--- title: LHP Analytics & IoT Blog description: Explore insights on data management, analytics, and IoT from industry experts, addressing challenges like slow dashboards and the importance of master data in automotive software development. --- # LHP Analytics & IoT Blog   [![](https://lhpiot.com/hs-fs/hubfs/2026-06-29_Blog_edge-to-cloud-data-pipeline_hero_1280x720-1.jpg?width=1280&height=720&name=2026-06-29_Blog_edge-to-cloud-data-pipeline_hero_1280x720-1.jpg) ](https://lhpiot.com/blog/edge-to-cloud-data-pipelines-connected-manufacturing) 8 min read #### [Edge-to-cloud Data Pipelines for Connected Manufacturing](https://lhpiot.com/blog/edge-to-cloud-data-pipelines-connected-manufacturing) ![Picture of Marty Muse](https://lhpiot.com/hs-fs/hubfs/Marty-Muse-Headshot-resized-1-1.jpg?width=30&name=Marty-Muse-Headshot-resized-1-1.jpg) [Marty Muse](https://lhpiot.com/blog/author/marty-muse): Jun 29, 2026 4:22:29 PM Edge-to-cloud data pipelines: an architecture guide for connected manufacturing Key takeaways An edge-to-cloud data pipeline is the connected path... [Data Engineering](https://lhpiot.com/blog/tag/data-engineering) [MQTT](https://lhpiot.com/blog/tag/mqtt) [Edge-to-Cloud](https://lhpiot.com/blog/tag/edge-to-cloud) [Read More](https://lhpiot.com/blog/edge-to-cloud-data-pipelines-connected-manufacturing) [![](https://lhpiot.com/hs-fs/hubfs/DAS-Blog-Image-Is-Your-Dashboard-Slow-Because-of-Too-Much-Data--AS_635810157-01.1.png?width=1280&height=720&name=DAS-Blog-Image-Is-Your-Dashboard-Slow-Because-of-Too-Much-Data--AS_635810157-01.1.png) ](https://lhpiot.com/blog/is-your-dashboard-slow-because-of-too-much-data-think-again) 3 min read #### [Is Your Dashboard Slow Because of Too Much Data? Think Again.](https://lhpiot.com/blog/is-your-dashboard-slow-because-of-too-much-data-think-again) ![Picture of Felice Ferri](https://lhpiot.com/hs-fs/hubfs/foto%20-02.jpg?width=30&name=foto%20-02.jpg) [Felice Ferri](https://lhpiot.com/blog/author/felice-ferri): Oct 2, 2025 2:22:57 PM Is Your Dashboard Slow Because of Too Much Data? Think Again. [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [Read More](https://lhpiot.com/blog/is-your-dashboard-slow-because-of-too-much-data-think-again) [![](https://lhpiot.com/hs-fs/hubfs/DAS-Gartner-Blog-Featured-Image-AS_175466970-01.1.png?width=1216&height=684&name=DAS-Gartner-Blog-Featured-Image-AS_175466970-01.1.png) ](https://lhpiot.com/blog/lhps-synopsis-on-the-2025-gartner-data-and-analytics-conference) 5 min read #### [LHP’s Synopsis on the 2025 Gartner Data and Analytics Conference](https://lhpiot.com/blog/lhps-synopsis-on-the-2025-gartner-data-and-analytics-conference) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): May 15, 2025 4:17:58 PM Introduction Most in the industry know that Gartner is one of the leading research, conference, and digital market frameworks, and consulting... [IoT](https://lhpiot.com/blog/tag/iot) [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [Read More](https://lhpiot.com/blog/lhps-synopsis-on-the-2025-gartner-data-and-analytics-conference) [![](https://lhpiot.com/hs-fs/hubfs/Blog-Image-The-Critical-Role-of-Master-Data-in-Your-Organizations-Automotive-Future-AS_521035862-01.png?width=1280&height=720&name=Blog-Image-The-Critical-Role-of-Master-Data-in-Your-Organizations-Automotive-Future-AS_521035862-01.png) ](https://lhpiot.com/blog/the-critical-role-of-master-data-in-automotive-software-development-adas-and-functional-safety) 9 min read #### [The Critical Role of Master Data in Automotive Software Development, ADAS, and Functional Safety](https://lhpiot.com/blog/the-critical-role-of-master-data-in-automotive-software-development-adas-and-functional-safety) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): Jul 11, 2024 10:07:58 AM Introduction Master data serves a core critical function in engineering and advanced manufacturing throughout the modern industry, and nowhere is it... [Master Data](https://lhpiot.com/blog/tag/master-data) [Read More](https://lhpiot.com/blog/the-critical-role-of-master-data-in-automotive-software-development-adas-and-functional-safety) [![](https://lhpiot.com/hs-fs/hubfs/DAS-Image-Blog-%5B24-026%5D-DAS-Blog-Event-Driven-Logic-AS_351843467-01.png?width=1280&height=720&name=DAS-Image-Blog-%5B24-026%5D-DAS-Blog-Event-Driven-Logic-AS_351843467-01.png) ](https://lhpiot.com/blog/what-is-event-driven-logic) 5 min read #### [What Is Event-Driven Logic?](https://lhpiot.com/blog/what-is-event-driven-logic) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): Jun 13, 2024 1:26:45 PM What Is Event-Driven Logic? Event-driven logic is the set of operations and rules we use when we create software that responds to a particular... [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [Read More](https://lhpiot.com/blog/what-is-event-driven-logic) [![](https://lhpiot.com/hs-fs/hubfs/Blog-Image-%5B24-027%5D-DAS-Blog-The-Power-of-Real-Time-Alerting-AS_452879207.png?width=1280&height=720&name=Blog-Image-%5B24-027%5D-DAS-Blog-The-Power-of-Real-Time-Alerting-AS_452879207.png) ](https://lhpiot.com/blog/the-power-of-real-time-alerting) 5 min read #### [What is Real-Time Alerting?](https://lhpiot.com/blog/the-power-of-real-time-alerting) ![Picture of Felice Ferri](https://lhpiot.com/hs-fs/hubfs/foto%20-02.jpg?width=30&name=foto%20-02.jpg) [Felice Ferri](https://lhpiot.com/blog/author/felice-ferri): Apr 30, 2024 4:02:22 PM What is Real-Time Alerting? Real-time alerting can be understood as both a concept and a loose set of rules within the field of analytics. Real-time... [Real-Time Alerting](https://lhpiot.com/blog/tag/real-time-alerting) [Read More](https://lhpiot.com/blog/the-power-of-real-time-alerting) [![](https://lhpiot.com/hs-fs/hubfs/What-is-Electric-Vehicle-Telematics--AS_400568493.png?width=1280&height=720&name=What-is-Electric-Vehicle-Telematics--AS_400568493.png) ](https://lhpiot.com/blog/what-is-electric-vehicle-telematics) 8 min read #### [What is Electric Vehicle Telematics?](https://lhpiot.com/blog/what-is-electric-vehicle-telematics) ![Picture of Felice Ferri](https://lhpiot.com/hs-fs/hubfs/foto%20-02.jpg?width=30&name=foto%20-02.jpg) [Felice Ferri](https://lhpiot.com/blog/author/felice-ferri): Nov 29, 2022 12:02:04 PM Automotive Telematics The role of telematics in the automotive industry over the past few decades has been significant and continues to be an... [EV Testing Center](https://lhpiot.com/blog/tag/ev-testing-center) [Read More](https://lhpiot.com/blog/what-is-electric-vehicle-telematics) [![](https://lhpiot.com/hs-fs/hubfs/How-to-Get-Your-Organization-Started-with-Master-Data-AS_257957753.png?width=1280&height=720&name=How-to-Get-Your-Organization-Started-with-Master-Data-AS_257957753.png) ](https://lhpiot.com/blog/how-to-get-your-organization-started-with-master-data) 6 min read #### [How to Get Your Organization Started with Master Data?](https://lhpiot.com/blog/how-to-get-your-organization-started-with-master-data) ![Picture of Yuan Chao](https://lhpiot.com/hs-fs/hubfs/headshot.jpeg?width=30&name=headshot.jpeg) [Yuan Chao](https://lhpiot.com/blog/author/yuan-chao): Sep 8, 2022 3:18:13 PM How to Get Your Organization Started with Master Data? Master data plays a critical role in your organization by ensuring organizational visibility,... [Master Data](https://lhpiot.com/blog/tag/master-data) [Read More](https://lhpiot.com/blog/how-to-get-your-organization-started-with-master-data) [![](https://lhpiot.com/hs-fs/hubfs/How-to-Build-Master-Data-Systems--Architecture%2c-Trade-offs%2c-and-Constraints-AS_393791829.png?width=1280&height=720&name=How-to-Build-Master-Data-Systems--Architecture%2c-Trade-offs%2c-and-Constraints-AS_393791829.png) ](https://lhpiot.com/blog/how-to-build-master-data-systems-architecture-trade-offs-and-constraints) 7 min read #### [How to Build Master Data Systems: Architecture, Trade-offs, and Constraints](https://lhpiot.com/blog/how-to-build-master-data-systems-architecture-trade-offs-and-constraints) ![Picture of Felice Ferri](https://lhpiot.com/hs-fs/hubfs/foto%20-02.jpg?width=30&name=foto%20-02.jpg) [Felice Ferri](https://lhpiot.com/blog/author/felice-ferri): Sep 7, 2022 4:45:33 PM How to Build Master Data Systems? Architecture, Trade-offs, and Constraints Master data plays a critical role in ensuring organizational visibility,... [Master Data](https://lhpiot.com/blog/tag/master-data) [Read More](https://lhpiot.com/blog/how-to-build-master-data-systems-architecture-trade-offs-and-constraints) [![](https://lhpiot.com/hs-fs/hubfs/How-Do-Data-Driven-Insights-Inform-Data-Optimization--AS_92310445.png?width=1280&height=720&name=How-Do-Data-Driven-Insights-Inform-Data-Optimization--AS_92310445.png) ](https://lhpiot.com/blog/how-do-data-driven-insights-inform-data-optimization) 6 min read #### [How Do Data Driven Insights Inform Data Optimization?](https://lhpiot.com/blog/how-do-data-driven-insights-inform-data-optimization) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): Aug 17, 2022 2:29:39 PM How Do Data Driven Insights Inform Data Optimization? [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [Read More](https://lhpiot.com/blog/how-do-data-driven-insights-inform-data-optimization) [![](https://lhpiot.com/hs-fs/hubfs/What-are-the-Advantages-of-IIoT-in-the-Automotive-Industry-AS_535348190.png?width=1280&height=720&name=What-are-the-Advantages-of-IIoT-in-the-Automotive-Industry-AS_535348190.png) ](https://lhpiot.com/blog/the-advantages-of-iiot-in-the-automotive-industry) 6 min read #### [What are the Advantages of IIoT in the Automotive Industry](https://lhpiot.com/blog/the-advantages-of-iiot-in-the-automotive-industry) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): Jul 22, 2022 2:07:36 PM What are the Advantages of IIoT in the Automotive Industry [IoT](https://lhpiot.com/blog/tag/iot) [Read More](https://lhpiot.com/blog/the-advantages-of-iiot-in-the-automotive-industry) [![](https://lhpiot.com/hs-fs/hubfs/What-is-Master-Data-and-How-does-it-Impact-the-Automotive-Industry--AS_328186333.png?width=1280&height=720&name=What-is-Master-Data-and-How-does-it-Impact-the-Automotive-Industry--AS_328186333.png) ](https://lhpiot.com/blog/what-is-master-data-and-how-does-it-impact-the-automotive-industry) 8 min read #### [What is Master Data and How does it Impact the Automotive Industry?](https://lhpiot.com/blog/what-is-master-data-and-how-does-it-impact-the-automotive-industry) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): Jul 7, 2022 2:09:59 PM What is Master Data and How Does it Impact the Automotive Industry? The term “data” can have an overall significance for our everyday wants and... [Master Data](https://lhpiot.com/blog/tag/master-data) [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [Read More](https://lhpiot.com/blog/what-is-master-data-and-how-does-it-impact-the-automotive-industry) [![](https://lhpiot.com/hs-fs/hubfs/Why-is-Data-driven-User-Experience-important-in-EV-technology-AS_432859145.png?width=1280&height=720&name=Why-is-Data-driven-User-Experience-important-in-EV-technology-AS_432859145.png) ](https://lhpiot.com/blog/why-is-data-driven-user-experience-important-in-ev-technology) 6 min read #### [Why is Data-driven User Experience important in EV technology](https://lhpiot.com/blog/why-is-data-driven-user-experience-important-in-ev-technology) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): May 12, 2022 4:02:59 PM What is the Importance of a Data-driven User Experience in Automotive? [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [EV Testing Center](https://lhpiot.com/blog/tag/ev-testing-center) [Read More](https://lhpiot.com/blog/why-is-data-driven-user-experience-important-in-ev-technology) [![](https://lhpiot.com/hs-fs/hubfs/How-Data-Analytics-Enables-Growth-for-EV-Manufacturers-AS_521036443-02.png?width=1280&height=720&name=How-Data-Analytics-Enables-Growth-for-EV-Manufacturers-AS_521036443-02.png) ](https://lhpiot.com/blog/how-data-analytics-enables-growth-for-ev-manufacturers) 8 min read #### [How Data Analytics Enables Growth for EV Manufacturers](https://lhpiot.com/blog/how-data-analytics-enables-growth-for-ev-manufacturers) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): May 9, 2022 1:45:25 PM How Data Analytics Enables Growth for EV Manufacturers Introduction The Electric Vehicle (EV) is not new, but it has been receiving significantly... [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [EV Testing Center](https://lhpiot.com/blog/tag/ev-testing-center) [Read More](https://lhpiot.com/blog/how-data-analytics-enables-growth-for-ev-manufacturers) [![](https://lhpiot.com/hs-fs/hubfs/Graphic-%20Digital%20Transformation-Four%20Keys%20to%20a%20Successful%20Launch_V2.2.png?width=3590&height=1796&name=Graphic-%20Digital%20Transformation-Four%20Keys%20to%20a%20Successful%20Launch_V2.2.png) ](https://lhpiot.com/blog/digital-transformation-four-keys-to-a-successful-launch) 3 min read #### [Infographic: Digital Transformation — Four Keys to a Successful Launch](https://lhpiot.com/blog/digital-transformation-four-keys-to-a-successful-launch) ![Picture of James Roberts](https://lhpiot.com/hs-fs/hubfs/James-Roberts-800x800-3.png?width=30&name=James-Roberts-800x800-3.png) [James Roberts](https://lhpiot.com/blog/author/james-roberts): Mar 7, 2021 10:39:01 PM Digital Transformation — Four Keys to a Successful Launch A digital transformation alters how a company does business. It’s a big move that affects... [IoT](https://lhpiot.com/blog/tag/iot) [Advanced Analytics](https://lhpiot.com/blog/tag/advanced-analytics) [Read More](https://lhpiot.com/blog/digital-transformation-four-keys-to-a-successful-launch)