{"id":27008,"date":"2025-05-05T16:37:54","date_gmt":"2025-05-05T19:37:54","guid":{"rendered":"https:\/\/ee02395c61.nxcli.io\/insights\/arquitetura-de-dados-para-monitoramento-socioambiental-o-caso-re-green\/"},"modified":"2025-05-05T17:48:01","modified_gmt":"2025-05-05T20:48:01","slug":"data-architecture-for-socio-environmental-monitoring-re-green-case","status":"publish","type":"insights","link":"https:\/\/elogroup.com\/en\/insights\/data-architecture-for-socio-environmental-monitoring-re-green-case\/","title":{"rendered":"Data architecture for socio-environmental monitoring: the re.green case\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"27008\" class=\"elementor elementor-27008 elementor-26999\" data-elementor-post-type=\"insights\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-5761afdb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5761afdb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-68c07d1d\" data-id=\"68c07d1d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-743d9fb8 elementor-widget elementor-widget-text-editor\" data-id=\"743d9fb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><a id=\"_msocom_1\"><\/a><\/p>\n\n\n\n<p><\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-15beaedf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"15beaedf\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6a0b0627\" data-id=\"6a0b0627\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7bc4fe90 elementor-widget elementor-widget-text-editor\" data-id=\"7bc4fe90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>By Lucas De Vivo, Raphael S\u00e1, Odair Tanes and F\u00e1bio Catein<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bc87803 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2bc87803\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-216936d7 elementor-widget elementor-widget-text-editor\" data-id=\"216936d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><i><span data-contrast=\"none\">The socio-environmental monitoring carried out by re.green is complex, spans multiple areas of the business, and requires efficiency, accuracy, and reliable data.<\/span><\/i><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><i><span data-contrast=\"none\">The monitoring system architecture developed by EloGroup provides high-level automation and delivers clean, up-to-date, and cataloged information directly to the operational front line.<\/span><\/i><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279,&quot;335559991&quot;:360}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><i><span data-contrast=\"none\">The workflow operates through the ingestion, processing, storage, and availability of data from various sources in intuitive and simple dashboards.\u00a0<\/span><\/i><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44a787d7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"44a787d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69b1cb3b elementor-widget elementor-widget-text-editor\" data-id=\"69b1cb3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"none\">In the first article of this series on the technology implementation and data intelligence partnership between re.green and EloGroup, we discussed how <\/span><a href=\"https:\/\/elogroup.com\/en\/insights\/regreen-fullstack\/\"><span data-contrast=\"none\"><span style=\"color: #0000ff;\">a full-stack project drastically increased re.green\u2019s ability to identify land for restoration<\/span><\/span><\/a><span data-contrast=\"none\">\u2014from 600,000 to around 2 million hectares per year.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Founded in 2022, the Brazilian company\u2019s purpose is to carry out large-scale ecological restoration of forests in the Atlantic Forest and Amazon biomes through an innovative business model based on the sale of high-integrity carbon credits and forest assets. It is an initiative to generate economic value from forests, with significant social and, of course, environmental impact.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">But automating land acquisition is only the beginning of the long chain of ecological restoration project development at scale. Monitoring re.green\u2019s projects \u2014 carried out through highly rigorous methodologies \u2014 is another key step.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Monitoring refers to the systematic and continuous process of data collection, analysis, and interpretation, with the central goal of ensuring restoration quality and quantifying its impacts at both local and landscape levels. In this sense, re.green\u2019s monitoring strategy covers multiple components, including climate, biodiversity, and social aspects.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">These components are tracked through the analysis of measurable indicators, following an integrated logic that ultimately makes it possible to assess both the quality of the restoration and the socio-environmental impacts generated.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">In this context, the strategic design developed by EloGroup in partnership with the re.green team enabled the implementation of a robust data architecture, in which we played a central role.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Reading this insight, you will learn more about the monitoring efforts led by re.green and how the data architecture supported this process.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-730a130 elementor-widget elementor-widget-heading\" data-id=\"730a130\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Re.green\u2019s monitoring strategy <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ebf0113 elementor-widget elementor-widget-text-editor\" data-id=\"3ebf0113\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"none\">Re.green\u2019s monitoring strategy was developed to ensure a structured, continuous, and efficient approach to evaluating restoration projects, aligned with MRV (Monitoring, Reporting, and Verification) principles. This process ensures transparency, traceability, and credibility of the information, enabling project progress tracking, validation of environmental impacts, and trusted data-driven decision-making.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Another key aspect of the strategy is to ensure the scalability and reproducibility of analyses, which makes the data architecture a central component for the success and expansion of re.green\u2019s monitoring efforts.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">\u201cIt\u2019s necessary to guarantee continuous monitoring of the area for at least 50 years, undergoing audit processes with the certifying body. We need to monitor wildfires, illegal deforestation, and other risks. That alone requires the ability to manage a massive volume of data, whether due to the time span or the various formats and sources of data being tracked and evaluated\u201d, explains Raphael S\u00e1, project manager at EloGroup.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">The monitoring process covers different themes and business areas, making it a multidimensional discussion. Beyond the high data volume, one of the major challenges is managing data of varying natures and enabling multimodal integrations. It involves a series of critical questions:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48677a43 elementor-widget elementor-widget-heading\" data-id=\"48677a43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Why monitor? <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10e454f2 elementor-widget elementor-widget-text-editor\" data-id=\"10e454f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"none\">The frequency of monitoring must balance the need for tracking the overall quality of ecological restoration, including precise follow-up, with operational, financial, and commercial demands. This can result in different monitoring frequencies. To illustrate, here are three macro steps along the restoration timeline:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">T0<\/span><\/b><span data-contrast=\"none\"> \u2013 Socio-environmental baseline assessment conducted before the start of the restoration project, including, for example, the collection of data on plant and animal species richness, as well as the mapping of local actors and communities.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Post-planting monitoring<\/span><\/b><span data-contrast=\"none\"> \u2013 Follow-up during the initial phase of restoration (first three years), supporting decision-making for interventions that optimize forest development, such as tracking mortality rates to guide replanting actions.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Long-term monitoring<\/span><\/b><span data-contrast=\"none\"> \u2013 Tracking the restoration trajectory, generally carried out every five years after the project\u2019s initiation, covering aspects related to climate, biodiversity, and communities.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cea5c5 elementor-widget elementor-widget-heading\" data-id=\"2cea5c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What to monitor? <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-625613c elementor-widget elementor-widget-text-editor\" data-id=\"625613c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"none\">In the context of re.green, monitoring includes components related to climate, biodiversity, and communities. In partnership with Research &amp; Development institutions such as IIS and ESALQ, re.green developed an integrated monitoring protocol that defines the strategy, components, objectives, and measurable indicators\u2014 both qualitative and quantitative.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">For each component, a set of indicators is used to evaluate their role within the monitoring protocol, such as:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Richness of planted native species<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Carbon stock<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Density of regenerating plants<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Altimetric distribution of vegetation<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\">Diameter distribution of vegetation<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><span data-contrast=\"auto\">Richness of large mammal species, among others<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><span data-contrast=\"auto\">Community perceptions regarding the project\u2019s impacts<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"none\"><br \/>These are just a few of the indicators applied in the solution, which can be found in more detail and categorized within the re.green monitoring management dashboard, developed in collaboration with EloGroup.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eceae66 elementor-widget elementor-widget-heading\" data-id=\"eceae66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">O que monitorar?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d47458d elementor-widget elementor-widget-text-editor\" data-id=\"d47458d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>No contexto da re.green o monitoramento inclui componentes de clima, biodiversidade e comunidades. A re.green desenvolveu, em parceria com institui\u00e7\u00f5es de Pesquisa &amp; Desenvolvimento como IIS e ESALQ, um protocolo de monitoramento integrado, no qual s\u00e3o definidas a estrat\u00e9gia de monitoramento, seus componentes, objetivos e indicadores mensur\u00e1veis de forma quali ou quantitativa. Para cada componente h\u00e1 uma s\u00e9rie de indicadores que possibilitam avaliar como eles est\u00e3o inseridos no protocolo de monitoramento, como por exemplo:<\/p>\n<ul>\n<li>Riqueza de esp\u00e9cies nativas plantadas;<\/li>\n<li>Estoque de carbono;<\/li>\n<li>Densidade de plantas regenerantes;<\/li>\n<li>Distribui\u00e7\u00e3o altim\u00e9trica da vegeta\u00e7\u00e3o;<\/li>\n<li>Distribui\u00e7\u00e3o diam\u00e9trica da vegeta\u00e7\u00e3o;<\/li>\n<li>Riqueza de mam\u00edferos de grande porte, entre outros;<\/li>\n<li>Percep\u00e7\u00e3o das comunidades em rela\u00e7\u00e3o aos impactos do projeto.<\/li>\n<\/ul>\n<p><br \/>Esses s\u00e3o apenas alguns indicadores aplicados \u00e0 solu\u00e7\u00e3o, e podem ser encontrados de maneira mais minuciosa e compartimentada no painel de gest\u00e3o do monitoramento da re.green, criado em conjunto com a EloGroup.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df3e1ac elementor-widget elementor-widget-heading\" data-id=\"df3e1ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Re.green\u2019s monitoring flow <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9943fb0 elementor-widget elementor-widget-text-editor\" data-id=\"9943fb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"none\">Based on the monitoring strategy and indicators defined by re.green, the first step in building an integrated socio-environmental monitoring flow designing an MVP \u2014Minimum Viable Product \u2014 i.e., the simplest possible version of a solution that delivers essential features to meet user needs and validate business impact and performance.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">In this case, the MVP is a dashboard with consolidated information, connected to a structured and unified database that is continuously fed through the collection and processing of priority indicators of the monitoring strategy.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Currently, the dashboard is intended for internal use at re.green, serving professionals from various departments such as finance, commercial, operations, project development, and management \u2014 teams that need to access and verify strategic indicators related to restoration projects.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">The primary focus of this database is on ecological restoration projects in lands already acquired by re.green, such as those in the municipalities of Eun\u00e1polis (BA), Mara\u00e7um\u00e9 (MA), and Potiragu\u00e1 (BA), ensuring the availability of the information about those lands to business areas, for processing and using.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-204f58b elementor-widget elementor-widget-heading\" data-id=\"204f58b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Architecture of the monitoring dashboard <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e965fe7 elementor-widget elementor-widget-text-editor\" data-id=\"e965fe7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"none\">Due to re.green\u2019s business model and the high specificity of its operations, the monitoring dashboard must deliver information to internal professionals in an automated way\u2014with speed, efficiency, and, above all, high precision.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Additionally, it must ensure correlation across data from multiple sources, both internal and external \u2014 such as spreadsheets, the FMS (forest management system), the transactional land acquisition solution, among others.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Therefore, during the design of the MVP, special care was needed to enable a data processing infrastructure capable of handling high data volumes using advanced techniques, providing refined and actionable information for the teams.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">The entire data architecture was built in the cloud, with a focus on operational ease and scalability. This setup has a significantly simpler implementation, since there is no need for physical changes to scale or modify structures, <\/span><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/elogroup.com\/en\/insights\/regreen-fullstack\/\">unlike an on-premise setup<\/a><\/span><span data-contrast=\"none\"> (local servers).<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">The architecture is based on an ETL (Extract, Transform, Load) process, broken down into four main stages: Extraction, Ingestion, Transformation, and Loading. To support these needs, we used Apache NIFI and Spark.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Below, we detail the key elements of this architecture designed for large-scale data processing.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1789113 elementor-widget elementor-widget-image\" data-id=\"1789113\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/elogroup.com\/wp-content\/uploads\/2025\/05\/Data-AS-IS-1-scaled.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Data-AS IS 1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjcwMDQsInVybCI6Imh0dHBzOlwvXC9lbG9ncm91cC5jb21cL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjVcLzA1XC9EYXRhLUFTLUlTLTEtc2NhbGVkLnBuZyJ9\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"332\" src=\"https:\/\/elogroup.com\/wp-content\/uploads\/2025\/05\/Data-AS-IS-1-1024x425.png\" class=\"attachment-large size-large wp-image-27004\" alt=\"Arquitetura de dados re.green\" srcset=\"https:\/\/elogroup.com\/wp-content\/uploads\/2025\/05\/Data-AS-IS-1-1024x425.png 1024w, https:\/\/elogroup.com\/wp-content\/uploads\/2025\/05\/Data-AS-IS-1-300x125.png 300w, https:\/\/elogroup.com\/wp-content\/uploads\/2025\/05\/Data-AS-IS-1-768x319.png 768w, https:\/\/elogroup.com\/wp-content\/uploads\/2025\/05\/Data-AS-IS-1-1536x638.png 1536w, https:\/\/elogroup.com\/wp-content\/uploads\/2025\/05\/Data-AS-IS-1-2048x851.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-720ea54 elementor-widget elementor-widget-text-editor\" data-id=\"720ea54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><em>Click to expand<\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f755fa0 elementor-widget elementor-widget-text-editor\" data-id=\"f755fa0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b><span data-contrast=\"none\">1 &#8211; Extraction<\/span><\/b><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Re.green\u2019s files originate from various sources, meaning they can come in different sizes, formats, and storage locations. Some are hosted on Microsoft\u2019s OneDrive, while others are managed directly through forest management systems.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">A periodic <\/span><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/elogroup.com\/en\/insights\/apache-nifi-aws-cognito-data\/\">synchronization process ensures that all documents remain up to date in the storage environment<\/a><\/span><span data-contrast=\"none\">. This guarantees that the most current version of each file is used in the data ingestion phase.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">In re.green\u2019s case, a Data Lakehouse approach was adopted \u2014 a modern solution that combines the flexibility of a data lake (capable of storing large volumes of raw, diverse data) with the structure of a data warehouse, which facilitates structured analysis and multimodal data integration.<\/span>\u00a0<\/p><p><span data-contrast=\"auto\">It functions like a \u201cdata house\u201d that stores everything in an accessible way, enabling smooth and efficient data exploration without technical complexity.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"none\">2 &#8211; Ingestion<\/span><\/b><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">The ingestion stage is when data is transferred from the original sources to the data layer.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Files are copied in their original format to a temporary directory within the datalake, whose sole function is to store data for a limited period. This layer is referred to as the <\/span><i><span data-contrast=\"auto\">transient<\/span><\/i><span data-contrast=\"auto\"> zone.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">The files are then read, and their original data (as-is) is parsed and written in Parquet format\u2014a structure specifically designed to separate metadata (such as version, type, etc.) from the actual data content.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">The information is then transferred to another bucket called <\/span><i><span data-contrast=\"auto\">Raw<\/span><\/i><span data-contrast=\"auto\">. This marks the beginning of the <\/span><i><span data-contrast=\"auto\">Transformation<\/span><\/i><span data-contrast=\"auto\"> phase.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"none\">3 &#8211; Transformation<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">The data transformation phase begins with an initial refinement of the information, which includes, for example, removing duplicates, renaming columns, and eliminating null values.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">These files are then converted into the <\/span><i><span data-contrast=\"auto\">AVRO<\/span><\/i><span data-contrast=\"auto\"> format and moved to a bucket called <\/span><i><span data-contrast=\"auto\">Trusted<\/span><\/i><span data-contrast=\"auto\">. At this stage, the data is clean, reliable, and ready for processing. While <\/span><i><span data-contrast=\"auto\">Parquet<\/span><\/i><span data-contrast=\"auto\"> and <\/span><i><span data-contrast=\"auto\">AVRO<\/span><\/i><span data-contrast=\"auto\"> are not formats specifically designed for handling multimodal data directly, they can be used to organize metadata and structure references to different types of data, enabling the serialization of complex information in architectures that integrate multiple data modalities.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">After the actual processing (transformation) is complete, the information is moved to the <\/span><i><span data-contrast=\"auto\">Refined<\/span><\/i><span data-contrast=\"auto\"> bucket, where the data is now ready to be consumed by both business and technical areas. An AWS cloud service called <\/span><i><span data-contrast=\"auto\">Glue Data Catalog<\/span><\/i><span data-contrast=\"auto\"> is used to catalog this logically structured data.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Another service, <\/span><i><span data-contrast=\"auto\">Redshift<\/span><\/i><span data-contrast=\"auto\">, provides an SQL-based query interface over the Lakehouse-stored data.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"none\">4 &#8211; Loading<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">The processed data goes through a formatting step so that it can be visualized and integrated into a Power BI dashboard or, if needed, into other business-specific systems.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">In the loading phase, all the information remains stored in the cloud and can be accessed directly from the final layer of the data architecture. Therefore, there is no need for extensive data transfers or downloads. The information is secure, and access is properly managed.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8028d8 elementor-widget elementor-widget-heading\" data-id=\"c8028d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What are the results of implementing the monitoring dashboard? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b6c9e4 elementor-widget elementor-widget-text-editor\" data-id=\"4b6c9e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">The complete re.green monitoring dashboard was implemented in 2024 and delivered significant results, particularly in reducing the time required to complete certain tasks.<\/span>\u00a0<br \/>\u00a0<br \/><span data-contrast=\"auto\">\u201cToday we have a data layer capable of supporting the ingestion, processing, storage, and availability of monitoring data in a single environment, correlating its various themes and sources, such as field data collected by service providers, the forest management system, and external databases,\u201d explains Raphael.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">The results are noteworthy: easier access to information, real-time data updates, and the ability to ingest data from multiple sources and in any format, among other benefits.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">\u201cData structuring is the foundation upon which information and knowledge are built. EloGroup\u2019s work gives us the first building blocks for the vast construction of knowledge around the restoration we are carrying out,\u201d says Sara Mortara, project specialist at re.green.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Moreover, the flexibility of the infrastructure allows the model to scale to new areas and demands, keeping pace with re.green\u2019s ambitious growth.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">\u201cAt re.green, we deal with highly diverse data \u2014 environmental, social, and carbon-related \u2014 which must be organized in a structured way to support our certification processes. The built architecture has enabled us to handle this information with precision and ensure the traceability required to validate our projects,\u201d adds Arthur Lisboa, technology coordinator at re.green.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-972f8d6 elementor-widget elementor-widget-heading\" data-id=\"972f8d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion  <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1993717 elementor-widget elementor-widget-text-editor\" data-id=\"1993717\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">High-quality ecological restoration with positive impacts on climate, biodiversity, and people is one of the greatest environmental challenges of our time, as it involves recovering degraded ecosystems and reestablishing their socio-ecological processes.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Large-scale ecological restoration demands not only technical and scientific expertise but also robust technological infrastructure and the ability to make decisions based on reliable data.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">The innovative business model developed by re.green makes this mission more tangible, structured, secure, and scalable, supported by a high degree of technical and scientific knowledge and operational rigor.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Building an effective data architecture to meet the demands of monitoring, with highly variable and diverse indicators and information, proved to be a path that required extensive study and deep knowledge of the company\u2019s operations.<\/span>\u00a0<br \/>\u00a0<br \/><span data-contrast=\"auto\">\u201cBringing a business-driven perspective to consumption was (and continues to be) essential for value creation. This required close collaboration with the re.green team to define key indicators, raise business questions, and build the monitoring management dashboards,\u201d says Raphael.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Designed with continuous improvement in mind, the dashboards and the entire data architecture were created not only to serve the current operation efficiently, but also to meet greater business demands and scale, supporting re.green\u2019s growth with a foundation of data intelligence.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">\u201cLong-term monitoring is a key pillar of re.green\u2019s strategy for restoring ecosystems at scale. With EloGroup\u2019s support, we\u2019ve built a robust and scalable data architecture capable of ensuring traceability, credibility, and the long-term success of our projects,\u201d concludes Arthur.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c9805e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1c9805e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86c9746 elementor-widget elementor-widget-text-editor\" data-id=\"86c9746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><em><span class=\"TextRun SCXW107830952 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"none\"><strong><span class=\"NormalTextRun SCXW107830952 BCX0\">LUCAS DE VIVO <\/span><\/strong><span class=\"NormalTextRun SpellingErrorV2Themed SCXW107830952 BCX0\">is<\/span><span class=\"NormalTextRun SCXW107830952 BCX0\"> a Writer <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW107830952 BCX0\">at<\/span><span class=\"NormalTextRun SCXW107830952 BCX0\"> EloInsights<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW107830952 BCX0\"><span class=\"SCXW107830952 BCX0\">\u00a0<\/span><br class=\"SCXW107830952 BCX0\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW107830952 BCX0\"><span class=\"SCXW107830952 BCX0\">\u00a0<\/span><br class=\"SCXW107830952 BCX0\" \/><\/span><span class=\"TextRun SCXW107830952 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW107830952 BCX0\"><strong> ODAIR TANES<\/strong> is a Principal Engineer at EloGroup<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW107830952 BCX0\"><span class=\"SCXW107830952 BCX0\">\u00a0<\/span><br class=\"SCXW107830952 BCX0\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW107830952 BCX0\"><span class=\"SCXW107830952 BCX0\">\u00a0<\/span><br class=\"SCXW107830952 BCX0\" \/><\/span><span class=\"TextRun SCXW107830952 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW107830952 BCX0\"><strong> FABIO CATEIN<\/strong> is a Senior Data Engineering Specialist at EloGroup<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW107830952 BCX0\"><span class=\"SCXW107830952 BCX0\">\u00a0<\/span><br class=\"SCXW107830952 BCX0\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW107830952 BCX0\"><span class=\"SCXW107830952 BCX0\">\u00a0<\/span><br class=\"SCXW107830952 BCX0\" \/><\/span><span class=\"TextRun SCXW107830952 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW107830952 BCX0\"><strong> RAPHAEL S\u00c1<\/strong> is a Manager at <\/span><span class=\"NormalTextRun SCXW107830952 BCX0\">EloGroup<\/span><\/span><span class=\"EOP SCXW107830952 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Article reveals in detail the structuring process of the data architecture that enables the effective land monitoring by 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