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CAE, Simulation & Modeling

Logger light systems: Scalable, efficient and future-ready data acquisition

Umesh Patel, business director, ODOSBy Umesh Patel, business director, ODOSFebruary 18, 20254 Mins Read
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Cutting-edge technologies like cloud computing, AI and big data analytics are transforming vehicle data collection and analysis – enabling businesses to react instantly to mission-critical insights

In today’s fast-paced commercial and mobility sectors, businesses are increasingly faced with the challenge of doing more with less. As industries continue to grow and evolve, the need for efficient, scalable solutions has never been more crucial. One area where this need is particularly evident is in data management, where companies must handle vast amounts of information quickly, accurately and with minimal overhead.

At the heart of this challenge is the growing demand for data logging systems that can not only be deployed in minimum time but that can also manage the collection, decoding and analysis of deep data from a vehicle’s CANbus. Whether it’s in the automotive industry, where manufacturers are driving for greater performance, range and lower warranty claims, or in the mobility sector, where real-time data is critical for maintaining reliability and uptime of fleets, companies are turning to solutions that meet these demands with production grade stability and precision.

The shift to scalable solutions

One of the key drivers of efficiency in modern data logging solutions is scalability. Traditional systems often require large teams to manage and process the data generated across various features, functions, systems or even fleets. However, as companies increasingly recognize the need for greater operational efficiency, there is a growing push toward solutions that centralize resources and reduce the manpower needed to instrument and collect data.

This shift is exemplified in the move toward ‘logger light’ systems, which enable businesses to manage their data logging and analysis processes using less time for deployment, configuration and data post-processing. In essence, these solutions enable businesses to focus on what truly matters – delivering insightful data to engineers and managers so they can make informed decisions at component, vehicle or fleet level, rather than the manual processes that have traditionally been required to gather and process such data. As a result, businesses rely on their logger light systems to work harder and more efficiently across the whole product development lifecycle, from R&D, pre-pilot and production to aftermarket.

Technology working harder for industry

The integration of advanced technologies like cloud, AI and big data analytics into logger light solutions is another game-changer. These technologies play a significant role in enhancing the efficiency of big data management using centralized data storage and processing power, allowing systems to not only collect and visualize vast volumes of data but also make sense of it in real time. This has shifted expectations in industries that depend on fast decision making, such as mission-critical and safety-critical applications, where actionable insights need to be delivered instantly.

For instance, the ability to instantly access and analyze data from various remote sources – whether it’s a fleet of vehicles, a network of charge stations or globally distributed test cells – has become a key operational expectation. Where once this might have taken days or even weeks of manual data gathering and analysis, now it’s available in seconds, allowing businesses to react and adapt to changing circumstances with unprecedented speed.

Delivering consistent, reliable results

Stability and reliability remain the basis of any effective data management system. In industries that rely on precision and real-time data, the margin for error is slim. No matter how sophisticated the technology is or how fast the data can be processed, the ultimate value lies in the system’s ability to consistently deliver accurate, actionable insights.

This focus on reliability means that businesses need solutions that are both robust and dependable, ensuring that the data they rely on is always available and accurate when they need it most. It’s no longer about cutting-edge technology for the sake of innovation – it’s about making sure that the technology delivers practical, measurable results that improve operations day in and day out.

Navigating the perfect storm

The commercial and mobility sectors are currently navigating what can be described as a ‘perfect storm’ of challenges. Increased demand, limited resources and an ever-evolving compliance and technological landscape are pushing companies to find new ways to meet their objectives more efficiently. The shift toward logger light solutions, cost engineered for scale and ease of installation, administration and configuration, is one response to these pressures, allowing businesses to continue driving growth and innovation without being bogged down by the complexities of traditional systems.

As industries move toward greater sustainability and cost-efficiency, the role of data logging systems in supporting these transitions will only become more critical.

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Umesh Patel, business director, ODOS
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