{"id":245873,"date":"2025-06-26T13:53:51","date_gmt":"2025-06-26T11:53:51","guid":{"rendered":"https:\/\/www.cls.fr\/solutions\/environment-climate\/smart-agriculture\/"},"modified":"2025-11-13T16:15:00","modified_gmt":"2025-11-13T15:15:00","slug":"smart-agriculture","status":"publish","type":"page","link":"https:\/\/www.cls.fr\/en\/solutions\/environment-and-climate\/smart-agriculture\/","title":{"rendered":"Smart Agriculture"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; fullwidth=&#8221;on&#8221; admin_label=&#8221;Section Fullwidth Header&#8221; module_id=&#8221;cls-page-header&#8221; module_class=&#8221;cls-small-header&#8221; _builder_version=&#8221;4.17.3&#8243; _module_preset=&#8221;default&#8221; background_enable_color=&#8221;off&#8221; background_enable_image=&#8221;off&#8221; parallax=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_fullwidth_code admin_label=&#8221;Breadcrumb&#8221; module_id=&#8221;cls-breadcrumb&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; width_tablet=&#8221;&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|phone&#8221; saved_tabs=&#8221;all&#8221; global_colors_info=&#8221;{}&#8221;]<span><span><a href=\"https:\/\/www.cls.fr\/en\/\">Home<\/a><\/span><\/span>[\/et_pb_fullwidth_code][et_pb_fullwidth_header title=&#8221;Smart Agriculture&#8221; content_max_width=&#8221;60%&#8221; content_max_width_tablet=&#8221;80%&#8221; content_max_width_phone=&#8221;100%&#8221; content_max_width_last_edited=&#8221;on|tablet&#8221; admin_label=&#8221;Fullwidth Header Content&#8221; module_class=&#8221;cls-page-header-content&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; title_font=&#8221;||||||||&#8221; background_color=&#8221;RGBA(0,0,0,0)&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_fullwidth_header][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||||false|false&#8221; custom_padding=&#8221;||0px||false|false&#8221; custom_padding_tablet=&#8221;40px||0px||false|false&#8221; custom_padding_phone=&#8221;20px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row column_structure=&#8221;1_2,1_2&#8243; use_custom_gutter=&#8221;on&#8221; gutter_width=&#8221;4&#8243; custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;||0px||false|false&#8221; custom_padding_tablet=&#8221;0px||0px||false|false&#8221; custom_padding_phone=&#8221;0px||0px||false|false&#8221; scroll_vertical_motion_enable=&#8221;on&#8221; scroll_vertical_motion=&#8221;0|15|15|30|2|0|0&#8243; scroll_fade=&#8221;0|25|25|50|0|50%|100&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.cls.fr\/wp-content\/uploads\/2025\/03\/agriculture-en-rizieres.jpg&#8221; alt=&#8221;rice paddy farming&#8221; disabled_on=&#8221;on|on|off&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||20px||false|false&#8221; custom_padding=&#8221;||||false|false&#8221; header_2_text_align_tablet=&#8221;&#8221; header_2_text_align_phone=&#8221;center&#8221; header_2_text_align_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Crop Monitoring and Agricultural Potential Assessment<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; text_orientation=&#8221;justified&#8221; custom_margin=&#8221;||20px||false|false&#8221; text_orientation_tablet=&#8221;justified&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>From Kenya and Uganda to Martinique, CLS experts contribute to managing agricultural territories.<\/p>\n<p>How? By combining existing data (local, national, global) with data generated by CLS teams (photointerpretation, machine learning-based classification), resulting in reliable, tailored solutions for monitoring crops and territories. <\/p>\n<p>CLS handles complex datasets, whether excessive or lacking, and transforms them into clear, accessible, and actionable information.<\/p>\n<p>These services are designed for both private and public stakeholders to:<\/p>\n<ul>\n<li>Analyze the water needs of a farm.<\/li>\n<li>Map crop types.<\/li>\n<li>Detect crop anomalies: flooding, pests, etc.<\/li>\n<li>Estimate yields.<\/li>\n<li>Assess soil quality.<\/li>\n<\/ul>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6Ijk1In19@&#8221; button_text=&#8221;Contact our team&#8221; button_alignment_tablet=&#8221;&#8221; button_alignment_phone=&#8221;center&#8221; button_alignment_last_edited=&#8221;on|desktop&#8221; _builder_version=&#8221;4.27.3&#8243; _dynamic_attributes=&#8221;button_url&#8221; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;off|desktop&#8221; module_id=&#8221;Key-elements&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||40px||false|false&#8221; custom_padding_tablet=&#8221;20px||30px||false|false&#8221; custom_padding_phone=&#8221;20px||20px||false|false&#8221; collapsed=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row column_structure=&#8221;1_4,1_4,1_4,1_4&#8243; make_equal=&#8221;on&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_4&#8243; module_class=&#8221;cls-keyfigures-numbers&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.cls.fr\/wp-content\/uploads\/2024\/02\/satellite-icon.png&#8221; alt=&#8221;satellite icon&#8221; align_tablet=&#8221;&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text admin_label=&#8221;Text&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;gcid-62995ea8-3397-47f3-8665-72a988f134a0&#8243; custom_padding=&#8221;|||0px|false|false&#8221; text_orientation_tablet=&#8221;&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{%22gcid-62995ea8-3397-47f3-8665-72a988f134a0%22:%91%22text_text_color%22%93}&#8221;]<\/p>\n<p><strong>30 years<\/strong> of experience in land mapping<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; module_class=&#8221;cls-keyfigures-numbers&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.cls.fr\/wp-content\/uploads\/2025\/02\/feuille-icone.png&#8221; alt=&#8221;icon leaf&#8221; align_tablet=&#8221;&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;gcid-62995ea8-3397-47f3-8665-72a988f134a0&#8243; custom_padding=&#8221;|||0px|false|false&#8221; text_orientation_tablet=&#8221;&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{%22gcid-62995ea8-3397-47f3-8665-72a988f134a0%22:%91%22text_text_color%22,%22text_text_color%22%93}&#8221;]<\/p>\n<p><strong>40+<\/strong> crop types detectable by CLS algorithms<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; module_class=&#8221;cls-keyfigures-numbers&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.cls.fr\/wp-content\/uploads\/2024\/10\/platform-icon.png&#8221; alt=&#8221;icone analysis platform&#8221; align_tablet=&#8221;&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;gcid-62995ea8-3397-47f3-8665-72a988f134a0&#8243; custom_padding=&#8221;|||0px|false|false&#8221; text_orientation_tablet=&#8221;&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{%22gcid-62995ea8-3397-47f3-8665-72a988f134a0%22:%91%22text_text_color%22,%22text_text_color%22%93}&#8221;]<\/p>\n<p><strong>85%<\/strong> accuracy in cultivated area analysis models<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; module_class=&#8221;cls-keyfigures-numbers&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.cls.fr\/wp-content\/uploads\/2025\/01\/icone-humain.png&#8221; alt=&#8221;human icon&#8221; align_tablet=&#8221;&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;gcid-62995ea8-3397-47f3-8665-72a988f134a0&#8243; custom_padding=&#8221;|||0px|false|false&#8221; text_orientation_tablet=&#8221;&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{%22gcid-62995ea8-3397-47f3-8665-72a988f134a0%22:%91%22text_text_color%22,%22text_text_color%22%93}&#8221;]<\/p>\n<p><strong>50<\/strong> experts including geographers, urban planners, environmental scientists, and geomaticians dedicated to resilient, prosperous territories<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f5f7fa&#8221; custom_padding=&#8221;30px||0px||false|false&#8221; custom_padding_tablet=&#8221;30px||0px||false|false&#8221; custom_padding_phone=&#8221;0px||0px||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; width=&#8221;90%&#8221; width_tablet=&#8221;90%&#8221; width_phone=&#8221;80%&#8221; width_last_edited=&#8221;on|phone&#8221; custom_padding=&#8221;||||false|false&#8221; custom_padding_tablet=&#8221;0px||||false|false&#8221; custom_padding_phone=&#8221;0px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_code _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<script><!-- [et_pb_line_break_holder] -->\/\/ Open the nth tab of tabs with id defined on tabs_id<!-- [et_pb_line_break_holder] -->\/\/ buttons class must have opent-tab-n class with n = the number of desired tab<!-- [et_pb_line_break_holder] -->\/\/ Put the tabs ID on the buttons links (eg: \"#categories\")<!-- [et_pb_line_break_holder] -->\/\/ The on click event is defined for 1 to 4 tabs<!-- [et_pb_line_break_holder] -->tabs_id = \"categories\";<!-- [et_pb_line_break_holder] -->for (let n = 1; n <8; n++) {\tjQuery(function ($) {    \/\/open tab n on button .open-tab-n click\t    $('div.open-tab-'+n).on('click', function(event){\t\t\t\topenTabCLS(tabs_id,n,true);  \t  });\t});}<\/script>[\/et_pb_code][et_pb_tabs active_tab_background_color=\"RGBA(0,0,0,0)\" inactive_tab_background_color=\"RGBA(0,0,0,0)\" active_tab_text_color=\"#222222\" module_id=\"categories\" module_class=\"cls-categories-tabs\" _builder_version=\"4.27.3\" _module_preset=\"default\" tab_text_color=\"gcid-70f60e3f-04b6-4fdb-be15-a437cac4fc82\" tab_font=\"|600|||||||\" tab_font_size=\"18px\" tab_line_height=\"3em\" background_color=\"#f5f7fa\" width=\"100%\" hover_transition_duration=\"0ms\" border_width_all=\"0px\" border_color_all=\"RGBA(0,0,0,0)\" border_style_all=\"none\" global_colors_info=\"{%22gcid-62995ea8-3397-47f3-8665-72a988f134a0%22:%91%22active_tab_text_color%22%93,%22gcid-70f60e3f-04b6-4fdb-be15-a437cac4fc82%22:%91%22tab_text_color%22%93}\"][et_pb_tab title=\"Assessing <\/br>Water Needs\" _builder_version=\"4.27.3\" _module_preset=\"default\" background_color=\"#f5f7fa\" background_enable_color=\"on\" global_colors_info=\"{}\"]<\/p>\n<!--237510-->[et_pb_section global_module=\"237510\"][\/et_pb_section]\n<p>[\/et_pb_tab][et_pb_tab title=\"Mapping <\/br>Crops\" _builder_version=\"4.27.3\" _module_preset=\"default\" global_colors_info=\"{}\"]<\/p>\n<!--237517-->[et_pb_section global_module=\"237517\"][\/et_pb_section]\n<p>[\/et_pb_tab][et_pb_tab title=\"Detecting <\/br>Changes\" _builder_version=\"4.27.3\" _module_preset=\"default\" global_colors_info=\"{}\"]<\/p>\n<!--237525-->[et_pb_section global_module=\"237525\"][\/et_pb_section]\n<p>[\/et_pb_tab][et_pb_tab title=\"Estimating <\/br> Crop Yields\" _builder_version=\"4.27.3\" _module_preset=\"default\" global_colors_info=\"{}\"]<\/p>\n<!--237550-->[et_pb_section global_module=\"237550\"][\/et_pb_section]\n<p>[\/et_pb_tab][et_pb_tab title=\"Monitoring <\/br>Soil Quality\" _builder_version=\"4.27.3\" _module_preset=\"default\" global_colors_info=\"{}\"]<\/p>\n<!--237564-->[et_pb_section global_module=\"237564\"][\/et_pb_section]\n<p>[\/et_pb_tab][\/et_pb_tabs][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\"1\" _builder_version=\"4.24.2\" _module_preset=\"default\" background_color=\"#0f1f2d\" global_colors_info=\"{}\"][et_pb_row _builder_version=\"4.24.2\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_column type=\"4_4\" _builder_version=\"4.24.2\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_text _builder_version=\"4.27.3\" _module_preset=\"default\" text_orientation_tablet=\"\" text_orientation_phone=\"center\" text_orientation_last_edited=\"on|phone\" global_colors_info=\"{}\"]<\/p>\n<h2 class=\"gradient\">Featured Projects<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\"1_2,1_2\" use_custom_gutter=\"on\" gutter_width=\"4\" custom_padding_last_edited=\"on|tablet\" _builder_version=\"4.27.3\" _module_preset=\"default\" custom_padding_tablet=\"0px||||false|false\" custom_padding_phone=\"0px||||false|false\" global_colors_info=\"{}\"][et_pb_column type=\"1_2\" _builder_version=\"4.24.2\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_image src=\"https:\/\/www.cls.fr\/wp-content\/uploads\/2025\/02\/cartographie-environnement-icone.png\" alt=\"cartography environment icon\" align_tablet=\"\" align_phone=\"center\" align_last_edited=\"on|phone\" _builder_version=\"4.27.3\" _module_preset=\"default\" width=\"20%\" width_tablet=\"15%\" width_phone=\"25%\" width_last_edited=\"on|tablet\" global_colors_info=\"{}\"][\/et_pb_image][et_pb_text _builder_version=\"4.27.3\" _module_preset=\"default\" text_text_color=\"#FFFFFF\" header_3_text_color=\"#FFFFFF\" text_orientation=\"justified\" header_3_text_align_tablet=\"\" header_3_text_align_phone=\"center\" header_3_text_align_last_edited=\"on|phone\" text_orientation_tablet=\"justified\" text_orientation_phone=\"center\" text_orientation_last_edited=\"on|phone\" global_colors_info=\"{}\"]<\/p>\n<h3>GEOCLAM<\/h3>\n<p>As part of this UN-led initiative, CLS developed a crop mapping service. Participating countries now have access to vital crop data over multiple cycles and years. <\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=\"1_2\" _builder_version=\"4.24.2\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_image src=\"https:\/\/www.cls.fr\/wp-content\/uploads\/2025\/03\/data-evolution-icon.png\" alt=\"data evolution icon\" align_tablet=\"\" align_phone=\"center\" align_last_edited=\"on|phone\" _builder_version=\"4.27.3\" _module_preset=\"default\" width=\"20%\" width_tablet=\"15%\" width_phone=\"25%\" width_last_edited=\"on|phone\" global_colors_info=\"{}\" width__hover_enabled=\"off|desktop\"][\/et_pb_image][et_pb_text _builder_version=\"4.27.3\" _module_preset=\"default\" text_text_color=\"#FFFFFF\" header_3_text_color=\"#FFFFFF\" text_orientation=\"justified\" header_3_text_align_tablet=\"\" header_3_text_align_phone=\"center\" header_3_text_align_last_edited=\"on|phone\" text_orientation_tablet=\"justified\" text_orientation_phone=\"center\" text_orientation_last_edited=\"on|phone\" global_colors_info=\"{}\"]<\/p>\n<h3>Agricultural Potential in Martinique<\/h3>\n<p>The Food, Agriculture and Forestry Directorate of Martinique engaged CLS to support its food resilience strategy.<\/p>\n<p>CLS delivered strategic land use data, helping identify the agronomic potential of parcels across the island while considering environmental constraints and human activity.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=\"4.24.2\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_column type=\"4_4\" _builder_version=\"4.24.2\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_button button_url=\"@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6Ijk1In19@\" button_text=\"Contact our team\" button_alignment_tablet=\"\" button_alignment_phone=\"center\" button_alignment_last_edited=\"on|phone\" _builder_version=\"4.27.3\" _dynamic_attributes=\"button_url\" _module_preset=\"default\" global_colors_info=\"{}\"][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\"1\" _builder_version=\"4.19.4\" _module_preset=\"default\" background_image=\"https:\/\/www.cls.fr\/wp-content\/uploads\/2023\/10\/land-and-sea.jpg\" parallax=\"on\" locked=\"off\" global_colors_info=\"{}\"][et_pb_row column_structure=\"1_2,1_2\" _builder_version=\"4.27.3\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_column type=\"1_2\" _builder_version=\"4.19.4\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_text _builder_version=\"4.27.4\" _module_preset=\"default\" header_2_text_color=\"#FFFFFF\" hover_enabled=\"0\" header_2_text_align_tablet=\"\" header_2_text_align_phone=\"center\" header_2_text_align_last_edited=\"on|phone\" global_colors_info=\"{}\" sticky_enabled=\"0\"]<\/p>\n<h2>Contact Us<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=\"4.27.3\" _module_preset=\"default\" text_text_color=\"#FFFFFF\" text_orientation_tablet=\"\" text_orientation_phone=\"center\" text_orientation_last_edited=\"on|phone\" global_colors_info=\"{}\"]<\/p>\n<p>Gain a competitive edge with our solutions. Want to learn more about our services or discuss your projects? <\/p>\n<p>Contact us today and benefit from the expertise of our specialists.<\/p>\n<p>[\/et_pb_text][et_pb_button button_url=\"@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6Ijk1In19@\" button_text=\"Contact us\" button_alignment_tablet=\"\" button_alignment_phone=\"center\" button_alignment_last_edited=\"on|phone\" _builder_version=\"4.27.3\" _dynamic_attributes=\"button_url\" _module_preset=\"default\" global_colors_info=\"{}\"][\/et_pb_button][\/et_pb_column][et_pb_column type=\"1_2\" _builder_version=\"4.19.4\" _module_preset=\"default\" global_colors_info=\"{}\"][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\"1\" module_class=\"cls-activities\" _builder_version=\"4.16\" _module_preset=\"default\" locked=\"off\" global_colors_info=\"{}\"][et_pb_row _builder_version=\"4.16\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_column type=\"4_4\" _builder_version=\"4.16\" _module_preset=\"default\" global_colors_info=\"{}\"][et_pb_text _builder_version=\"4.27.4\" _module_preset=\"default\" text_orientation=\"center\" hover_enabled=\"0\" global_colors_info=\"{}\" sticky_enabled=\"0\"]<\/p>\n<h2>Our Other Activities for Environment and Climate<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\"1_3,1_3,1_3\" make_equal=\"on\" module_class=\"cls-solution-box\" _builder_version=\"4.27.4\" _module_preset=\"default\" height=\"250px\" hover_enabled=\"0\" global_colors_info=\"{}\" sticky_enabled=\"0\"][et_pb_column type=\"1_3\" _builder_version=\"4.27.4\" _dynamic_attributes=\"link_option_url\" _module_preset=\"default\" background_color=\"#d6d6d6\" background_image=\"https:\/\/www.cls.fr\/wp-content\/uploads\/2024\/10\/gestion-des-ressources-en-eau-avec-un-barage.jpg\" link_option_url=\"@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjIzNzU4OCJ9fQ==@\" global_colors_info=\"{}\"][et_pb_text _builder_version=\"4.27.4\" _module_preset=\"default\" hover_enabled=\"0\" global_colors_info=\"{}\" sticky_enabled=\"0\"]<\/p>\n<h3>Sustainable Water Resource Management<br \/>\n<\/h3>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=\"1_3\" _builder_version=\"4.27.4\" _dynamic_attributes=\"link_option_url\" _module_preset=\"default\" background_color=\"#d6d6d6\" background_image=\"https:\/\/www.cls.fr\/wp-content\/uploads\/2024\/10\/foret.jpg\" link_option_url=\"@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjIzNzQ2NiJ9fQ==@\" hover_enabled=\"0\" global_colors_info=\"{}\" sticky_enabled=\"0\"][et_pb_text _builder_version=\"4.27.4\" _module_preset=\"default\" hover_enabled=\"0\" global_colors_info=\"{}\" sticky_enabled=\"0\"]<\/p>\n<h3>Sustainable Forest Management<\/h3>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=\"1_3\" _builder_version=\"4.27.4\" _dynamic_attributes=\"link_option_url\" _module_preset=\"default\" background_color=\"#d6d6d6\" background_image=\"https:\/\/www.cls.fr\/wp-content\/uploads\/2024\/10\/urbanisation.jpg\" link_option_url=\"@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjIzNzM5MiJ9fQ==@\" global_colors_info=\"{}\"][et_pb_text _builder_version=\"4.27.4\" _module_preset=\"default\" hover_enabled=\"0\" global_colors_info=\"{}\" sticky_enabled=\"0\"]<\/p>\n<h3>Land Management, Air Quality & Combating Land Artificialization<\/h3>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p><span><span><a href=\"https:\/\/www.cls.fr\/en\/\">Home<\/a><\/span><\/span>Crop Monitoring and Agricultural Potential AssessmentFrom Kenya and Uganda to Martinique, CLS experts contribute to managing agricultural territories. How? By combining existing data (local, national, global) with data generated by CLS teams (photointerpretation, machine learning-based classification), resulting in reliable, tailored solutions for monitoring crops and territories. CLS handles complex datasets, whether excessive or lacking, and [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":243120,"parent":13021,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","inline_featured_image":false,"footnotes":""},"class_list":["post-245873","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/pages\/245873","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/comments?post=245873"}],"version-history":[{"count":12,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/pages\/245873\/revisions"}],"predecessor-version":[{"id":248214,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/pages\/245873\/revisions\/248214"}],"up":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/pages\/13021"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/media\/243120"}],"wp:attachment":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/media?parent=245873"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}