Few elements produce as much information as simply watching the planet from above. Yet Ryan Abernathey and Joe Hamman quickly realized that all that information was still insufficient for their company to flourish. Their information-focused climate technology venture, Earthmover, would need to change direction.
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Shifting From Climate Tech Toward Weather Focus
The change is not completely away from climate technology. Instead, the business is shortening the time scale and emphasizing how climate influences daily life—in other words, the weather.

A Compelling Use Case Lies in Dynamic Data
What creates a persuasive application for our system? Information that changes frequently, Abernathey, Earthmover’s co-founder and CEO, told TechCrunch. That is where there is much greater urgency surrounding solutions. That information connects to weather, to fire, and to new observations being produced.
Climate Outputs Remain Important but Static
Climate results, he noted, are significant, but they are rather static, with fresh information arising only every several years.
The Core Product: A Robust Data Structure
Earthmover’s primary offering remains its information framework, which was created to manage vast, intricate data collections. In geospatial contexts, they call it a raster. In AI, they call it a tensor. In older Fortran, they simply call it an array, Abernathey said. On top of that, the venture has developed a variety of utilities to support clients in extracting knowledge from their information.
Pivot Yields Customers and Investment
The change has helped Earthmover secure more than ten paying clients so far, Abernathey said, and obtain a $7.2-million seed investment, the company exclusively told TechCrunch. The financing was led by Lowercarbon Capital with participation from Costanoa Ventures and Preston-Werner Ventures. The firm is applying the funds to develop new utilities on top of its information storage platform.
Built on Open-Source Foundations
Earthmover is built on open-source software, including Xarray, Pangeo, and Icechunk, and operates on major cloud providers such as Google Cloud, AWS, and Microsoft Azure, as well as on-premise servers. Both Abernathey and Hamman, Earthmover’s CTO, have deep connections to the open-source sphere, having contributed to Pangeo and Xarray.
Handling Vast Earth Observation Data
Part of the choice to employ those utilities was inspired by their expertise with Earth observation information, which can rapidly require terabytes or even petabytes of storage. Typical Earthmover clients have between tens to hundreds of terabytes, Abernathey said.
Open Source Brings Business Benefits
The decision to go open source was also driven by a commercial reality: building utilities on top of open-source initiatives helps provide clients with confidence, Abernathey said.
If you are a serious multinational company, you are going to have a reliance on a startup, he said. But by using open-source utilities, the client’s risk is reduced because if we change or cease operating, they still hold all their own information in their own storage.
Serving Diverse Customers
Earthmover’s clients include insurance startup Kettle, which uses the platform to evaluate wildfire danger, and RWE, the German multinational energy company. Abernathey said renewable firms, which are exposed to the unpredictability of the weather, use Earthmover’s utilities to project supply and demand.
Making Weather and Geospatial Data Accessible
The objective is to make weather and geospatial information accessible to additional users. If you are a trading desk, you want to view the map of the most recent forecast, and you want it on a dashboard, Hamman said. You do not want to execute a Python script or something to accomplish it.
Expanding Global Collaboration Through Shared Data Standards
Earthmover has planned to promote strong international cooperation to create general data formats and intermediate winners that allow researchers, authorities, and private companies to exchange considerable weather and geopolitical information. This approach reduces repetition, accelerates innovation, and ensures that the decision producers can work with comparable, reliable data sets in real time.
Enabling Faster Innovation Across Energy, Agriculture, and Insurance
By offering an infrastructure with high damping to analyze complex environmental signals, the economic energy suppliers, farmers, and insurance companies enable them to identify rapid risk and opportunities than traditional systems. It quickly improves transcendent operating efficiency, improves safety, and unlocks new products and services that are perfectly similarly rapidly changing weather and climatic conditions.

Building a Sustainable Future Through Accessible Climate Intelligence
Earthmover’s vision extends beyond technology to strengthen local communities and companies, to strengthen local communities and companies, to strengthen local communities and companies to adapt to climate challenges with accurate, timely, and user-friendly computer tools.
Making advanced analyses available to non-technical professionals ensures that several organizations can take informed measures, reduce injuries, and originally invest in the initiative of renewable energy, infrastructure, and disaster management.
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