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Dev.to
Dev.to
6/23/2026
Pixels to Planning: Geospatial Data Platforms on AWS

Pixels to Planning: Geospatial Data Platforms on AWS

Short summary

Google's satellite-to-planning research highlights critical architecture for petabyte-scale geospatial processing. Use Apache Iceberg with GeoParquet and H3-grid spatial partitioning instead of naive S3 prefixes to enable 60-80% reduction in query scan volumes. Production Sentinel-2 processing costs approximately USD 12 per day of global data with detailed configurations provided.

  • Petabyte-scale satellite data requires geospatial-aware partitioning, not date-only S3 prefixes
  • Apache Iceberg + GeoParquet with H3 grid reduces query scan volume by 60-80% via predicate pushdown
  • Complete AWS architecture provided with specific Glue Spark configurations and USD 12/day operational costs

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