2b10a2cc-2666-420c-96ae-97e1c49738c7 Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Environmental Information Analysis Service – Ministry of Sustainability and Environment – Regional Government of Andalusia – Spain Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Environmental Information Analysis Service – Ministry of Sustainability and Environment – Regional Government of Andalusia – Spain Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia +34 955003400 +34 955003775 Avda. Manuel Siurot, 50 Avda. Manuel Siurot, 50 Sevilla 41071 España España rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es https://www.juntadeandalucia.es/medioambiente/rediam WWW:LINK-1.0-http--link Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía 2025-09-30T08:58:28.371722Z ISO 19115:2003/19139 1.0 COG Imagery Service – Soil Carbon in Andalusia (Spain) COG Imagery Service – Soil Carbon in Andalusia (Spain) COG Imagery Service – Soil Carbon in Andalusia (Spain) 2024-12-10 The Soil Carbon COG Imagery Service in Andalusia provides open and efficient access to high-resolution raster maps of soil organic carbon (SOC), generated through digital soil mapping techniques. Based on field sampling across 684 agricultural sites and the integration of environmental variables (climate, vegetation indices, terrain, land use), machine learning models were used to produce predictive maps for two depth intervals (0–30 cm and 30–60 cm). These maps are published in Cloud Optimized GeoTIFF (COG) format and served via an HTTP-compliant web server integrated into a Kubernetes-based GIS infrastructure. The service is cataloged in REDIAM and enables direct visualization and download of geospatial data for environmental monitoring, research, and decision-making. The Soil Carbon COG Imagery Service in Andalusia provides open and efficient access to high-resolution raster maps of soil organic carbon (SOC), generated through digital soil mapping techniques. Based on field sampling across 684 agricultural sites and the integration of environmental variables (climate, vegetation indices, terrain, land use), machine learning models were used to produce predictive maps for two depth intervals (0–30 cm and 30–60 cm). These maps are published in Cloud Optimized GeoTIFF (COG) format and served via an HTTP-compliant web server integrated into a Kubernetes-based GIS infrastructure. The service is cataloged in REDIAM and enables direct visualization and download of geospatial data for environmental monitoring, research, and decision-making. The Soil Carbon COG Imagery Service in Andalusia provides open and efficient access to high-resolution raster maps of soil organic carbon (SOC), generated through digital soil mapping techniques. Based on field sampling across 684 agricultural sites and the integration of environmental variables (climate, vegetation indices, terrain, land use), machine learning models were used to produce predictive maps for two depth intervals (0–30 cm and 30–60 cm). These maps are published in Cloud Optimized GeoTIFF (COG) format and served via an HTTP-compliant web server integrated into a Kubernetes-based GIS infrastructure. The service is cataloged in REDIAM and enables direct visualization and download of geospatial data for environmental monitoring, research, and decision-making. To provide open access to high-resolution geospatial data on soil organic carbon (SOC) in Andalusia through a cloud-optimized imagery service. The service supports efficient visualization, retrieval, and use of SOC predictive maps in environmental analysis, land management, and climate change monitoring. It aims to facilitate data-driven decision-making by offering interoperable, machine-readable raster datasets compliant with COG and HTTP Range Request standards. To provide open access to high-resolution geospatial data on soil organic carbon (SOC) in Andalusia through a cloud-optimized imagery service. The service supports efficient visualization, retrieval, and use of SOC predictive maps in environmental analysis, land management, and climate change monitoring. It aims to facilitate data-driven decision-making by offering interoperable, machine-readable raster datasets compliant with COG and HTTP Range Request standards. To provide open access to high-resolution geospatial data on soil organic carbon (SOC) in Andalusia through a cloud-optimized imagery service. The service supports efficient visualization, retrieval, and use of SOC predictive maps in environmental analysis, land management, and climate change monitoring. It aims to facilitate data-driven decision-making by offering interoperable, machine-readable raster datasets compliant with COG and HTTP Range Request standards. Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Environmental Information Analysis Service – Ministry of Sustainability and Environment – Regional Government of Andalusia – Spain Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia +34 955003400 +34 955003775 Avda. Manuel Siurot, 50 Avda. Manuel Siurot, 50 Avda. Manuel Siurot, 50 Sevilla 41071 España España España rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es https://www.juntadeandalucia.es/medioambiente/rediam WWW:LINK-1.0-http--link Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía +34 955003400 +34 955003775 Avda. Manuel Siurot, 50 Avda. Manuel Siurot, 50 Avda. Manuel Siurot, 50 Sevilla 41071 España España España rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es rediam.atiende.csma@juntadeandalucia.es https://www.juntadeandalucia.es/medioambiente/rediam WWW:LINK-1.0-http--link Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía Página web de la Red de Información Ambiental de Andalucía - Junta de Andalucía Soil carbon Soil carbon Soil carbon Organic carbon Organic carbon Organic carbon Carbon content Carbon content Carbon content Soil science Soil science Soil science Climate change Climate change Climate change Environmental monitoring Environmental monitoring Environmental monitoring Remote sensing Remote sensing Remote sensing Carbon sequestration Carbon sequestration Carbon sequestration Andalucía, España Andalucía, España Andalusia, Spain Geographical grid systems Land cover Bio-geographical regions Environmental monitoring facilities Soil Land use GEMET - INSPIRE themes, version 1.0 GEMET - INSPIRE themes, version 1.0 2008-06-01 geonetwork.thesaurus.external.theme.httpinspireeceuropaeutheme-theme Creative Commons Attribution 4.0 International Public License (CC BY 4.0) Creative Commons Attribution 4.0 International Public License (CC BY 4.0) Creative Commons Attribution 4.0 International Public License (CC BY 4.0) inlandWaters environment -7.5005 -1.4136 35.8669 38.887