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<title>Jugrafiya Insights</title><link>https://jugrafiya.com/insights/</link>
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<description>Practical guides on GIS, GeoAI, AI and full-stack engineering.</description><language>en</language>
<item><title>Managing a Remote GIS Team Across Time Zones</title><link>https://jugrafiya.com/insights/managing-remote-gis-team-across-time-zones/</link><guid>https://jugrafiya.com/insights/managing-remote-gis-team-across-time-zones/</guid><pubDate>Tue, 13 Oct 2026 00:00:00 GMT</pubDate><category>Teams</category><description>Practical ways to manage a remote or distributed GIS team across time zones, covering overlap hours, written updates, demos, data handoffs and keeping quality high.</description></item>
<item><title>How to Write a GIS Project Brief That Gets Accurate Quotes</title><link>https://jugrafiya.com/insights/writing-a-gis-project-brief/</link><guid>https://jugrafiya.com/insights/writing-a-gis-project-brief/</guid><pubDate>Tue, 29 Sep 2026 00:00:00 GMT</pubDate><category>Teams</category><description>What to include in a GIS project brief or RFP so providers can quote accurately, covering users, data, integrations, hosting, licences, acceptance and support.</description></item>
<item><title>Dedicated GIS Team, Fixed Project or Freelancer? How to Choose</title><link>https://jugrafiya.com/insights/dedicated-gis-team-vs-project-vs-freelancer/</link><guid>https://jugrafiya.com/insights/dedicated-gis-team-vs-project-vs-freelancer/</guid><pubDate>Tue, 08 Sep 2026 00:00:00 GMT</pubDate><category>Teams</category><description>A comparison of three ways to get GIS development done, a dedicated team, a fixed-scope project or individual freelancers, with the situations each suits and the risks to manage.</description></item>
<item><title>Onboarding a New GIS Team: A 30-Day Checklist</title><link>https://jugrafiya.com/insights/onboarding-a-gis-team-first-30-days/</link><guid>https://jugrafiya.com/insights/onboarding-a-gis-team-first-30-days/</guid><pubDate>Tue, 11 Aug 2026 00:00:00 GMT</pubDate><category>Teams</category><description>A practical 30-day checklist for onboarding a new GIS or geospatial development team, from access and data to environments, first deliveries and handover documentation.</description></item>
<item><title>Working with an Offshore GIS Development Team: A Practical Guide</title><link>https://jugrafiya.com/insights/offshore-gis-development-team/</link><guid>https://jugrafiya.com/insights/offshore-gis-development-team/</guid><pubDate>Tue, 14 Jul 2026 00:00:00 GMT</pubDate><category>Teams</category><description>How to make an offshore GIS development team work well, covering scope, time zones, communication, data access, quality control, intellectual property and cost drivers.</description></item>
<item><title>How to Hire GIS Developers: Skills, Interviews and Red Flags</title><link>https://jugrafiya.com/insights/how-to-hire-gis-developers/</link><guid>https://jugrafiya.com/insights/how-to-hire-gis-developers/</guid><pubDate>Tue, 16 Jun 2026 00:00:00 GMT</pubDate><category>Teams</category><description>A practical guide to hiring GIS developers, covering the skills that matter, how to test them, interview questions that reveal real experience and warning signs to watch for.</description></item>
<item><title>Moving Off ArcGIS Workforce and AppStudio: A Migration Guide</title><link>https://jugrafiya.com/insights/arcgis-workforce-appstudio-migration/</link><guid>https://jugrafiya.com/insights/arcgis-workforce-appstudio-migration/</guid><pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate><category>GIS</category><description>ArcGIS AppStudio has retired and Workforce is being retired in favour of Tasks in Field Maps. Here is how to plan the move without disrupting field teams.</description></item>
<item><title>Cloud-Native Geospatial: COG, GeoParquet, STAC and PMTiles</title><link>https://jugrafiya.com/insights/cloud-native-geospatial-cog-geoparquet-stac/</link><guid>https://jugrafiya.com/insights/cloud-native-geospatial-cog-geoparquet-stac/</guid><pubDate>Tue, 10 Mar 2026 00:00:00 GMT</pubDate><category>DevOps</category><description>An introduction to cloud-native geospatial formats that let you query and stream large raster and vector data straight from object storage, with fewer servers to run.</description></item>
<item><title>Ask Your Map: Natural-Language Queries on PostGIS with LLMs</title><link>https://jugrafiya.com/insights/natural-language-queries-postgis-llm/</link><guid>https://jugrafiya.com/insights/natural-language-queries-postgis-llm/</guid><pubDate>Tue, 20 Jan 2026 00:00:00 GMT</pubDate><category>AI and ML</category><description>How to let users ask questions of spatial data in plain language using large language models to generate PostGIS SQL, with guardrails for accuracy and security.</description></item>
<item><title>Satellite Change Detection: Monitoring Land Use Over Time</title><link>https://jugrafiya.com/insights/satellite-imagery-change-detection/</link><guid>https://jugrafiya.com/insights/satellite-imagery-change-detection/</guid><pubDate>Tue, 30 Sep 2025 00:00:00 GMT</pubDate><category>GeoAI</category><description>How to detect change from satellite imagery, from choosing Sentinel-2 or Landsat data and preparing time series to spectral indices, machine learning and validation.</description></item>
<item><title>Deploying PostGIS and GeoServer with Docker and CI/CD</title><link>https://jugrafiya.com/insights/docker-geoserver-postgis-cicd/</link><guid>https://jugrafiya.com/insights/docker-geoserver-postgis-cicd/</guid><pubDate>Tue, 19 Aug 2025 00:00:00 GMT</pubDate><category>DevOps</category><description>A practical approach to containerising a PostGIS and GeoServer stack, managing configuration and data, and automating builds, tests and deployments with CI/CD.</description></item>
<item><title>Offline-First Field Apps: Designing for No Signal</title><link>https://jugrafiya.com/insights/offline-first-field-data-apps/</link><guid>https://jugrafiya.com/insights/offline-first-field-data-apps/</guid><pubDate>Tue, 24 Jun 2025 00:00:00 GMT</pubDate><category>Full stack</category><description>How to design mobile field data collection apps that work without connectivity, covering local storage, offline maps, sync, conflict handling and testing.</description></item>
<item><title>Using LLMs to Clean Messy Addresses Before Geocoding</title><link>https://jugrafiya.com/insights/llm-address-cleaning-geocoding/</link><guid>https://jugrafiya.com/insights/llm-address-cleaning-geocoding/</guid><pubDate>Tue, 13 May 2025 00:00:00 GMT</pubDate><category>AI and ML</category><description>How large language models can standardise and parse messy, multilingual address data before geocoding, and how to combine them with rules and validation.</description></item>
<item><title>Building a Fast Web Map with MapLibre GL JS and React</title><link>https://jugrafiya.com/insights/maplibre-react-web-map/</link><guid>https://jugrafiya.com/insights/maplibre-react-web-map/</guid><pubDate>Tue, 25 Mar 2025 00:00:00 GMT</pubDate><category>Full stack</category><description>Practical patterns for integrating MapLibre GL JS with React, covering map lifecycle, sources and layers, state, large datasets and performance on mobile devices.</description></item>
<item><title>LiDAR Point Cloud Classification with Machine Learning</title><link>https://jugrafiya.com/insights/lidar-point-cloud-classification/</link><guid>https://jugrafiya.com/insights/lidar-point-cloud-classification/</guid><pubDate>Tue, 11 Feb 2025 00:00:00 GMT</pubDate><category>GeoAI</category><description>How LiDAR point clouds are classified into ground, vegetation, buildings and utilities, comparing rule-based tools with machine learning and deep learning approaches.</description></item>
<item><title>Spatial Cross-Validation: Why Random Splits Overstate Accuracy</title><link>https://jugrafiya.com/insights/spatial-cross-validation-machine-learning/</link><guid>https://jugrafiya.com/insights/spatial-cross-validation-machine-learning/</guid><pubDate>Tue, 03 Dec 2024 00:00:00 GMT</pubDate><category>AI and ML</category><description>Why random train-test splits give misleading accuracy for machine learning on spatial data, and how spatial blocking and spatial features produce honest models.</description></item>
<item><title>Extracting Building Footprints from Imagery with Deep Learning</title><link>https://jugrafiya.com/insights/building-footprint-extraction-deep-learning/</link><guid>https://jugrafiya.com/insights/building-footprint-extraction-deep-learning/</guid><pubDate>Tue, 15 Oct 2024 00:00:00 GMT</pubDate><category>GeoAI</category><description>A step-by-step look at building footprint extraction from aerial and satellite imagery, from choosing imagery and models to cleaning polygons and measuring accuracy.</description></item>
<item><title>What Is GeoAI? Practical Uses of AI for Geospatial Data</title><link>https://jugrafiya.com/insights/what-is-geoai/</link><guid>https://jugrafiya.com/insights/what-is-geoai/</guid><pubDate>Tue, 27 Aug 2024 00:00:00 GMT</pubDate><category>GeoAI</category><description>A clear introduction to GeoAI, the use of machine learning and AI on location data, with practical use cases, data needs and how to start a first project.</description></item>
<item><title>PostGIS Performance: Indexes and Query Patterns That Matter</title><link>https://jugrafiya.com/insights/postgis-performance-tips/</link><guid>https://jugrafiya.com/insights/postgis-performance-tips/</guid><pubDate>Tue, 18 Jun 2024 00:00:00 GMT</pubDate><category>GIS</category><description>Practical PostGIS performance advice on spatial indexes, bounding-box filters, geometry versus geography, subdividing large polygons and reading query plans.</description></item>
<item><title>Vector Tiles vs Raster Tiles: Serving Large Map Data Fast</title><link>https://jugrafiya.com/insights/vector-tiles-vs-raster-tiles/</link><guid>https://jugrafiya.com/insights/vector-tiles-vs-raster-tiles/</guid><pubDate>Tue, 09 Apr 2024 00:00:00 GMT</pubDate><category>GIS</category><description>How vector and raster map tiles differ, when to use each, and the formats and tools that make large geospatial datasets load quickly in the browser.</description></item>
<item><title>Open Source GIS or ArcGIS? How to Choose for Your Next Project</title><link>https://jugrafiya.com/insights/open-source-gis-vs-arcgis/</link><guid>https://jugrafiya.com/insights/open-source-gis-vs-arcgis/</guid><pubDate>Wed, 14 Feb 2024 00:00:00 GMT</pubDate><category>GIS</category><description>A practical comparison of open source GIS and Esri ArcGIS for web mapping projects, covering licensing, skills, data, hosting and long-term ownership.</description></item>
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