---
title: Viviota Blog | Edge Computing
description: Edge Computing | Viviota Blog
---

[![](https://blog.viviota.com/hs-fs/hubfs/Viviota_October2019%20Theme/images/Logo/cropped-Viviota-1-4.jpg?width=150&height=50&name=cropped-Viviota-1-4.jpg)](https://viviota.com/)

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# Viviota Blog

# edge computing

## [Viviota is partnering with Signal.X sharing a booth at NI Connect 2026](https://blog.viviota.com/viviota-is-partnering-with-signal.x-sharing-a-booth-at-ni-connect-2026)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on May 7, 2026 8:23:52 AM

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[![](https://blog.viviota.com/hubfs/Viviota_SignalX_NIConnect2026_Hero.png)](https://blog.viviota.com/viviota-is-partnering-with-signal.x-sharing-a-booth-at-ni-connect-2026)

It's a natural fit. Signal.X brings 20+ years of NVH and end-of-line test expertise — defining defect-revealing test targets, controlling test stands with precision, and archiving raw and processed data. Viviota provides the engineering data platform that scales it across the enterprise — ingesting and unifying sensor data, making it searchable, and powering a fast analysis workbench for your engineering teams.

Together, the integrated solution helps manufacturers:  
• Dramatically reduce time-to-insight  
• Cut test costs and eliminate redundant testing  
• Pinpoint root causes of failures and performance drift  
• Operationalize AI/ML for predictive quality and reliability

If you'll be at NI Connect, two ways to connect:

1) Catch Barry Hutts Tech Stage talk  
   "From Chaos to Clarity: Turning Test & Measurement Data into AI-Ready Pipelines"  
   Thursday, May 14  |  8:20–8:40 AM

2) Stop by our shared Viviota + Signal.X booth  
   We'll walk you through the integrated solution live, with real test data.

Not attending but curious? Send an email to Pete.Zogas@viviota.cpm

Looking forward to seeing you in Fort Worth.

[Read More](https://blog.viviota.com/viviota-is-partnering-with-signal.x-sharing-a-booth-at-ni-connect-2026)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/viviota-is-partnering-with-signal.x-sharing-a-booth-at-ni-connect-2026#comments-listing)

 Topics: [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [Sensors](https://blog.viviota.com/tag/sensors), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [Real-time computing](https://blog.viviota.com/tag/real-time-computing), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Analog Data](https://blog.viviota.com/tag/analog-data), [ADAS](https://blog.viviota.com/tag/adas), [NIWeek](https://blog.viviota.com/tag/niweek), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Engineering Data Value Chain: Why Preparation Wins](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 6, 2026 1:40:11 PM

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[![](https://blog.viviota.com/hubfs/hs-generated-images/Photorealistic%20technology%20photography%20a%20modern%20engineering%20lab%20with%20an%20autonomous%20vehicle%20chassis%20on%20a%20dynamometer%20and%20edge%20server%20racks%20Focused%20engin.png)](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

## Why engineering data preparation is the hidden ROI driver

**Engineering data preparation** is the systematic process of cleansing, structuring, enriching, and tagging raw test and sensor data so engineers can find, trust, and use it quickly for analytics and AI. Done well, it turns chaotic files and logs into a reusable asset that cuts time-to-insight from days to seconds and unlocks predictive models.

[Read More](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins#comments-listing)

 Topics: [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [IIoT](https://blog.viviota.com/tag/iiot), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [F1](https://blog.viviota.com/tag/f1), [COTA](https://blog.viviota.com/tag/cota), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Analog Data](https://blog.viviota.com/tag/analog-data), [ADAS](https://blog.viviota.com/tag/adas), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [ESS](https://blog.viviota.com/tag/ess), [ANC](https://blog.viviota.com/tag/anc), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [EV](https://blog.viviota.com/tag/ev), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [TD Synnex and HPE](https://blog.viviota.com/td-synnex-and-hpe)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Feb 12, 2026 12:28:51 PM

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[![](https://blog.viviota.com/hubfs/Viviota_TDSYNEX_Partnership_Final_v4.jpg)](https://blog.viviota.com/td-synnex-and-hpe)

We’re proud to partner with **TD SYNNEX**, a global leader in technology distribution and solutions orchestration. TD SYNNEX brings together an extensive ecosystem of IT products, services, and innovative solutions that help technology providers and resellers accelerate growth and deliver value to their customers. With operations spanning more than 100 countries and decades of experience connecting world-class technology vendors with the partners who serve the market, TD SYNNEX simplifies complex technology challenges and unlocks new opportunities across enterprise IT, cloud, networking, security, and more. 

[Read More](https://blog.viviota.com/td-synnex-and-hpe)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/td-synnex-and-hpe#comments-listing)

 Topics: [IoT](https://blog.viviota.com/tag/iot), [Viviota](https://blog.viviota.com/tag/viviota), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [Manufacturing](https://blog.viviota.com/tag/manufacturing)

## [Where Real-World Engineering Data Meets Synthetic Intelligence](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 27, 2026 11:20:13 AM

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[![Real World engineering data meets Synthetic data for ML and AI](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/In%20a%20vibrant%20modern%20engineering%20workspace%20a%20diverse%20team%20of%20engineers%20collaborates%20intently%20around%20a%20large%20touchscreen%20display%20their%20faces%20illuminated.png)](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

**Viviota and Rockfish Partner to Accelerate AI-Driven Engineering with Real and Synthetic Data**

[Read More](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Software](https://blog.viviota.com/tag/software), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [CES 2026 Blog Series: Mind-boggling technology observations](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 15, 2026 10:33:13 AM

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[![Consumer Electronic Show 2026](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/Generate%20an%20image%20that%20can%20be%20posted%20on%20all%20sociel%20media%20with%20the%20correct%20ratios%20The%20image%20showcases%20a%20bustling%20exhibition%20hall%20at%20CES%202026%20filled%20wit.png)](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

Over the next few weeks, I’ll be sharing a short series of observations from CES 2026 across three themes:

[Read More](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [IIoT](https://blog.viviota.com/tag/iiot), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Analog Data](https://blog.viviota.com/tag/analog-data), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [LabVIEW](https://blog.viviota.com/tag/labview), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Stop Losing Time: How Engineering Data Can Save Millions](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 31, 2025 3:27:15 PM

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[![Value Chain of Data](https://blog.viviota.com/hubfs/Slide1.png)](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

Engineering teams possess an underutilized goldmine in today’s fast-paced industrial landscape: their data. From sensor readings and vibration logs to video, sound, and test metadata, engineering data holds critical insights that can accelerate innovation, reduce costs, and safeguard operations against failure. Yet, a significant portion of engineering time is wasted merely searching for, organizing and wrangling data to make it usable.

[Read More](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [Viviota](https://blog.viviota.com/tag/viviota), [IIoT](https://blog.viviota.com/tag/iiot), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [Analog Data](https://blog.viviota.com/tag/analog-data), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [simulation](https://blog.viviota.com/tag/simulation), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [EV](https://blog.viviota.com/tag/ev), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [NVIDIA Show Report: AI & ML Take Center Stage at the "Woodstock of AI"](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 25, 2025 9:07:19 AM

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[![](https://blog.viviota.com/hubfs/nivida.jpg)](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai)

Barry Hutt co-founder Viviota

[Read More](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Analog Data](https://blog.viviota.com/tag/analog-data), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [The 7 Data Habits of World-Class Product Companies](https://blog.viviota.com/the-7-data-habits-of-world-class-product-companies)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Sep 18, 2023 9:24:21 AM

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[![Value Chain of Data](https://blog.viviota.com/hubfs/Value%20Chain%20of%20Data%20Social-1.png)](https://blog.viviota.com/the-7-data-habits-of-world-class-product-companies)

Harvard Business Review[\[i\]](applewebdata://0ADB69A1-D5BC-40D4-8A83-6FD3F06F317A#_edn1) reported that *cross-industry studies show, on average, less than half of an organization's structured data is actively used in making decisions—and less than 1% of its unstructured data is analyzed or even used at all*.  

[Read More](https://blog.viviota.com/the-7-data-habits-of-world-class-product-companies)

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 Topics: [Analog Data](https://blog.viviota.com/tag/analog-data), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [webinar](https://blog.viviota.com/tag/webinar), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling)

## [Ghostwalk Your Automotive Data - Making Sense of Sensor Data](https://blog.viviota.com/ghost-video)

 Posted by [Patricia Friar](https://blog.viviota.com/author/patricia-friar) on Sep 20, 2021 7:00:00 AM

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[![Viviota Makes Sense of sensor data, watch Cole explain in this short video](https://blog.viviota.com/hubfs/Photo%20Sep%2009%2c%2010%2052%2028%20AM.png)](https://blog.viviota.com/ghost-video)

[Read More](https://blog.viviota.com/ghost-video)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/ghost-video#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Analytics](https://blog.viviota.com/tag/analytics), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Analog Data](https://blog.viviota.com/tag/analog-data), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling)

## [Data Habit 1—Create a Data Strategy](https://blog.viviota.com/data-habit-1-create-a-data-strategy)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 29, 2021 7:54:09 AM

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[![Source: James Clear, Atomic Habits](https://blog.viviota.com/hubfs/Screen%20Shot%202021-03-29%20at%209.46.40%20AM.png)](https://blog.viviota.com/data-habit-1-create-a-data-strategy)

*This is post 2 in the series on 'The 7 Data Habits of Highly Effective Product Companies'.* Tune in to our LIVE WEBINAR '7 Data Habits of Successful Product Companies' - MARCH 31, 11 a.m. CDT [![Register Now](https://hubspot-no-cache-na2-prod.s3.amazonaws.com/cta/default/4532223/5ee500bb-26fa-4428-9ea0-f2307984ab1c.png)](https://hubspot-cta-redirect-na2-prod.s3.amazonaws.com/cta/redirect/4532223/5ee500bb-26fa-4428-9ea0-f2307984ab1c) 

[Read More](https://blog.viviota.com/data-habit-1-create-a-data-strategy)

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 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [aerospace](https://blog.viviota.com/tag/aerospace), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [webinar](https://blog.viviota.com/tag/webinar), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling)

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