{"id":140960,"date":"2026-03-17T11:31:26","date_gmt":"2026-03-17T11:31:26","guid":{"rendered":"https:\/\/mentorday.es\/wikitips\/?p=140960"},"modified":"2026-04-01T07:29:04","modified_gmt":"2026-04-01T07:29:04","slug":"ingenieria-de-datos","status":"publish","type":"post","link":"https:\/\/mentorday.es\/wikitips\/ingenieria-de-datos\/","title":{"rendered":"Ingenier\u00eda de datos para emprendedores: qu\u00e9 es y c\u00f3mo aplicarla"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"140960\" class=\"elementor elementor-140960\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8056731 e-flex e-con-boxed e-con e-parent\" data-id=\"8056731\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c82a47d elementor-widget elementor-widget-html\" data-id=\"c82a47d\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<iframe data-testid=\"embed-iframe\" style=\"border-radius:12px\" src=\"https:\/\/open.spotify.com\/embed\/episode\/2cCaIJ9TfBhojAvtu3v2op?utm_source=generator\" width=\"100%\" height=\"152\" frameBorder=\"0\" allowfullscreen=\"\" allow=\"autoplay; clipboard-write; encrypted-media; fullscreen; picture-in-picture\" loading=\"lazy\"><\/iframe>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ab5155c e-flex e-con-boxed e-con e-parent\" data-id=\"ab5155c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\n\n\n\t\t<div class=\"elementor-element elementor-element-def0317 elementor-widget elementor-widget-text-editor\" data-id=\"def0317\" data-element_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<div class=\"panel-container ng-tns-c172130343-0 ng-star-inserted\" data-minimum-panel-width=\"285\"><section class=\"studio-panel ng-tns-c172130343-0 ng-trigger ng-trigger-slideInOut\"><div class=\"panel-content panel-content-write ng-star-inserted\"><form class=\"note-form ng-untouched ng-pristine ng-valid\" novalidate=\"\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17974\"><div class=\"panel-container ng-tns-c1831107495-0 ng-star-inserted\" data-minimum-panel-width=\"285\"><section class=\"studio-panel ng-tns-c1831107495-0 ng-trigger ng-trigger-slideInOut\"><div class=\"panel-content panel-content-write ng-star-inserted\"><h2 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"791\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"791\">BLOQUE 1. \u00bfQU\u00c9 ES Ingenier\u00eda de datos Y POR QU\u00c9 ES CRUCIAL?<\/span><\/h2><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"850\"><b class=\"ng-star-inserted\" data-start-index=\"850\">Definici\u00f3n y esencia:<\/b><span class=\"ng-star-inserted\" data-start-index=\"872\">La\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"875\">Ingenier\u00eda de datos<\/b><span class=\"ng-star-inserted\" data-start-index=\"894\">\u00a0es la disciplina de dise\u00f1ar, construir y mantener sistemas escalables para la recopilaci\u00f3n, almacenamiento y procesamiento de datos.\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"1028\">Es<\/b><span class=\"ng-star-inserted\" data-start-index=\"1030\">\u00a0la base estructural que transforma datos crudos y ca\u00f3ticos en activos limpios y accesibles para analistas, modelos de machine learning e Inteligencia Artificial.\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"1193\">NO es<\/b><span class=\"ng-star-inserted\" data-start-index=\"1198\">\u00a0simplemente hacer gr\u00e1ficos en Excel, ni es ciencia de datos; es la fontaner\u00eda e infraestructura de software que hace posible la anal\u00edtica avanzada.<\/span><\/div><div data-start-index=\"850\">\u00a0<\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"1346\"><b class=\"ng-star-inserted\" data-start-index=\"1346\">Explicaci\u00f3n pr\u00e1ctica:<\/b><span class=\"ng-star-inserted\" data-start-index=\"1368\">En la econom\u00eda digital, los datos son el principal activo estrat\u00e9gico. Sin embargo, los datos generados por usuarios, APIs o sensores llegan desestructurados. Un emprendedor con esta competencia entiende c\u00f3mo orquestar flujos de trabajo (pipelines ETL\/ELT), dise\u00f1ar esquemas de bases de datos y utilizar tecnolog\u00edas en la nube para que la informaci\u00f3n fluya sin interrupciones, con alta calidad y seguridad. Es pasar de depender de procesos manuales a tener una \u00abf\u00e1brica de datos\u00bb automatizada.<\/span><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"1861\"><b class=\"ng-star-inserted\" data-start-index=\"1861\">Comportamientos, conductas y h\u00e1bitos del emprendedor:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"1914\"><b class=\"ng-star-inserted\" data-start-index=\"1914\">Pensamiento arquitect\u00f3nico:<\/b><span class=\"ng-star-inserted\" data-start-index=\"1941\">\u00a0Dise\u00f1a soluciones pensando en el volumen futuro, no solo en el problema actual.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2021\"><b class=\"ng-star-inserted\" data-start-index=\"2021\">Automatizaci\u00f3n por defecto:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2048\">\u00a0Rechaza las extracciones manuales; programa scripts (Python, SQL) para mover datos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2132\"><b class=\"ng-star-inserted\" data-start-index=\"2132\">Obsesi\u00f3n por la calidad del dato:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2165\">\u00a0Implementa reglas y tests para evitar que \u00abbasura\u00bb entre en el sistema (Garbage In, Garbage Out).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2263\"><b class=\"ng-star-inserted\" data-start-index=\"2263\">Mentalidad \u00abData as a Product\u00bb:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2294\">\u00a0Trata los conjuntos de datos como productos finales con metadatos, descubribilidad y SLAs definidos.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2395\"><b class=\"ng-star-inserted\" data-start-index=\"2395\">Beneficios clave vinculados a resultados:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2436\"><b class=\"ng-star-inserted\" data-start-index=\"2436\">\u2191 Eficiencia operativa:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2459\">\u00a0Reducci\u00f3n dr\u00e1stica de horas invertidas en limpieza manual de reportes.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2530\"><b class=\"ng-star-inserted\" data-start-index=\"2530\">\u2191 Velocidad de decisi\u00f3n:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2554\">\u00a0Dashboards e IA alimentados en tiempo real con datos confiables.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2619\"><b class=\"ng-star-inserted\" data-start-index=\"2619\">\u2193 Costes de infraestructura:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2647\">\u00a0Optimizaci\u00f3n del almacenamiento y procesamiento en la nube (AWS, GCP).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2718\"><b class=\"ng-star-inserted\" data-start-index=\"2718\">\u2193 Riesgo de cumplimiento:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2743\">\u00a0Trazabilidad (linaje) y gobernanza que aseguran el cumplimiento de normativas (GDPR).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2829\"><b class=\"ng-star-inserted\" data-start-index=\"2829\">\u2191 Escalabilidad:<\/b><span class=\"ng-star-inserted\" data-start-index=\"2845\">\u00a0Capacidad de absorber picos de tr\u00e1fico y volumen de datos sin que el sistema colapse.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2931\"><b class=\"ng-star-inserted\" data-start-index=\"2931\">Micro-ejemplos de uso cotidiano:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"2963\"><span class=\"ng-star-inserted\" data-start-index=\"2963\">Crear un script en Python que extrae diariamente m\u00e9tricas de Stripe y las carga en BigQuery.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"3055\"><span class=\"ng-star-inserted\" data-start-index=\"3055\">Modelar un esquema en estrella en la base de datos para que las consultas de marketing tarden segundos en lugar de horas.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"3176\"><span class=\"ng-star-inserted\" data-start-index=\"3176\">Configurar alertas automatizadas si un flujo de datos (pipeline) falla durante la madrugada.<\/span><\/li><\/ul><blockquote><div class=\"paragraph is-rich-chat-ui blockquote ng-star-inserted\" data-start-index=\"3268\"><span class=\"ng-star-inserted\" data-start-index=\"3286\">\u00a0\u00abSin una s\u00f3lida ingenier\u00eda de datos, cualquier modelo de Inteligencia Artificial es solo un castillo construido sobre arena.\u00bb<\/span><\/div><\/blockquote><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"3412\"><b class=\"ng-star-inserted\" data-start-index=\"3412\">Por qu\u00e9 mejorarla acelera la empresa:<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"3412\"><span class=\"ng-star-inserted\" data-start-index=\"3450\">Te permite superar la fase de \u00abvalidaci\u00f3n manual\u00bb y entrar en la escalabilidad t\u00e9cnica. Cuando los datos fluyen autom\u00e1ticamente y son confiables, el equipo directivo toma decisiones precisas m\u00e1s r\u00e1pido, y los equipos de IA pueden crear productos defendibles (fosos tecnol\u00f3gicos) que los competidores no pueden copiar f\u00e1cilmente.<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"3860\">\u00a0<\/div><h2 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"3881\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"3881\">BLOQUE 2. AUTODIAGN\u00d3STICO \u2013 TU PUNTO DE PARTIDA<\/span><\/h2><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"3928\"><b class=\"ng-star-inserted\" data-start-index=\"3928\">Indicadores conductuales observables:<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"3965\"><span class=\"ng-star-inserted\" data-start-index=\"3965\">Orquesto el movimiento de mis datos de forma automatizada (no uso copiar\/pegar).\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"4046\">(Lo hago \/ A veces \/ No lo hago)<\/i><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4078\"><span class=\"ng-star-inserted\" data-start-index=\"4078\">Modelo la estructura de las bases de datos pensando en el rendimiento anal\u00edtico.\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"4159\">(Lo hago \/ A veces \/ No lo hago)<\/i><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4191\"><span class=\"ng-star-inserted\" data-start-index=\"4191\">Monitorizo los fallos de carga de datos mediante alertas autom\u00e1ticas.\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"4261\">(Lo hago \/ A veces \/ No lo hago)<\/i><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4293\"><span class=\"ng-star-inserted\" data-start-index=\"4293\">Escribo c\u00f3digo modular (SQL, Python) versionado en Git para mis pipelines de datos.\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"4377\">(Lo hago \/ A veces \/ No lo hago)<\/i><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4409\"><span class=\"ng-star-inserted\" data-start-index=\"4409\">Conozco y aplico la separaci\u00f3n entre almacenamiento y computaci\u00f3n en la nube.\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"4487\">(Lo hago \/ A veces \/ No lo hago)<\/i><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4519\"><b class=\"ng-star-inserted\" data-start-index=\"4519\">Medici\u00f3n cuantitativa (KPIs):<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4548\"><i class=\"ng-star-inserted\" data-start-index=\"4548\">Tasa de fallo de pipelines:<\/i><span class=\"ng-star-inserted\" data-start-index=\"4575\">\u00a0% de d\u00edas en el mes que un flujo de datos falla. (Objetivo: &lt; 2%).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4642\"><i class=\"ng-star-inserted\" data-start-index=\"4642\">Latencia del dato:<\/i><span class=\"ng-star-inserted\" data-start-index=\"4660\">\u00a0Tiempo que tarda un evento desde que ocurre hasta que est\u00e1 disponible para an\u00e1lisis.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4745\"><i class=\"ng-star-inserted\" data-start-index=\"4745\">Cobertura de tests de datos:<\/i><span class=\"ng-star-inserted\" data-start-index=\"4773\">\u00a0% de tablas principales que tienen tests de calidad automatizados.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4840\"><b class=\"ng-star-inserted\" data-start-index=\"4840\">Autoevaluaci\u00f3n Likert (1-5):<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4840\"><i class=\"ng-star-inserted\" data-start-index=\"4869\">(1 = Totalmente en desacuerdo, 5 = Totalmente de acuerdo)<\/i><\/div><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"4926\"><span class=\"ng-star-inserted\" data-start-index=\"4926\">Domino el dise\u00f1o de arquitecturas cloud (Data Warehouses \/ Data Lakes) para mi negocio. [ ]<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5017\"><span class=\"ng-star-inserted\" data-start-index=\"5017\">Utilizo herramientas avanzadas de transformaci\u00f3n (ej. dbt, Spark) para limpiar y modelar mis datos. [ ]<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5120\"><span class=\"ng-star-inserted\" data-start-index=\"5120\">Comprendo a fondo las diferencias entre procesamiento\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"5174\">batch<\/i><span class=\"ng-star-inserted\" data-start-index=\"5179\">\u00a0y\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"5182\">streaming<\/i><span class=\"ng-star-inserted\" data-start-index=\"5191\">\u00a0(tiempo real). [ ]<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5210\"><span class=\"ng-star-inserted\" data-start-index=\"5210\">Aplico principios de gobierno del dato, linaje y seguridad de accesos en toda la empresa. [ ]<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5303\"><span class=\"ng-star-inserted\" data-start-index=\"5303\">S\u00e9 construir un pipeline ETL\/ELT robusto desde cero conectando APIs a mi base de datos. [ ]<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5394\"><b class=\"ng-star-inserted\" data-start-index=\"5394\">C\u00e1lculo de puntuaci\u00f3n global:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5423\"><b class=\"ng-star-inserted\" data-start-index=\"5423\">F\u00f3rmula:<\/b><span class=\"ng-star-inserted\" data-start-index=\"5431\">\u00a0(Media de tus respuestas Likert &#8211; 1) \u00d7 25 = Puntuaci\u00f3n 0-100.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5493\"><b class=\"ng-star-inserted\" data-start-index=\"5493\">Umbrales:<\/b><br \/><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5502\"><b class=\"ng-star-inserted\" data-start-index=\"5502\">0\u201339 Bajo:<\/b><span class=\"ng-star-inserted\" data-start-index=\"5512\">\u00a0Dependes de procesos manuales; alto riesgo de silos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5565\"><b class=\"ng-star-inserted\" data-start-index=\"5565\">40\u201359 Medio:<\/b><span class=\"ng-star-inserted\" data-start-index=\"5577\">\u00a0Tienes bases de datos, pero la integraci\u00f3n y automatizaci\u00f3n son fr\u00e1giles.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5651\"><b class=\"ng-star-inserted\" data-start-index=\"5651\">60\u201379 Alto:<\/b><span class=\"ng-star-inserted\" data-start-index=\"5662\">\u00a0Pipelines automatizados y arquitectura estructurada.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5715\"><b class=\"ng-star-inserted\" data-start-index=\"5715\">80\u2013100 Excelente:<\/b><span class=\"ng-star-inserted\" data-start-index=\"5732\">\u00a0\u00abData as a product\u00bb, infraestructura de clase mundial, listo para escalar con IA.<\/span><\/li><\/ul><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5814\"><b class=\"ng-star-inserted\" data-start-index=\"5814\">Niveles de dominio:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5833\"><b class=\"ng-star-inserted\" data-start-index=\"5833\">1. B\u00e1sico:<\/b><span class=\"ng-star-inserted\" data-start-index=\"5843\">\u00a0Exporta CSVs y usa hojas de c\u00e1lculo o bases de datos simples (MySQL\/Postgres) sin automatizaci\u00f3n.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"5941\"><b class=\"ng-star-inserted\" data-start-index=\"5941\">3. Intermedio:<\/b><span class=\"ng-star-inserted\" data-start-index=\"5955\">\u00a0Automatiza cargas con Python\/herramientas No-code, usa un Data Warehouse b\u00e1sico (ej. Snowflake) y modelado inicial.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6071\"><b class=\"ng-star-inserted\" data-start-index=\"6071\">5. Experto:<\/b><span class=\"ng-star-inserted\" data-start-index=\"6082\">\u00a0Arquitectura distribuida (Kafka, Spark), control de versiones completo (Git, CI\/CD para datos), Data Mesh, escalabilidad infinita y gobernanza total.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6232\"><b class=\"ng-star-inserted\" data-start-index=\"6232\">Mini SJT (Situational Judgment Test):<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6232\"><i class=\"ng-star-inserted\" data-start-index=\"6270\"><strong>Situaci\u00f3n 1:<\/strong> Tu equipo de marketing se queja de que los datos del dashboard de ventas de ayer est\u00e1n incompletos y algunos campos tienen errores de formato.<\/i><\/div><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6425\"><i class=\"ng-star-inserted\" data-start-index=\"6425\">A)<\/i><span class=\"ng-star-inserted\" data-start-index=\"6427\">\u00a0Pides a un desarrollador que entre a la base de datos y corrija los registros a mano. (1 punto)<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6523\"><i class=\"ng-star-inserted\" data-start-index=\"6523\">B)<\/i><span class=\"ng-star-inserted\" data-start-index=\"6525\">\u00a0Creas un script manual que descargas cada ma\u00f1ana, corriges en Excel y vuelves a subir. (0 puntos)<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6623\"><i class=\"ng-star-inserted\" data-start-index=\"6623\">C)<\/i><span class=\"ng-star-inserted\" data-start-index=\"6625\">\u00a0Implementas una herramienta como\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"6659\">Great Expectations<\/i><span class=\"ng-star-inserted\" data-start-index=\"6677\">\u00a0o\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"6680\">dbt<\/i><span class=\"ng-star-inserted\" data-start-index=\"6683\">\u00a0dentro de tu pipeline para detectar y frenar datos an\u00f3malos antes de que lleguen al dashboard.\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"6779\">(Respuesta correcta, 3 puntos)<\/b><\/li><\/ul><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6809\"><i class=\"ng-star-inserted\" data-start-index=\"6809\"><strong>Situaci\u00f3n 2:<\/strong> Tienes decenas de fuentes de datos (CRM, Ads, ERP) y necesitas centralizarlas porque hacer cruces de datos es imposible.<\/i><\/div><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"6942\"><i class=\"ng-star-inserted\" data-start-index=\"6942\">A)<\/i><span class=\"ng-star-inserted\" data-start-index=\"6944\">\u00a0Contratas un software de integraci\u00f3n (ej. Fivetran, Airbyte) para hacer un ELT automatizado hacia un Data Warehouse centralizado.\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"7075\">(Respuesta correcta, 3 puntos)<\/b><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7105\"><i class=\"ng-star-inserted\" data-start-index=\"7105\">B)<\/i><span class=\"ng-star-inserted\" data-start-index=\"7107\">\u00a0Creas consultas cruzadas directas a las APIs cada vez que alguien abre un reporte. (0 puntos &#8211; colapsar\u00e1s las APIs y ser\u00e1 lent\u00edsimo).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7241\"><i class=\"ng-star-inserted\" data-start-index=\"7241\">C)<\/i><span class=\"ng-star-inserted\" data-start-index=\"7243\">\u00a0Exportas todo a un Google Drive compartido y usas VLOOKUPs masivos. (1 punto &#8211; no escalable).<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7337\"><b class=\"ng-star-inserted\" data-start-index=\"7337\">Red flags (4 alertas de peligro):<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7370\"><span class=\"ng-star-inserted\" data-start-index=\"7370\">Tus dashboards tardan m\u00e1s de 5 minutos en cargar por falta de modelado previo.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7448\"><span class=\"ng-star-inserted\" data-start-index=\"7448\">Un empleado pasa m\u00e1s de 5 horas a la semana descargando y uniendo archivos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7523\"><span class=\"ng-star-inserted\" data-start-index=\"7523\">Existen tres n\u00fameros diferentes para las \u00abventas del mes\u00bb dependiendo del departamento al que preguntes.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7627\"><span class=\"ng-star-inserted\" data-start-index=\"7627\">Si un script falla, nadie se entera hasta que el cliente o el CEO se queja.<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7702\"><b class=\"ng-star-inserted\" data-start-index=\"7702\">Evidencias de dominio (4):<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7728\"><span class=\"ng-star-inserted\" data-start-index=\"7728\">Un Data Warehouse centralizado (Single Source of Truth).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7784\"><span class=\"ng-star-inserted\" data-start-index=\"7784\">Orquestador de tareas implementado (ej. Apache Airflow, Mage).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7846\"><span class=\"ng-star-inserted\" data-start-index=\"7846\">Documentaci\u00f3n de linaje (saber exactamente de d\u00f3nde viene cada m\u00e9trica).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"7918\"><span class=\"ng-star-inserted\" data-start-index=\"7918\">Infraestructura operada mediante c\u00f3digo (Infrastructure as Code).<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"8086\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"8086\">BLOQUE 3. LA COMPETENCIA EN ACCI\u00d3N \u2013 CASOS Y CONTEXTOS<\/span><\/h3><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8140\"><b class=\"ng-star-inserted\" data-start-index=\"8140\">Caso de \u00e9xito:<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8140\"><strong><i class=\"ng-star-inserted\" data-start-index=\"8155\">Situaci\u00f3n:<\/i><\/strong><span class=\"ng-star-inserted\" data-start-index=\"8165\">\u00a0Una startup de e-commerce procesaba el comportamiento de usuarios de forma manual, dificultando la personalizaci\u00f3n.<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8140\"><strong><i class=\"ng-star-inserted\" data-start-index=\"8282\">Acci\u00f3n con Ingenier\u00eda de datos:<\/i><\/strong><span class=\"ng-star-inserted\" data-start-index=\"8313\">\u00a0El equipo migr\u00f3 a una arquitectura ELT con Snowflake, dbt y Airbyte. Crearon un pipeline de\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"8406\">streaming<\/i><span class=\"ng-star-inserted\" data-start-index=\"8415\">\u00a0para los clics en la web.<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8140\"><strong><i class=\"ng-star-inserted\" data-start-index=\"8442\">Resultado:<\/i><\/strong><span class=\"ng-star-inserted\" data-start-index=\"8452\">\u00a0Los modelos de recomendaci\u00f3n se actualizaron casi en tiempo real, incrementando el ticket medio un 18% y reduciendo el coste de mantenimiento en servidores en un 40%.<\/span><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8619\"><b class=\"ng-star-inserted\" data-start-index=\"8619\">Caso de carencia:<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8619\"><strong><i class=\"ng-star-inserted\" data-start-index=\"8637\">Situaci\u00f3n:<\/i><\/strong><span class=\"ng-star-inserted\" data-start-index=\"8647\">\u00a0Una fintech basada en IA construy\u00f3 algoritmos predictivos brillantes, pero depend\u00edan de datos extra\u00eddos por scripts caseros fr\u00e1giles.<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8619\"><strong><i class=\"ng-star-inserted\" data-start-index=\"8782\">Falta:<\/i><\/strong><span class=\"ng-star-inserted\" data-start-index=\"8788\">Carencia de monitorizaci\u00f3n y pruebas de calidad (Data Observability).<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8619\"><strong><i class=\"ng-star-inserted\" data-start-index=\"8859\">Consecuencia:<\/i><\/strong><span class=\"ng-star-inserted\" data-start-index=\"8872\">Durante una semana, un cambio en la API de su proveedor de pagos hizo que entraran datos corruptos. El modelo recomend\u00f3 pr\u00e9stamos de alto riesgo asumiendo perfiles impecables, generando p\u00e9rdidas severas.<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"8619\"><strong><i class=\"ng-star-inserted\" data-start-index=\"9077\">Aprendizaje:<\/i><\/strong><span class=\"ng-star-inserted\" data-start-index=\"9089\">\u00a0Adoptaron contratos de datos estrictos y MLOps para separar la infraestructura de producci\u00f3n de la experimentaci\u00f3n.<\/span><\/div><\/div><div data-start-index=\"8619\">\u00a0<\/div><div class=\"panel-content panel-content-write ng-star-inserted\"><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9205\"><b class=\"ng-star-inserted\" data-start-index=\"9205\">D\u00f3nde es m\u00e1s necesaria (Matriz Fase \u00d7 Sector):<\/b><\/h3><table class=\"ng-star-inserted\" data-start-index=\"9251\"><tbody><tr class=\"ng-star-inserted\"><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9251\"><span class=\"ng-star-inserted\" data-start-index=\"9251\">Fase del proyecto<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9268\"><span class=\"ng-star-inserted\" data-start-index=\"9268\">Sector \/ Modelo<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9283\"><span class=\"ng-star-inserted\" data-start-index=\"9283\">Criticidad (A\/M\/B)<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9301\"><span class=\"ng-star-inserted\" data-start-index=\"9301\">Justificaci\u00f3n<\/span><\/div><\/th><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9314\"><b class=\"ng-star-inserted\" data-start-index=\"9314\">Validaci\u00f3n<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9324\"><span class=\"ng-star-inserted\" data-start-index=\"9324\">Tech (B2B SaaS)<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9339\"><b class=\"ng-star-inserted\" data-start-index=\"9339\">Medio<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9344\"><span class=\"ng-star-inserted\" data-start-index=\"9344\">Es necesario tener un pipeline limpio inicial, pero prima la velocidad del MVP.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9423\"><b class=\"ng-star-inserted\" data-start-index=\"9423\">Crecimiento<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9434\"><span class=\"ng-star-inserted\" data-start-index=\"9434\">E-commerce \/ Retail<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9453\"><b class=\"ng-star-inserted\" data-start-index=\"9453\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9457\"><span class=\"ng-star-inserted\" data-start-index=\"9457\">Volumen de transacciones alto; sin integraci\u00f3n, el CAC y LTV no se pueden optimizar.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9541\"><b class=\"ng-star-inserted\" data-start-index=\"9541\">Escala<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9547\"><span class=\"ng-star-inserted\" data-start-index=\"9547\">IA \/ Machine Learning<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9568\"><b class=\"ng-star-inserted\" data-start-index=\"9568\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9572\"><span class=\"ng-star-inserted\" data-start-index=\"9572\">Los modelos devoran datos; la latencia y la calidad son de vida o muerte para el producto.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9662\"><b class=\"ng-star-inserted\" data-start-index=\"9662\">Escala<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9668\"><span class=\"ng-star-inserted\" data-start-index=\"9668\">Fintech \/ Health<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9684\"><b class=\"ng-star-inserted\" data-start-index=\"9684\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9688\"><span class=\"ng-star-inserted\" data-start-index=\"9688\">La gobernanza, seguridad y linaje de datos son requisitos regulatorios ineludibles.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9771\"><b class=\"ng-star-inserted\" data-start-index=\"9771\">Idea<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9775\"><span class=\"ng-star-inserted\" data-start-index=\"9775\">Servicios tradicionales<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9798\"><b class=\"ng-star-inserted\" data-start-index=\"9798\">Bajo<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9802\"><span class=\"ng-star-inserted\" data-start-index=\"9802\">Inicialmente, un CRM empaquetado o herramientas\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"9850\">no-code<\/i><span class=\"ng-star-inserted\" data-start-index=\"9857\">\u00a0est\u00e1ndar son suficientes.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9883\"><b class=\"ng-star-inserted\" data-start-index=\"9883\">Crecimiento<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9894\"><span class=\"ng-star-inserted\" data-start-index=\"9894\">Plataformas IoT<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9909\"><b class=\"ng-star-inserted\" data-start-index=\"9909\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9913\"><span class=\"ng-star-inserted\" data-start-index=\"9913\">El procesamiento masivo de datos en tiempo real (Kafka) exige arquitecturas complejas.<\/span><\/div><\/td><\/tr><\/tbody><\/table><div data-start-index=\"9999\">\u00a0<\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9999\"><b class=\"ng-star-inserted\" data-start-index=\"9999\">Perfiles de emprendedor para los que es cr\u00edtica: <\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"9999\"><span class=\"ng-star-inserted\" data-start-index=\"10048\">CTOs, perfiles t\u00e9cnicos (Founders) de startups DeepTech o IA, y l\u00edderes de operaciones (COOs) en empresas orientadas a producto (Product-Led Growth). Especialmente aquellos escalando modelos de negocio basados en el uso intensivo de datos, donde la monetizaci\u00f3n del dato es el core.<\/span><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"10330\"><b class=\"ng-star-inserted\" data-start-index=\"10330\">Cu\u00e1ndo NO es prioritaria:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"10355\"><span class=\"ng-star-inserted\" data-start-index=\"10355\">Fase \u00abIdea\u00bb sin validaci\u00f3n de mercado: Crear un cl\u00faster de Spark antes de tener tu primer cliente es\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"10456\">over-engineering<\/i><span class=\"ng-star-inserted\" data-start-index=\"10472\">\u00a0fatal.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"10479\"><span class=\"ng-star-inserted\" data-start-index=\"10479\">Micropymes locales de servicios presenciales: Si el volumen de datos cabe en un Excel y no es tu ventaja competitiva diferencial.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"10711\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"10711\">BLOQUE 4. PLAN DE ENTRENAMIENTO \u2013 C\u00d3MO MEJORAR<\/span><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"10757\"><span class=\"ng-star-inserted\" data-start-index=\"10757\">En la\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"10763\">1.\u00aa etapa del programa mentorDay<\/b><span class=\"ng-star-inserted\" data-start-index=\"10795\">, identificar\u00e1s si la infraestructura de datos es una competencia esencial para la escalabilidad de tu negocio y tendr\u00e1s 1 mes para incorporar estos h\u00e1bitos.<\/span><span class=\"ng-star-inserted\" data-start-index=\"10953\">En la\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"10959\">2.\u00aa etapa<\/b><span class=\"ng-star-inserted\" data-start-index=\"10968\">, vuelve a autovalorarte; si la curva de aprendizaje t\u00e9cnica es muy alta, decide buscar un CTO o\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"11065\">Data Engineer<\/i><span class=\"ng-star-inserted\" data-start-index=\"11078\">\u00a0que la aporte, con ayuda de tu mentor asignado. Tendr\u00e1s talleres y speedmentoring con expertos.<\/span><\/div><div data-start-index=\"10757\">\u00a0<\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11174\"><b class=\"ng-star-inserted\" data-start-index=\"11174\">5 micro-h\u00e1bitos accionables (\u22641 min):<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11211\"><b class=\"ng-star-inserted\" data-start-index=\"11211\">Duda del origen:<\/b><span class=\"ng-star-inserted\" data-start-index=\"11227\">\u00a0Antes de analizar una m\u00e9trica, pregunta \u00ab\u00bfDe qu\u00e9 tabla\/API exacta viene y cu\u00e1ndo se actualiz\u00f3?\u00bb.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11324\"><b class=\"ng-star-inserted\" data-start-index=\"11324\">No sobrescribas, anexa:<\/b><span class=\"ng-star-inserted\" data-start-index=\"11347\">\u00a0Haz costumbre guardar el hist\u00f3rico de datos en tus sistemas, nunca borres sin dejar rastro de auditor\u00eda.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11452\"><b class=\"ng-star-inserted\" data-start-index=\"11452\">Documenta un campo diario:<\/b><span class=\"ng-star-inserted\" data-start-index=\"11478\">\u00a0Cada vez que uses una columna confusa en tu base de datos, entra al diccionario de datos y escribe su significado real.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11598\"><b class=\"ng-star-inserted\" data-start-index=\"11598\">Revisa logs matutinos:<\/b><span class=\"ng-star-inserted\" data-start-index=\"11620\">\u00a0T\u00f3mate 1 minuto para ver el panel de tu orquestador de datos y confirmar que todo est\u00e1 \u00aben verde\u00bb.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11719\"><b class=\"ng-star-inserted\" data-start-index=\"11719\">Aplica naming conventions:<\/b><span class=\"ng-star-inserted\" data-start-index=\"11745\">\u00a0Llama a tus variables y tablas con l\u00f3gica estandarizada (ej.\u00a0<\/span><code class=\"code ng-star-inserted\" data-start-index=\"11807\">fct_ventas<\/code><span class=\"ng-star-inserted\" data-start-index=\"11817\">,\u00a0<\/span><code class=\"code ng-star-inserted\" data-start-index=\"11819\">dim_clientes<\/code><span class=\"ng-star-inserted\" data-start-index=\"11831\">).<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11833\"><b class=\"ng-star-inserted\" data-start-index=\"11833\">3 ejercicios paso a paso:<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11858\"><b class=\"ng-star-inserted\" data-start-index=\"11858\">Ejercicio 1: Mapeo de la arquitectura de datos (Data Lineage)<\/b><\/div><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11919\"><i class=\"ng-star-inserted\" data-start-index=\"11919\">Objetivo:<\/i><span class=\"ng-star-inserted\" data-start-index=\"11928\">\u00a0Visualizar de d\u00f3nde vienen y a d\u00f3nde van tus datos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"11980\"><i class=\"ng-star-inserted\" data-start-index=\"11980\">Duraci\u00f3n:<\/i><span class=\"ng-star-inserted\" data-start-index=\"11989\">\u00a045 mins.\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"11999\">Materiales:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12010\">\u00a0Pizarra o Miro.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12026\"><i class=\"ng-star-inserted\" data-start-index=\"12026\">Instrucciones:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12040\">\u00a0Dibuja en la izquierda todas las fuentes (APIs, Web, CRM). En el centro, c\u00f3mo se almacenan. En la derecha, d\u00f3nde se consumen (BI, apps). Traza flechas de conexi\u00f3n e identifica cuellos de botella manuales.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12245\"><i class=\"ng-star-inserted\" data-start-index=\"12245\">Criterio de \u00e9xito:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12263\">\u00a0Mapa claro identificando al menos 2 procesos que requieren automatizaci\u00f3n urgente.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12346\"><i class=\"ng-star-inserted\" data-start-index=\"12346\">Variante expr\u00e9s (10 min):<\/i><span class=\"ng-star-inserted\" data-start-index=\"12371\">\u00a0Haz el mapeo solo para tu m\u00e9trica de negocio m\u00e1s importante (\u00abla North Star Metric\u00bb).<\/span><\/li><\/ul><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12457\"><b class=\"ng-star-inserted\" data-start-index=\"12457\">Ejercicio 2: Tu primer pipeline ELT (Extract, Load, Transform)<\/b><\/div><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12519\"><i class=\"ng-star-inserted\" data-start-index=\"12519\">Objetivo:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12528\">\u00a0Entender la l\u00f3gica t\u00e9cnica de mover datos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12571\"><i class=\"ng-star-inserted\" data-start-index=\"12571\">Duraci\u00f3n:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12580\">\u00a02 horas.\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"12590\">Materiales:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12601\">\u00a0Cuenta gratuita de Airbyte o Fivetran y BigQuery\/Snowflake.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12661\"><i class=\"ng-star-inserted\" data-start-index=\"12661\">Instrucciones:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12675\">\u00a0Conecta una fuente (ej. Google Ads) a un Data Warehouse destino configurando la frecuencia diaria. Revisa c\u00f3mo los datos llegan en bruto y escribe una query SQL para normalizarlos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12856\"><i class=\"ng-star-inserted\" data-start-index=\"12856\">Criterio de \u00e9xito:<\/i><span class=\"ng-star-inserted\" data-start-index=\"12874\">\u00a0Carga exitosa automatizada.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"12902\"><i class=\"ng-star-inserted\" data-start-index=\"12902\">Variante expr\u00e9s (10 min):<\/i><span class=\"ng-star-inserted\" data-start-index=\"12927\">\u00a0Ver un tutorial t\u00e9cnico de integraci\u00f3n en la nube y replicar conceptualmente la conexi\u00f3n.<\/span><\/li><\/ul><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13017\"><b class=\"ng-star-inserted\" data-start-index=\"13017\">Ejercicio 3: Contrato de Datos (Data Contract)<\/b><\/div><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13063\"><i class=\"ng-star-inserted\" data-start-index=\"13063\">Objetivo:<\/i><span class=\"ng-star-inserted\" data-start-index=\"13072\">\u00a0Asegurar la calidad sem\u00e1ntica en el equipo.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13116\"><i class=\"ng-star-inserted\" data-start-index=\"13116\">Duraci\u00f3n:<\/i><span class=\"ng-star-inserted\" data-start-index=\"13125\">\u00a030 mins.\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"13135\">Materiales:<\/i><span class=\"ng-star-inserted\" data-start-index=\"13146\">\u00a0Google Docs.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13159\"><i class=\"ng-star-inserted\" data-start-index=\"13159\">Instrucciones:<\/i><span class=\"ng-star-inserted\" data-start-index=\"13173\">\u00a0Re\u00fane al que genera el dato (ej. Dev de producto) y al que lo consume (Analista). Escriban un acuerdo formal sobre 5 campos cr\u00edticos (tipo de dato, si permite nulos, qu\u00e9 significa).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13355\"><i class=\"ng-star-inserted\" data-start-index=\"13355\">Criterio de \u00e9xito:<\/i><span class=\"ng-star-inserted\" data-start-index=\"13373\">\u00a0Documento firmado por ambas partes evitando futuras roturas de pipelines.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13447\"><i class=\"ng-star-inserted\" data-start-index=\"13447\">Variante expr\u00e9s (10 min):<\/i><span class=\"ng-star-inserted\" data-start-index=\"13472\">\u00a0Define y documenta el contrato solo para el \u00abEmail del cliente\u00bb.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13537\"><b class=\"ng-star-inserted\" data-start-index=\"13537\">Frameworks y metodolog\u00edas:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13563\"><b class=\"ng-star-inserted\" data-start-index=\"13563\">Modern Data Stack (MDS):<\/b><span class=\"ng-star-inserted\" data-start-index=\"13587\">\u00a0Arquitectura basada en la nube (Cloud Data Warehouse, ELT, herramientas SaaS).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13666\"><b class=\"ng-star-inserted\" data-start-index=\"13666\">Medallion Architecture:<\/b><span class=\"ng-star-inserted\" data-start-index=\"13689\">\u00a0Patr\u00f3n (Bronce: Crudos -&gt; Plata: Limpios -&gt; Oro: Anal\u00edticos) para procesar datos en capas.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13780\"><b class=\"ng-star-inserted\" data-start-index=\"13780\">Data Mesh \/ Data Fabric:<\/b><span class=\"ng-star-inserted\" data-start-index=\"13804\">\u00a0Modelos de descentralizaci\u00f3n y tratamiento del \u00abDato como Producto\u00bb.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13873\"><b class=\"ng-star-inserted\" data-start-index=\"13873\">Errores comunes y anti-patrones:<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"13905\"><i class=\"ng-star-inserted\" data-start-index=\"13905\">Crear ETL r\u00edgidos y fr\u00e1giles:<\/i><span class=\"ng-star-inserted\" data-start-index=\"13934\">\u00a0Programar scripts monol\u00edticos que se rompen con cualquier m\u00ednimo cambio en la API origen. Soluci\u00f3n: Usa herramientas ELT est\u00e1ndar.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"14065\"><i class=\"ng-star-inserted\" data-start-index=\"14065\">No separar c\u00f3mputo y almacenamiento:<\/i><span class=\"ng-star-inserted\" data-start-index=\"14101\">\u00a0Soluci\u00f3n: Usa arquitecturas Cloud-native (Snowflake, BigQuery).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"14165\"><i class=\"ng-star-inserted\" data-start-index=\"14165\">Consultas anal\u00edticas en la BBDD transaccional:<\/i><span class=\"ng-star-inserted\" data-start-index=\"14211\">\u00a0Soluci\u00f3n: Crea r\u00e9plicas o almacenes anal\u00edticos (Data Warehouse) para no tirar la web principal.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"14307\"><i class=\"ng-star-inserted\" data-start-index=\"14307\">Silos de datos departamentales:<\/i><span class=\"ng-star-inserted\" data-start-index=\"14338\">\u00a0Finanzas tiene sus datos, Marketing los suyos. Soluci\u00f3n: Repositorio \u00fanico (Single Source of Truth).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"14439\"><i class=\"ng-star-inserted\" data-start-index=\"14439\">Ignorar la privacidad (PII):<\/i><span class=\"ng-star-inserted\" data-start-index=\"14467\">\u00a0Mover datos sensibles en texto plano. Soluci\u00f3n: Enmascarar datos (Data Masking) desde la ingesta.<\/span><\/li><\/ol><h2 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"14668\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"14668\">BLOQUE 5. HERRAMIENTAS Y RECURSOS DE APOYO<\/span><\/h2><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"14710\"><b class=\"ng-star-inserted\" data-start-index=\"14710\">Recomendaci\u00f3n principal:<\/b><span class=\"ng-star-inserted\" data-start-index=\"14735\">Reg\u00edstrate en el programa de aceleraci\u00f3n de\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"14779\">mentorDay<\/b><span class=\"ng-star-inserted\" data-start-index=\"14788\">\u00a0para identificar las competencias tecnol\u00f3gicas clave de tu perfil. Aprende de mentores expertos en arquitectura tecnol\u00f3gica y escalabilidad en la nube.<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"14710\"><span class=\"ng-star-inserted\" data-start-index=\"14941\">\ud83d\udc49\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fmentorday.es%2Finscripcion%2F\" target=\"_blank\" rel=\"noopener\" data-start-index=\"14944\">Inscripci\u00f3n programa mentorDay<\/a><\/div><div data-start-index=\"14710\">\u00a0<\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"14710\"><span class=\"ng-star-inserted\" data-start-index=\"14975\">En la\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"14981\">3.\u00aa etapa<\/b><span class=\"ng-star-inserted\" data-start-index=\"14990\">, se te asignar\u00e1 un mentor t\u00e9cnico especializado para guiar la evoluci\u00f3n de tu stack de datos. Info:\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fmentorday.es%2Fherramientas-para-acelerar-empresas%2Fprograma-mentoring%2F\" target=\"_blank\" rel=\"noopener\" data-start-index=\"15091\">Programa Mentoring<\/a><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15109\"><b class=\"ng-star-inserted\" data-start-index=\"15109\">Plantillas y Apps:<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15127\"><b class=\"ng-star-inserted\" data-start-index=\"15127\">Airbyte \/ Fivetran \/ Trocco:<\/b><span class=\"ng-star-inserted\" data-start-index=\"15155\">\u00a0Plataformas SaaS esenciales para automatizar la extracci\u00f3n y carga (ingesta) sin apenas programar.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15254\"><b class=\"ng-star-inserted\" data-start-index=\"15254\">dbt (Data Build Tool):<\/b><span class=\"ng-star-inserted\" data-start-index=\"15276\">\u00a0El est\u00e1ndar de la industria para transformar y testear datos usando SQL modular y control de versiones.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15380\"><b class=\"ng-star-inserted\" data-start-index=\"15380\">Snowflake \/ Google BigQuery:<\/b><span class=\"ng-star-inserted\" data-start-index=\"15408\">\u00a0Data Warehouses en la nube que separan computaci\u00f3n de almacenamiento.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15478\"><b class=\"ng-star-inserted\" data-start-index=\"15478\">Apache Airflow \/ Mage.ai:<\/b><span class=\"ng-star-inserted\" data-start-index=\"15503\">\u00a0Orquestadores para planificar y monitorizar flujos de datos.<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15564\"><b class=\"ng-star-inserted\" data-start-index=\"15564\">Lecturas clave:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15579\"><i class=\"ng-star-inserted\" data-start-index=\"15579\">Fundamentals of Data Engineering<\/i><span class=\"ng-star-inserted\" data-start-index=\"15611\">\u00a0por Joe Reis y Matt Housley. Por qu\u00e9: Es \u00abla biblia\u00bb moderna que desmitifica el ciclo de vida completo de la ingenier\u00eda de datos sin atarte a una tecnolog\u00eda espec\u00edfica.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15780\"><i class=\"ng-star-inserted\" data-start-index=\"15780\">Designing Data-Intensive Applications<\/i><span class=\"ng-star-inserted\" data-start-index=\"15817\">\u00a0por Martin Kleppmann. Por qu\u00e9: Lectura profunda para entender arquitecturas de software y sistemas distribuidos.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15930\"><b class=\"ng-star-inserted\" data-start-index=\"15930\">Formaci\u00f3n recomendada:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"15952\"><i class=\"ng-star-inserted\" data-start-index=\"15952\">Data Engineering Zoomcamp (DataTalks.Club)<\/i><span class=\"ng-star-inserted\" data-start-index=\"15994\">: Nivel Intermedio\/Avanzado. Curso gratuito y completo sobre GCP, Terraform, Spark, Airflow y Kafka.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16094\"><i class=\"ng-star-inserted\" data-start-index=\"16094\">Certificaciones oficiales en la nube<\/i><span class=\"ng-star-inserted\" data-start-index=\"16130\">: Nivel B\u00e1sico\/Intermedio. \u00abAWS Certified Data Engineer\u00bb o \u00abGoogle Cloud Professional Data Engineer\u00bb.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16231\"><b class=\"ng-star-inserted\" data-start-index=\"16231\">Contenidos mentorDay:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16252\"><span class=\"ng-star-inserted\" data-start-index=\"16252\">No olvides revisar recursos formativos adicionales y webinars en la plataforma. Te invitamos a suscribirte a los canales de\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fwww.youtube.com%2F%40MentorDay\" target=\"_blank\" rel=\"noopener\" data-start-index=\"16376\">YouTube de mentorDay<\/a><span class=\"ng-star-inserted\" data-start-index=\"16396\">\u00a0y a su newsletter.<\/span><\/li><\/ul><h2 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"16518\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"16518\">BLOQUE 6. ECOSISTEMA DE APOYO \u2013 COMPLEMENTA TU PERFIL<\/span><\/h2><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16571\"><span class=\"ng-star-inserted\" data-start-index=\"16571\">Si te das cuenta de que la\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"16598\">Ingenier\u00eda de datos<\/b><span class=\"ng-star-inserted\" data-start-index=\"16617\">\u00a0es excesivamente t\u00e9cnica para ti y te frena operativamente, busca un socio t\u00e9cnico o un perfil especializado.<\/span><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16571\"><span class=\"ng-star-inserted\" data-start-index=\"16728\">\ud83d\udc49\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fmentorday.es%2Flink%2Fsocioperfecto\" target=\"_blank\" rel=\"noopener\" data-start-index=\"16731\">Encuentra tu socio perfecto en mentorDay<\/a><\/div><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16571\"><span class=\"ng-star-inserted\" data-start-index=\"16772\">\ud83d\udc49 Utiliza el\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fmentorday.es%2Flink%2Fequipo-emprendedoras\" target=\"_blank\" rel=\"noopener\" data-start-index=\"16786\">Mentor IA Equipo de mentorDay<\/a><span class=\"ng-star-inserted\" data-start-index=\"16815\">\u00a0para perfilar a tu equipo.<\/span><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16842\"><b class=\"ng-star-inserted\" data-start-index=\"16842\">Perfiles complementarios:<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"16867\"><b class=\"ng-star-inserted\" data-start-index=\"16867\">Data Engineer \/ Arquitecto Cloud:<\/b><span class=\"ng-star-inserted\" data-start-index=\"16900\">\u00a0Compensa tu visi\u00f3n de negocio construyendo la infraestructura escalable real. Tarea a delegar: Desarrollo de pipelines, orquestaci\u00f3n y mantenimiento del Data Warehouse.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17069\"><b class=\"ng-star-inserted\" data-start-index=\"17069\">Data Analyst \/ Analytics Engineer:<\/b><span class=\"ng-star-inserted\" data-start-index=\"17103\">\u00a0Compensa modelando los datos limpios y extrayendo insights accionables. Tarea a delegar: Creaci\u00f3n de dashboards y modelos de datos con dbt y SQL.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17249\"><b class=\"ng-star-inserted\" data-start-index=\"17249\">Data Scientist \/ ML Engineer:<\/b><span class=\"ng-star-inserted\" data-start-index=\"17278\">\u00a0Aplica IA sobre los datos que el ingeniero ha preparado. Tarea a delegar: Modelado predictivo y MLOps.<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17381\"><b class=\"ng-star-inserted\" data-start-index=\"17381\">Checklist para identificar e integrar perfiles:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17428\"><span class=\"ng-star-inserted\" data-start-index=\"17428\">[ ] Valora su experiencia montando infraestructuras desde cero, no solo manteniendo las ya creadas.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17527\"><span class=\"ng-star-inserted\" data-start-index=\"17527\">[ ] Eval\u00faa sus habilidades en SQL (imprescindible) y Python.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17587\"><span class=\"ng-star-inserted\" data-start-index=\"17587\">[ ] Pregunta por su enfoque sobre la \u00abGobernanza de Datos\u00bb y calidad, no solo en velocidad de entrega.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17689\"><span class=\"ng-star-inserted\" data-start-index=\"17689\">[ ] Fomenta que trabaje estrechamente con operaciones; los ingenieros de datos deben ser traductores de negocio, no solo picadores de c\u00f3digo.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17830\"><b class=\"ng-star-inserted\" data-start-index=\"17830\">Comunidades y Redes para practicar:<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17865\"><i class=\"ng-star-inserted\" data-start-index=\"17865\">Locally Optimistic \/ dbt Slack Community:<\/i><span class=\"ng-star-inserted\" data-start-index=\"17906\">\u00a0Para estar a la \u00faltima en el\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"17936\">Modern Data Stack<\/i><span class=\"ng-star-inserted\" data-start-index=\"17953\">.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"17954\"><i class=\"ng-star-inserted\" data-start-index=\"17954\">Reddit r\/dataengineering:<\/i><span class=\"ng-star-inserted\" data-start-index=\"17979\">\u00a0Discusiones crudas y reales sobre problemas arquitect\u00f3nicos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18040\"><i class=\"ng-star-inserted\" data-start-index=\"18040\">Meetups de Data Engineering locales:<\/i><span class=\"ng-star-inserted\" data-start-index=\"18076\">\u00a0Presenciales para contactar talento.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18113\"><b class=\"ng-star-inserted\" data-start-index=\"18113\">Networking mensual de mentorDay:<\/b><span class=\"ng-star-inserted\" data-start-index=\"18145\">\u00a0Conecta con perfiles t\u00e9cnicos que buscan proyectos empresariales donde aportar. \ud83d\udc49\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fmentorday.es%2Fnetworkingonline-para-emprendedores%2F\" target=\"_blank\" rel=\"noopener\" data-start-index=\"18229\">Networking online mentorDay<\/a><\/li><\/ol><h2 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"18359\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"18359\">BLOQUE 7. TU PLAN DE ACCI\u00d3N PERSONAL<\/span><\/h2><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18395\"><b class=\"ng-star-inserted\" data-start-index=\"18395\">Objetivo SMART a 30 d\u00edas:<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18395\"><i class=\"ng-star-inserted\" data-start-index=\"18421\">Ejemplo:<\/i><span class=\"ng-star-inserted\" data-start-index=\"18429\">\u00a0\u00abAutomatizar la ingesta diaria de las 3 principales fuentes de datos (CRM, Ads, ERP) en un Data Warehouse centralizado usando una herramienta No-code, reduciendo a cero las horas de extracci\u00f3n manual antes del fin de mes.\u00bb<\/span><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18652\"><b class=\"ng-star-inserted\" data-start-index=\"18652\">Plan 30\u201360\u201390:<\/b><\/h3><table class=\"ng-star-inserted\" data-start-index=\"18666\"><tbody><tr class=\"ng-star-inserted\"><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18666\"><span class=\"ng-star-inserted\" data-start-index=\"18666\">Fase<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18670\"><span class=\"ng-star-inserted\" data-start-index=\"18670\">Metas semanales \/ mensuales<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18697\"><span class=\"ng-star-inserted\" data-start-index=\"18697\">M\u00e9tricas (KPIs)<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18712\"><span class=\"ng-star-inserted\" data-start-index=\"18712\">Entregables<\/span><\/div><\/th><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18723\"><b class=\"ng-star-inserted\" data-start-index=\"18723\">D\u00eda 30<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18729\"><span class=\"ng-star-inserted\" data-start-index=\"18729\">Mapear arquitectura actual e implementar ingesta automatizada (EL).<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18796\"><span class=\"ng-star-inserted\" data-start-index=\"18796\">Horas manuales reducidas. Fuentes conectadas.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18841\"><span class=\"ng-star-inserted\" data-start-index=\"18841\">Diagrama de linaje. Warehouse activo con datos crudos.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18895\"><b class=\"ng-star-inserted\" data-start-index=\"18895\">D\u00eda 60<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18901\"><span class=\"ng-star-inserted\" data-start-index=\"18901\">Implementar transformaci\u00f3n y modelado b\u00e1sico (dbt).<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18952\"><span class=\"ng-star-inserted\" data-start-index=\"18952\">Tiempo de carga de consultas BI. Tablas limpias creadas.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19008\"><span class=\"ng-star-inserted\" data-start-index=\"19008\">Esquemas en estrella documentados. Datos limpios en producci\u00f3n.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19071\"><b class=\"ng-star-inserted\" data-start-index=\"19071\">D\u00eda 90<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19077\"><span class=\"ng-star-inserted\" data-start-index=\"19077\">Automatizar tests de calidad y orquestaci\u00f3n con alertas.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19133\"><span class=\"ng-star-inserted\" data-start-index=\"19133\">% Cobertura de tests. Fallos no detectados = 0.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19180\"><span class=\"ng-star-inserted\" data-start-index=\"19180\">Pipeline completo documentado y operando sin intervenci\u00f3n.<\/span><\/div><\/td><\/tr><\/tbody><\/table><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19238\"><b class=\"ng-star-inserted\" data-start-index=\"19238\">KPIs de progreso adicionales:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19267\"><span class=\"ng-star-inserted\" data-start-index=\"19267\">% de automatizaci\u00f3n de reportes de la empresa.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19313\"><span class=\"ng-star-inserted\" data-start-index=\"19313\">Disponibilidad y Up-time del sistema de datos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19359\"><span class=\"ng-star-inserted\" data-start-index=\"19359\">Costo mensual de infraestructura vs. valor generado.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19411\"><b class=\"ng-star-inserted\" data-start-index=\"19411\">Pr\u00f3ximo paso en 5 minutos:<\/b><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19411\"><span class=\"ng-star-inserted\" data-start-index=\"19438\">Haz un boceto r\u00e1pido a l\u00e1piz de todas las fuentes de datos (SaaS, Excel, web) que necesita tu empresa hoy para funcionar. Identifica cu\u00e1l es la m\u00e1s cr\u00edtica que hoy requiere \u00abmano de obra\u00bb y m\u00e1rcala con un c\u00edrculo rojo.<\/span><\/div><div data-start-index=\"19411\">\u00a0<\/div><div class=\"paragraph is-rich-chat-ui blockquote ng-star-inserted\" data-start-index=\"19656\"><b class=\"ng-star-inserted\" data-start-index=\"19656\">Copia y pega tu resumen en el \u00e1rea privada y en el entregable \u2018Plan de recursos humanos, desarrollo y crecimiento personal\u2019 del programa mentorDay.<\/b><\/div><h2 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"19906\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"19906\">BLOQUE 8. MAPA DE ADECUACI\u00d3N ESTRAT\u00c9GICA DE Ingenier\u00eda de datos<\/span><\/h2><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"19969\"><i class=\"ng-star-inserted\" data-start-index=\"19969\">(Contexto: La Ingenier\u00eda de Datos es cr\u00edtica en fases de Crecimiento y Escala, especialmente en modelos SaaS, Ecommerce y productos basados en IA. Es el habilitador t\u00e9cnico principal para organizaciones \u00abData-Driven\u00bb y de inteligencia artificial).<\/i><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20216\"><b class=\"ng-star-inserted\" data-start-index=\"20216\">8.1. Cu\u00e1ndo aplicar:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20236\"><b class=\"ng-star-inserted\" data-start-index=\"20236\">Decenas de fuentes fragmentadas \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"20269\">\u00a0Aporta valor unificando silos para dar una visi\u00f3n de negocio en 360 grados.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20345\"><b class=\"ng-star-inserted\" data-start-index=\"20345\">Caos en la veracidad de reportes \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"20379\">\u00a0Restaura la confianza en los datos eliminando el factor humano en la extracci\u00f3n.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20460\"><b class=\"ng-star-inserted\" data-start-index=\"20460\">Implementaci\u00f3n inminente de IA \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"20492\">\u00a0Proporciona la canalizaci\u00f3n de datos estructurados, de alta velocidad, indispensable para entrenar modelos sin sesgos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20611\"><b class=\"ng-star-inserted\" data-start-index=\"20611\">Altos costes de servidores \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"20639\">\u00a0La separaci\u00f3n de almacenamiento y c\u00f3mputo optimiza la factura mensual.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20710\"><b class=\"ng-star-inserted\" data-start-index=\"20710\">8.2. D\u00f3nde es m\u00e1s necesaria (Matriz Fase \u00d7 Sector \u00d7 Modelo \u00d7 Innovaci\u00f3n):<\/b><\/h3><table class=\"ng-star-inserted\" data-start-index=\"20783\"><tbody><tr class=\"ng-star-inserted\"><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20783\"><span class=\"ng-star-inserted\" data-start-index=\"20783\">Sector<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20789\"><span class=\"ng-star-inserted\" data-start-index=\"20789\">Modelo de negocio<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20806\"><span class=\"ng-star-inserted\" data-start-index=\"20806\">Fase del proyecto<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20823\"><span class=\"ng-star-inserted\" data-start-index=\"20823\">Grado de innovaci\u00f3n<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20842\"><span class=\"ng-star-inserted\" data-start-index=\"20842\">Criticidad<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20852\"><span class=\"ng-star-inserted\" data-start-index=\"20852\">Justificaci\u00f3n (\u22641 l\u00ednea)<\/span><\/div><\/th><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20876\"><b class=\"ng-star-inserted\" data-start-index=\"20876\">SaaS \/ IA<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20885\"><span class=\"ng-star-inserted\" data-start-index=\"20885\">Suscripci\u00f3n<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20896\"><b class=\"ng-star-inserted\" data-start-index=\"20896\">Escala<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20902\"><span class=\"ng-star-inserted\" data-start-index=\"20902\">Radical \/ Disruptiva<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20922\"><b class=\"ng-star-inserted\" data-start-index=\"20922\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"20926\"><span class=\"ng-star-inserted\" data-start-index=\"20926\">Los modelos de IA colapsan si no tienen canales de datos automatizados y limpios.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21007\"><b class=\"ng-star-inserted\" data-start-index=\"21007\">Retail \/ Ecom<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21020\"><span class=\"ng-star-inserted\" data-start-index=\"21020\">Venta directa<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21033\"><b class=\"ng-star-inserted\" data-start-index=\"21033\">Crecimiento<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21044\"><span class=\"ng-star-inserted\" data-start-index=\"21044\">Incremental<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21055\"><b class=\"ng-star-inserted\" data-start-index=\"21055\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21059\"><span class=\"ng-star-inserted\" data-start-index=\"21059\">Volumen transaccional alto exige automatizar el an\u00e1lisis de LTV, CAC e inventario.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21141\"><b class=\"ng-star-inserted\" data-start-index=\"21141\">Impacto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21148\"><span class=\"ng-star-inserted\" data-start-index=\"21148\">Marketplace<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21159\"><b class=\"ng-star-inserted\" data-start-index=\"21159\">Validaci\u00f3n<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21169\"><span class=\"ng-star-inserted\" data-start-index=\"21169\">Sustancial<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21179\"><b class=\"ng-star-inserted\" data-start-index=\"21179\">Medio<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21184\"><span class=\"ng-star-inserted\" data-start-index=\"21184\">Requiere medir el equilibrio de oferta y demanda, pero admite a\u00fan procesos semi-manuales.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21273\"><b class=\"ng-star-inserted\" data-start-index=\"21273\">Salud \/ Biotech<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21288\"><span class=\"ng-star-inserted\" data-start-index=\"21288\">B2B<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21291\"><b class=\"ng-star-inserted\" data-start-index=\"21291\">Crecimiento<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21302\"><span class=\"ng-star-inserted\" data-start-index=\"21302\">Radical<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21309\"><b class=\"ng-star-inserted\" data-start-index=\"21309\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21313\"><span class=\"ng-star-inserted\" data-start-index=\"21313\">Exigencia de gobierno de datos, privacidad e integraci\u00f3n de historias cl\u00ednicas a gran escala.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21406\"><b class=\"ng-star-inserted\" data-start-index=\"21406\">Servicios Prof.<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21421\"><span class=\"ng-star-inserted\" data-start-index=\"21421\">Consultor\u00eda<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21432\"><b class=\"ng-star-inserted\" data-start-index=\"21432\">Idea<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21436\"><span class=\"ng-star-inserted\" data-start-index=\"21436\">Incremental<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21447\"><b class=\"ng-star-inserted\" data-start-index=\"21447\">Bajo<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21451\"><span class=\"ng-star-inserted\" data-start-index=\"21451\">Escaso volumen inicial; un CRM b\u00e1sico es suficiente sin montar arquitecturas costosas.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21537\"><b class=\"ng-star-inserted\" data-start-index=\"21537\">IoT \/ Ind. 4.0<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21551\"><span class=\"ng-star-inserted\" data-start-index=\"21551\">HW + Servicio<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21564\"><b class=\"ng-star-inserted\" data-start-index=\"21564\">Crecimiento<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21575\"><span class=\"ng-star-inserted\" data-start-index=\"21575\">Disruptiva<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21585\"><b class=\"ng-star-inserted\" data-start-index=\"21585\">Alto<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21589\"><span class=\"ng-star-inserted\" data-start-index=\"21589\">Millones de eventos por segundo (sensores) exigen tecnolog\u00eda de\u00a0<\/span><i class=\"ng-star-inserted\" data-start-index=\"21653\">streaming<\/i><span class=\"ng-star-inserted\" data-start-index=\"21662\">\u00a0avanzada.<\/span><\/div><\/td><\/tr><\/tbody><\/table><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21672\"><b class=\"ng-star-inserted\" data-start-index=\"21672\">8.3. Tecnolog\u00edas a incorporar:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21702\"><b class=\"ng-star-inserted\" data-start-index=\"21702\">Data Warehouse (Snowflake \/ BigQuery) \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"21741\">\u00a0Repositorio central escalable para almacenamiento anal\u00edtico.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21802\"><b class=\"ng-star-inserted\" data-start-index=\"21802\">ETL\/ELT SaaS (Fivetran \/ Airbyte \/ Trocco) \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"21846\">\u00a0Ingesta y conexi\u00f3n automatizada de cientos de APIs en minutos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"21909\"><b class=\"ng-star-inserted\" data-start-index=\"21909\">Transformaci\u00f3n (dbt) \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"21931\">\u00a0Limpieza, pruebas y modelado colaborativo aplicando control de versiones (Git).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22011\"><b class=\"ng-star-inserted\" data-start-index=\"22011\">Orquestaci\u00f3n (Airflow \/ Mage) \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"22042\">\u00a0Coordinaci\u00f3n de horarios y dependencias de ejecuci\u00f3n de las tuber\u00edas de datos.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22121\"><b class=\"ng-star-inserted\" data-start-index=\"22121\">Streaming (Apache Kafka) \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"22147\">\u00a0Manejo y procesamiento de datos masivos en tiempo real.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22203\"><b class=\"ng-star-inserted\" data-start-index=\"22203\">Cat\u00e1logo y Gobernanza (Alation \/ Collibra) \u2192<\/b><span class=\"ng-star-inserted\" data-start-index=\"22247\">\u00a0Diccionarios de datos para trazabilidad y cumplimiento legal.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22309\"><b class=\"ng-star-inserted\" data-start-index=\"22309\">8.4. Tama\u00f1o y econom\u00eda del proyecto:<\/b><\/h3><table class=\"ng-star-inserted\" data-start-index=\"22345\"><tbody><tr class=\"ng-star-inserted\"><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22345\"><span class=\"ng-star-inserted\" data-start-index=\"22345\">Variable<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22353\"><span class=\"ng-star-inserted\" data-start-index=\"22353\">Rango recomendado<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22370\"><span class=\"ng-star-inserted\" data-start-index=\"22370\">Umbral de prioridad<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22389\"><span class=\"ng-star-inserted\" data-start-index=\"22389\">Nota \/ por qu\u00e9<\/span><\/div><\/th><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22403\"><b class=\"ng-star-inserted\" data-start-index=\"22403\">Tama\u00f1o de equipo<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22419\"><span class=\"ng-star-inserted\" data-start-index=\"22419\">1\u20132 \u00b7 3\u201310 \u00b7\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"22432\">11\u201350<\/b><span class=\"ng-star-inserted\" data-start-index=\"22437\">\u00a0\u00b7 51\u2013200 \u00b7 &gt;200<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22453\"><b class=\"ng-star-inserted\" data-start-index=\"22453\">&gt;10 personas<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22465\"><span class=\"ng-star-inserted\" data-start-index=\"22465\">Al existir m\u00faltiples departamentos, la \u00ab\u00fanica fuente de verdad\u00bb es obligatoria.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22544\"><b class=\"ng-star-inserted\" data-start-index=\"22544\">Facturaci\u00f3n anual<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22561\"><span class=\"ng-star-inserted\" data-start-index=\"22561\">0\u2013100k \u00b7 100k\u2013500k \u00b7\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"22582\">500k\u20132M<\/b><span class=\"ng-star-inserted\" data-start-index=\"22589\">\u00a0\u00b7 2M\u201310M \u00b7 &gt;10M<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22605\"><b class=\"ng-star-inserted\" data-start-index=\"22605\">&gt;500k \u20ac<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22612\"><span class=\"ng-star-inserted\" data-start-index=\"22612\">El coste de las decisiones basadas en datos err\u00f3neos escala r\u00e1pidamente.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22684\"><b class=\"ng-star-inserted\" data-start-index=\"22684\">Volumen de Datos<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22700\"><span class=\"ng-star-inserted\" data-start-index=\"22700\">MBs \u00b7 GBs \u00b7\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"22712\">Terabytes<\/b><span class=\"ng-star-inserted\" data-start-index=\"22721\">\u00a0\u00b7 Petabytes<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22733\"><b class=\"ng-star-inserted\" data-start-index=\"22733\">&gt;50 GB \/ Terabytes<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22751\"><span class=\"ng-star-inserted\" data-start-index=\"22751\">Excel y bases de datos transaccionales simples colapsan; urge Big Data.<\/span><\/div><\/td><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22822\"><b class=\"ng-star-inserted\" data-start-index=\"22822\">Forma de ingresos<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22839\"><span class=\"ng-star-inserted\" data-start-index=\"22839\">One-off \u00b7\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"22849\">Suscripci\u00f3n<\/b><span class=\"ng-star-inserted\" data-start-index=\"22860\">\u00a0\u00b7\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"22863\">Usage<\/b><span class=\"ng-star-inserted\" data-start-index=\"22868\">\u00a0\u00b7 Ads<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22874\"><b class=\"ng-star-inserted\" data-start-index=\"22874\">Usage \/ Ads \/ Sub<\/b><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22891\"><span class=\"ng-star-inserted\" data-start-index=\"22891\">Medir uso (telemetr\u00eda) o renovaciones en masa requiere infraestructura s\u00f3lida.<\/span><\/div><\/td><\/tr><\/tbody><\/table><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"22969\"><b class=\"ng-star-inserted\" data-start-index=\"22969\">8.5. Reglas de decisi\u00f3n e \u00cdndice de Adecuaci\u00f3n (IA):<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23021\"><i class=\"ng-star-inserted\" data-start-index=\"23021\">Puntuaci\u00f3n por dimensi\u00f3n:<\/i><span class=\"ng-star-inserted\" data-start-index=\"23046\">\u00a0Alto = 3 | Medio = 2 | Bajo = 1.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23079\"><i class=\"ng-star-inserted\" data-start-index=\"23079\">F\u00f3rmula IA:<\/i><span class=\"ng-star-inserted\" data-start-index=\"23090\">\u00a0(Sector\u00b70,25 + Modelo\u00b70,25 + Fase\u00b70,25 + Innovaci\u00f3n\u00b70,25).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23149\"><i class=\"ng-star-inserted\" data-start-index=\"23149\">Ajustes (+0,2 c\/u):<\/i><br \/><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23168\"><span class=\"ng-star-inserted\" data-start-index=\"23168\">Innovaci\u00f3n Radical (ej. modelos IA propios).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23212\"><span class=\"ng-star-inserted\" data-start-index=\"23212\">Ingresos Usage-based (pago por uso) o suscripciones masivas.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23272\"><span class=\"ng-star-inserted\" data-start-index=\"23272\">Modelo B2B2C o Marketplace con alta complejidad de cruce de datos.<\/span><\/li><\/ul><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23338\"><i class=\"ng-star-inserted\" data-start-index=\"23338\">Umbrales:<\/i><b class=\"ng-star-inserted\" data-start-index=\"23348\">IA \u2265 2,6 \u2192 ALTA<\/b><span class=\"ng-star-inserted\" data-start-index=\"23363\">\u00a0|\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"23366\">2,0\u20132,59 \u2192 MEDIA<\/b><span class=\"ng-star-inserted\" data-start-index=\"23382\">\u00a0|\u00a0<\/span><b class=\"ng-star-inserted\" data-start-index=\"23385\">&lt; 2,0 \u2192 BAJA<\/b><span class=\"ng-star-inserted\" data-start-index=\"23397\">.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23398\"><i class=\"ng-star-inserted\" data-start-index=\"23398\">Conclusi\u00f3n operativa:<\/i><span class=\"ng-star-inserted\" data-start-index=\"23419\">\u00a0Si tu IA es Alta, debes externalizar o contratar talento en Ingenier\u00eda de datos de inmediato; seguir usando procesos manuales destruir\u00e1 tu capacidad operativa y rentabilidad a corto plazo. Si es Baja, prioriza traccionar ventas con herramientas est\u00e1ndar.<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23674\"><b class=\"ng-star-inserted\" data-start-index=\"23674\">8.6. Siguiente paso:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"23700\"><span class=\"ng-star-inserted\" data-start-index=\"23700\">Abre tu panel actual de anal\u00edticas (Google Analytics o CRM) y verifica qu\u00e9 % de su informaci\u00f3n actual requiere manipulaci\u00f3n humana para ser \u00fatil. Si es mayor al 20%, entra al programa mentorDay para dise\u00f1ar tu automatizaci\u00f3n.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui heading2 ng-star-inserted\" role=\"heading\" data-start-index=\"24026\" aria-level=\"2\"><span class=\"ng-star-inserted\" data-start-index=\"24026\">RESUMEN EJECUTIVO Y EXTRAS<\/span><\/h3><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24052\"><b class=\"ng-star-inserted\" data-start-index=\"24052\">Tabla-resumen ejecutiva:<\/b><\/div><table class=\"ng-star-inserted\" data-start-index=\"24076\"><tbody><tr class=\"ng-star-inserted\"><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24076\"><span class=\"ng-star-inserted\" data-start-index=\"24076\">Qu\u00e9 es<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24082\"><span class=\"ng-star-inserted\" data-start-index=\"24082\">C\u00f3mo medir<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24092\"><span class=\"ng-star-inserted\" data-start-index=\"24092\">Riesgos si es baja<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24110\"><span class=\"ng-star-inserted\" data-start-index=\"24110\">3 h\u00e1bitos<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24119\"><span class=\"ng-star-inserted\" data-start-index=\"24119\">3 ejercicios<\/span><\/div><\/th><th class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24131\"><span class=\"ng-star-inserted\" data-start-index=\"24131\">3 herramientas<\/span><\/div><\/th><\/tr><tr class=\"ng-star-inserted\"><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24145\"><span class=\"ng-star-inserted\" data-start-index=\"24145\">Dise\u00f1o de arquitecturas para mover, limpiar y procesar datos a escala para analytics e IA.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24235\"><span class=\"ng-star-inserted\" data-start-index=\"24235\">Tasa de fallos en pipelines, latencia de datos y tiempos de carga de consultas SQL.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24318\"><span class=\"ng-star-inserted\" data-start-index=\"24318\">Decisiones err\u00f3neas por datos corruptos, imposibilidad de entrenar IA, colapso de servidores.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24411\"><span class=\"ng-star-inserted\" data-start-index=\"24411\">1. Trazar el origen del dato. 2. Documentar diccionarios. 3. Alertas automatizadas.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24494\"><span class=\"ng-star-inserted\" data-start-index=\"24494\">1. Mapeo Data Lineage. 2. Montar pipeline ELT b\u00e1sico. 3. Firmar Contratos de Datos.<\/span><\/div><\/td><td class=\"ng-star-inserted\"><div class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24577\"><span class=\"ng-star-inserted\" data-start-index=\"24577\">1. Snowflake\/BigQuery (Storage) 2. dbt (Transformaci\u00f3n) 3. Airflow\/Mage (Orquestador)<\/span><\/div><\/td><\/tr><\/tbody><\/table><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24662\"><b class=\"ng-star-inserted\" data-start-index=\"24662\">Mapa de riesgos:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24678\"><b class=\"ng-star-inserted\" data-start-index=\"24678\">Operativo:<\/b><span class=\"ng-star-inserted\" data-start-index=\"24688\">\u00a0Los equipos comerciales y de marketing toman decisiones con datos obsoletos; el coste de mantenimiento se dispara.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24803\"><b class=\"ng-star-inserted\" data-start-index=\"24803\">Equipo:<\/b><span class=\"ng-star-inserted\" data-start-index=\"24810\">\u00a0Agotamiento (burnout) del equipo t\u00e9cnico haciendo trabajos repetitivos de limpieza y perdiendo foco en la innovaci\u00f3n.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"24928\"><b class=\"ng-star-inserted\" data-start-index=\"24928\">Mercado:<\/b><span class=\"ng-star-inserted\" data-start-index=\"24936\">\u00a0Competidores con infraestructura escalable pueden usar IA para optimizar precios y retenci\u00f3n mucho m\u00e1s r\u00e1pido que t\u00fa.<\/span><\/li><\/ul><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25054\"><b class=\"ng-star-inserted\" data-start-index=\"25054\">Sectores\/fases donde NO es clave:<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25087\"><b class=\"ng-star-inserted\" data-start-index=\"25087\">Validaci\u00f3n de servicios f\u00edsicos:<\/b><span class=\"ng-star-inserted\" data-start-index=\"25119\">\u00a0Tiendas locales o despachos profesionales. Alternativa: SaaS como HubSpot o Shopify que ya traen anal\u00edticas integradas.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25239\"><b class=\"ng-star-inserted\" data-start-index=\"25239\">Etapa Seed pre-producto:<\/b><span class=\"ng-star-inserted\" data-start-index=\"25263\">\u00a0El volumen de datos no justifica inversi\u00f3n de servidor. Alternativa: Airtable, Zapier o Excel avanzado.<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25367\"><b class=\"ng-star-inserted\" data-start-index=\"25367\">Competencias relacionadas (mapa mentorDay):<\/b><\/h3><ol class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25410\"><i class=\"ng-star-inserted\" data-start-index=\"25410\"><a href=\"https:\/\/mentorday.es\/wikitips\/alfabetizacion-tecnologica\/\">Alfabetizaci\u00f3n tecnol\u00f3gica<\/a>:<\/i><span class=\"ng-star-inserted\" data-start-index=\"25437\">\u00a0Prerrequisito absoluto.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25461\"><i class=\"ng-star-inserted\" data-start-index=\"25461\"><a href=\"https:\/\/mentorday.es\/wikitips\/capacidad-analitica\/\">Capacidad anal\u00edtica<\/a>:<\/i><span class=\"ng-star-inserted\" data-start-index=\"25481\">\u00a0Es el complemento (el an\u00e1lisis extrae valor de la infraestructura).<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25549\"><i class=\"ng-star-inserted\" data-start-index=\"25549\"><a href=\"https:\/\/mentorday.es\/wikitips\/programacion\">Programaci\u00f3n inform\u00e1tica<\/a> \/ <a href=\"https:\/\/mentorday.es\/wikitips\/ciberseguridad-para-emprendedores-protege-tu-negocio-desde-el-primer-dia\/\">Ciberseguridad<\/a>:<\/i><span class=\"ng-star-inserted\" data-start-index=\"25591\">\u00a0Habilidades t\u00e9cnicas adyacentes para programar scripts y asegurar la privacidad del dato.<\/span><\/li><\/ol><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25814\"><b class=\"ng-star-inserted\" data-start-index=\"25814\">Enlaces internos sugeridos a otras WikiTIPS:<\/b><\/h3><ul class=\"ng-star-inserted\"><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25858\"><span class=\"ng-star-inserted\" data-start-index=\"25858\">Complementa esta lectura mejorando tu <\/span><a href=\"https:\/\/mentorday.es\/wikitips\/capacidad-analitica\/\">Capacidad Anal\u00edtica<span class=\"ng-star-inserted\" data-start-index=\"25915\">.<\/span><\/a><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25916\"><span class=\"ng-star-inserted\" data-start-index=\"25916\">Asegura la protecci\u00f3n de tus bases de datos con nuestra tip sobre\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fmentorday.es%2Fwikitips%2Fciberseguridad-para-emprendedores-protege-tu-negocio-desde-el-primer-dia\" target=\"_blank\" rel=\"noopener\" data-start-index=\"25982\">Ciberseguridad<\/a><span class=\"ng-star-inserted\" data-start-index=\"25996\">.<\/span><\/li><li class=\"paragraph list-item is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"25997\"><span class=\"ng-star-inserted\" data-start-index=\"25997\">Aplica el valor de tus datos leyendo sobre\u00a0<\/span><a class=\"ng-star-inserted\" href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fmentorday.es%2Fwikitips%2Finteligencia-artificial-2\" target=\"_blank\" rel=\"noopener\" data-start-index=\"26040\">Inteligencia Artificial<\/a><span class=\"ng-star-inserted\" data-start-index=\"26063\">.<\/span><\/li><\/ul><\/div><\/section><\/div><\/div><h3 class=\"paragraph is-rich-chat-ui normal ng-star-inserted\" data-start-index=\"18056\">Copia y pega tu resumen en el \u00e1rea privada y en el entregable &#8216;Plan de recursos humanos, desarrollo y crecimiento personal&#8217; del programa mentorDay.<\/h3><\/form><\/div><div class=\"panel-footer ng-star-inserted\">\u00a0<\/div><\/section><\/div>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-84e6834 e-flex e-con-boxed e-con e-parent\" data-id=\"84e6834\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-135f13b elementor-widget elementor-widget-video\" data-id=\"135f13b\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/RR7rxkQlxZA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f346715 e-flex e-con-boxed e-con e-parent\" data-id=\"f346715\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-91ea12e elementor-widget elementor-widget-text-editor\" data-id=\"91ea12e\" data-element_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<h2 style=\"text-align: center;\"><strong>\u2753 FAQ (Preguntas frecuentes)<\/strong><\/h2>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b000e3a e-flex e-con-boxed e-con e-parent\" data-id=\"b000e3a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-83fa2b4 elementor-widget elementor-widget-n-accordion\" data-id=\"83fa2b4\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1380\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1380\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u00bfQu\u00e9 es exactamente la ingenier\u00eda de datos y por qu\u00e9 mi empresa la necesita? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1380\" class=\"elementor-element elementor-element-59cb20d e-con-full e-flex e-con e-child\" data-id=\"59cb20d\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1380\" class=\"elementor-element elementor-element-0688d41 e-flex e-con-boxed e-con e-child\" data-id=\"0688d41\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69282df elementor-widget elementor-widget-text-editor\" data-id=\"69282df\" data-element_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 style=\"color: #009988;\"><span class=\"ng-star-inserted\" data-start-index=\"13428\">Es la \u00abfontaner\u00eda\u00bb digital de tu negocio. Consiste en crear sistemas autom\u00e1ticos que recopilan, limpian y organizan tu informaci\u00f3n de forma segura. La necesitas para dejar de copiar y pegar en hojas de c\u00e1lculo, evitar errores humanos, tomar decisiones basadas en n\u00fameros reales y preparar tu infraestructura para implementar Inteligencia Artificial con \u00e9xito.<\/span><\/span><\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1381\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1381\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u00bfC\u00f3mo s\u00e9 si es el momento de aplicar la ingenier\u00eda de datos en mi negocio? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1381\" class=\"elementor-element elementor-element-d1f91e1 e-con-full e-flex e-con e-child\" data-id=\"d1f91e1\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1381\" class=\"elementor-element elementor-element-5cb94ee e-flex e-con-boxed e-con e-child\" data-id=\"5cb94ee\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0c5ecfb elementor-widget elementor-widget-text-editor\" data-id=\"0c5ecfb\" data-element_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>Debes actuar de inmediato si tu equipo pierde horas a la semana uniendo archivos manualmente, si tus paneles de control tardan minutos en cargar o si cada departamento tiene n\u00fameros distintos para medir las mismas ventas. Si presentas estas alertas, es urgente que automatices tus procesos y crees una \u00abfuente \u00fanica de verdad\u00bb para toda la empresa.<\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1382\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1382\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u00bfEs obligatorio saber programar para empezar a automatizar mis datos? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1382\" class=\"elementor-element elementor-element-78d82be e-con-full e-flex e-con e-child\" data-id=\"78d82be\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1382\" class=\"elementor-element elementor-element-66d58a6 e-flex e-con-boxed e-con e-child\" data-id=\"66d58a6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c09a835 elementor-widget elementor-widget-text-editor\" data-id=\"c09a835\" data-element_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 style=\"color: #009988;\">No en las fases iniciales. Hoy existen plataformas de software como Airbyte o Fivetran que te permiten conectar tus aplicaciones, como tu tienda online o tu CRM, hacia un almac\u00e9n de datos central sin escribir c\u00f3digo. Conforme tu volumen de datos crezca a millones de registros, entonces s\u00ed ser\u00e1 rentable incorporar a un especialista t\u00e9cnico que domine herramientas m\u00e1s avanzadas y lenguajes como SQL.<\/span><\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1383\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1383\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u00bfCu\u00e1l es el primer paso pr\u00e1ctico para organizar la informaci\u00f3n de mi empresa hoy mismo? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1383\" class=\"elementor-element elementor-element-ef5b723 e-con-full e-flex e-con e-child\" data-id=\"ef5b723\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1383\" class=\"elementor-element elementor-element-3605a63 e-flex e-con-boxed e-con e-child\" data-id=\"3605a63\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69d0ff6 elementor-widget elementor-widget-text-editor\" data-id=\"69d0ff6\" data-element_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 style=\"color: #009988;\"><span class=\"ng-star-inserted\" data-start-index=\"14446\">Dibuja un mapa visual de tus datos. Identifica de d\u00f3nde extraes la informaci\u00f3n diaria, d\u00f3nde se almacena y qui\u00e9n la consume para tomar decisiones. Encuentra cu\u00e1l de esas rutas te exige m\u00e1s horas de trabajo manual en la actualidad y prioriza conectar esa fuente espec\u00edfica de manera autom\u00e1tica. Este simple paso te ahorrar\u00e1 tiempo inmediato y sentar\u00e1 las bases de tu escalabilidad.<\/span><\/span><\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7794700 e-flex e-con-boxed e-con e-parent\" data-id=\"7794700\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b2e1d6b e-con-full e-flex e-con e-child\" data-id=\"b2e1d6b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a1f5c70 elementor-widget elementor-widget-text-editor\" data-id=\"a1f5c70\" data-element_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<h3 style=\"text-align: center;\"><strong>Tu Pr\u00f3ximo Gran Paso: Acelera con mentorDay<\/strong><\/h3><p style=\"text-align: center;\">Ahora que conoces el m\u00e9todo, es momento de llevarlo a la pr\u00e1ctica con el acompa\u00f1amiento de expertos. <strong>Inscr\u00edbete gratuitamente al Programa de Aceleraci\u00f3n de mentorDay<\/strong> y convierte la teor\u00eda en acci\u00f3n.<\/p><p style=\"text-align: center;\">\ud83d\udc49 <strong>\u00a1Da el salto y acelera esta competencia con mentorDay!<\/strong> <a href=\"https:\/\/links.mentorday.es\/inscripcion\">https:\/\/links.mentorday.es\/inscripcion<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6891c31 elementor-widget elementor-widget-text-editor\" data-id=\"6891c31\" data-element_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<h2 style=\"text-align: center;\"><strong>QUIZ<\/strong><\/h2>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dde1558 e-flex e-con-boxed e-con e-parent\" data-id=\"dde1558\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e36d14a elementor-widget elementor-widget-mentorforms\" data-id=\"e36d14a\" data-element_type=\"widget\" data-widget_type=\"mentorforms.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<iframe aria-label=\"Quiz: Competencia Adaptaci\u00f3n al Cambio\" src=\"https:\/\/forms.zohopublic.com\/jcaverodyrectoes\/form\/CompetenciaIngenieradedatos\/formperma\/VNJU4SfoPG7jdEejVbCOFOYN8jMwdYFHlNl2V4VWzhg\" width=\"99%\" height=\"500px\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Infraestructura de ingenier\u00eda de datos conectando fuentes, almacenamiento y an\u00e1lisis<\/p>\n","protected":false},"author":6,"featured_media":141605,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1175,1176],"tags":[3339,1605,2377,1095],"class_list":["post-140960","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-desarrollo-personal","category-competencias-personales","tag-analitica","tag-datos","tag-decisiones","tag-digitalizacion"],"_links":{"self":[{"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/posts\/140960","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/comments?post=140960"}],"version-history":[{"count":13,"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/posts\/140960\/revisions"}],"predecessor-version":[{"id":140974,"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/posts\/140960\/revisions\/140974"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/media\/141605"}],"wp:attachment":[{"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/media?parent=140960"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/categories?post=140960"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mentorday.es\/wikitips\/wp-json\/wp\/v2\/tags?post=140960"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}