Notes from the field

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Tutorials, code, and lessons from building premium GIS — ArcGIS automation, portal administration, the modern Esri stack, and open-source spatial workflows.

One source feature layer feeding multiple filtered view layers, each serving a different audience

One layer, many audiences — hosted feature layer views in ArcGIS Online

One authoritative dataset, three audiences — and every exported copy is a governance failure waiting to happen. Hosted feature layer views serve filtered, field-limited slices of a single layer, each with its own sharing and editing rules. How views work, the portal workflow, and the ArcGIS API for Python pattern to script it.

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