous Deployment (CD) are important practices for implementing IoT Projects with Cumulocity IoT. This event will give an overview of what CI/CD means for Cumulocity IoT projec… --- ## [Cumulocity IoT Web Development Tutorial - Part 2: Create your first component](https://community.cumulocity.com/t/cumulocity-iot-web-development-tutorial-part-2-create-your-first-component/5569)
**Author:** [@Christian\_Guether1](https://community.cumulocity.com/u/Christian_Guether1)\ **Replies:** 0\ **Last updated:** [November 25, 2022, 7:46am UTC](https://community.cumulocity.com/t/cumulocity-iot-web-development-tutorial-part-2-create-your-first-component/5569 "2022-11-25T07:46:48Z")
Cumulocity IoT Web Development Tutorial - Part 1: Start your journey Cumulocity IoT Web Development Tutorial - Part 2: Create your first component Cumulocity IoT Web Development Tutorial - Part 3: Query data from Cu… [Previous page](https://community.cumulocity.com/c/knowledge-base/7.md) [Next page](https://community.cumulocity.com/c/knowledge-base/7.md?page=2)