Using AlphaEarth for Similarity Search in Google Earth Engine
alphaearth•Feb 17, 2026

Using AlphaEarth for Similarity Search in Google Earth Engine

With AlphaEarth, you can search the entire planet for locations with similar environmental characteristics, making it a powerful tool for geospatial analysis and machine learning applications.

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Key summary

Learn how to use AlphaEarth for similarity search in Google Earth Engine, a technique that enables you to find environmentally similar locations across the globe.

TL;DR

  • Use AlphaEarth for similarity search in Google Earth Engine
  • Find environmentally similar locations across the globe
  • Apply to geospatial analysis and machine learning applications
  • Use satellite data and machine learning techniques
  • Extract embeddings and compute similarity scores
  • Validate results with cross-validation
  • Useful for conservation planning, crop selection, and renewable energy
  • Requires Google Earth Engine account and basic Python knowledge

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