{"id":342822,"date":"2025-08-27T23:05:17","date_gmt":"2025-08-27T23:05:17","guid":{"rendered":"https:\/\/scanda.com.mx\/?p=342822"},"modified":"2026-04-14T01:08:38","modified_gmt":"2026-04-14T01:08:38","slug":"calidad-de-datos-y-su-impacto-en-riesgos-y-costos","status":"publish","type":"post","link":"https:\/\/scanda.com.mx\/en\/data-quality-and-its-impact-on-risks-and-costs\/","title":{"rendered":"Data quality and its impact on risks and costs"},"content":{"rendered":"\n[et_pb_section fb_built=\u00bb1&#8243; admin_label=\u00bbHeader\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb use_background_color_gradient=\u00bbon\u00bb background_color_gradient_stops=\u00bbrgba(10,10,10,0.5) 0%|rgba(0,0,0,0.6) 100%\u00bb background_color_gradient_overlays_image=\u00bbon\u00bb background_image=\u00bbhttps:\/\/scanda.com.mx\/wp-content\/uploads\/2025\/08\/Cloud-migration.webp\u00bb custom_padding=\u00bb10vw||10vw||true|false\u00bb hover_enabled=\u00bb0&#8243; collapsed=\u00bbon\u00bb global_colors_info=\u00bb{}\u00bb title_text=\u00bbCloud-migration\u00bb sticky_enabled=\u00bb0&#8243;][et_pb_row _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb width=\u00bb50%\u00bb width_tablet=\u00bb80%\u00bb width_phone=\u00bb80%\u00bb width_last_edited=\u00bbon|desktop\u00bb max_width=\u00bbnone\u00bb hover_enabled=\u00bb0&#8243; global_colors_info=\u00bb{}\u00bb custom_margin=\u00bb136px||||false|false\u00bb sticky_enabled=\u00bb0&#8243;][et_pb_column type=\u00bb4_4&#8243; _builder_version=\u00bb4.24.3&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_heading title=\u00bbC\u00f3mo una estrategia robusta de calidad de datos aceler\u00f3 la migraci\u00f3n de un sistema core en LatAm\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bb_initial\u00bb title_font=\u00bbInter|700||on|||||\u00bb title_text_align=\u00bbcenter\u00bb title_text_color=\u00bb#FFFFFF\u00bb title_font_size=\u00bb2.7vw\u00bb title_line_height=\u00bb1.2em\u00bb custom_margin=\u00bb||10px||false|false\u00bb title_font_size_tablet=\u00bb40px\u00bb title_font_size_phone=\u00bb24px\u00bb title_font_size_last_edited=\u00bbon|desktop\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_heading][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1&#8243; admin_label=\u00bbVideo\u00bb _builder_version=\u00bb4.24.3&#8243; _module_preset=\u00bbdefault\u00bb collapsed=\u00bbon\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_row _builder_version=\u00bb4.24.3&#8243; _module_preset=\u00bbdefault\u00bb max_width=\u00bbnone\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4&#8243; _builder_version=\u00bb4.24.3&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_heading title=\u00bbEl desaf\u00edo: migrar a un nuevo sistema sin arrastrar errores del pasado\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bb_initial\u00bb title_level=\u00bbh3&#8243; title_font=\u00bbInter|500|||||||\u00bb title_font_size=\u00bb36px\u00bb title_line_height=\u00bb1.4em\u00bb custom_margin=\u00bb||10px||false|false\u00bb title_font_size_tablet=\u00bb20px\u00bb title_font_size_phone=\u00bb16px\u00bb title_font_size_last_edited=\u00bbon|desktop\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_heading][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4&#8243; _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_text _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb text_font=\u00bbInter||||||||\u00bb text_font_size=\u00bb17px\u00bb global_colors_info=\u00bb{}\u00bb]<p>Una empresa global l\u00edder en servicios transaccionales \u2014con presencia en 46 pa\u00edses, m\u00e1s de 50 millones de usuarios y 2 millones de comercios afiliados\u2014 emprendi\u00f3 una de las transformaciones m\u00e1s ambiciosas de su historia: implementar un nuevo sistema core para todas sus operaciones en Am\u00e9rica Latina.<\/p>\n<p>Aunque el nuevo sistema promet\u00eda agilidad y escalabilidad, el obst\u00e1culo no era tecnol\u00f3gico, sino informativo: millones de registros distribuidos en sistemas legacy, sin gobernanza ni control de calidad. El equipo interno detect\u00f3 errores de formato, duplicados, campos vac\u00edos y datos inconsistentes, que pon\u00edan en riesgo la estabilidad del nuevo sistema. Adem\u00e1s, los equipos de negocio no dispon\u00edan del tiempo ni los recursos necesarios para apoyar el proceso de limpieza.<\/p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1&#8243; admin_label=\u00bbTestimonials\u00bb _builder_version=\u00bb4.24.3&#8243; _module_preset=\u00bbdefault\u00bb min_height=\u00bb395.2px\u00bb custom_padding=\u00bb||0px|||\u00bb collapsed=\u00bbon\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_row _builder_version=\u00bb4.24.3&#8243; _module_preset=\u00bbdefault\u00bb width=\u00bb100%\u00bb max_width=\u00bb800px\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4&#8243; _builder_version=\u00bb4.24.3&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_slider arrows_custom_color=\u00bbgcid-c7d8f091-13fc-48ff-a161-01fd58ed72d5&#8243; dot_nav_custom_color=\u00bbgcid-c7d8f091-13fc-48ff-a161-01fd58ed72d5&#8243; _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb header_font=\u00bbInter|500|||||||\u00bb header_text_color=\u00bbgcid-3e93bdc5-146d-448e-a761-9f1b4dd51113&#8243; header_font_size=\u00bb36px\u00bb header_line_height=\u00bb1.4em\u00bb body_font=\u00bbJosefin Sans|500|||||||\u00bb body_text_color=\u00bb#666666&#8243; body_font_size=\u00bb18px\u00bb body_line_height=\u00bb1.8em\u00bb custom_button=\u00bbon\u00bb button_text_size=\u00bb14px\u00bb button_text_color=\u00bb#FFFFFF\u00bb button_bg_color=\u00bb#2f5d58&#8243; button_border_width=\u00bb0px\u00bb button_border_radius=\u00bb0px\u00bb button_letter_spacing=\u00bb1px\u00bb button_font=\u00bbEncode Sans Condensed|700|||||||\u00bb button_icon=\u00bb&#x24;||divi||400&#8243; button_custom_padding=\u00bb18px|40px|18px|40px|true|true\u00bb custom_padding=\u00bb0px|0px|0px|0px|false|true\u00bb header_font_size_tablet=\u00bb24px\u00bb header_font_size_phone=\u00bb18px\u00bb header_font_size_last_edited=\u00bbon|phone\u00bb body_font_size_tablet=\u00bb16px\u00bb body_font_size_phone=\u00bb14px\u00bb body_font_size_last_edited=\u00bbon|desktop\u00bb header_text_shadow_style=\u00bbpreset4&#8243; header_text_shadow_vertical_length=\u00bb0em\u00bb header_text_shadow_color=\u00bbRGBA(255,255,255,0)\u00bb text_shadow_style=\u00bbpreset3&#8243; text_shadow_color=\u00bbRGBA(255,255,255,0)\u00bb global_colors_info=\u00bb{%22gcid-3e93bdc5-146d-448e-a761-9f1b4dd51113%22:%91%22header_text_color%22%93,%22gcid-c7d8f091-13fc-48ff-a161-01fd58ed72d5%22:%91%22dot_nav_custom_color%22,%22arrows_custom_color%22%93}\u00bb][et_pb_slide heading=\u00bbSin una estrategia s\u00f3lida de calidad de datos, la migraci\u00f3n estaba destinada al fracaso.\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb header_level=\u00bbh3&#8243; header_font=\u00bbInter|500|||||||\u00bb header_text_color=\u00bb#000000&#8243; body_font=\u00bbInter|500|||||||\u00bb background_color=\u00bbRGBA(255,255,255,0)\u00bb background_enable_color=\u00bbon\u00bb global_colors_info=\u00bb{}\u00bb sticky_transition=\u00bbon\u00bb][\/et_pb_slide][\/et_pb_slider][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1&#8243; _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_row _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4&#8243; _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_text _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb text_font=\u00bbInter||||||||\u00bb text_font_size=\u00bb17px\u00bb header_font=\u00bbInter||||||||\u00bb custom_margin=\u00bb-70px|||||\u00bb global_colors_info=\u00bb{}\u00bb]<h3>La soluci\u00f3n: una f\u00e1brica de calidad de datos modular, automatizada y autosustentable<\/h3>\n<p>Desde el diagn\u00f3stico inicial, nuestro equipo de especialistas en Data Quality y Data Governance entendi\u00f3 que el \u00e9xito del proyecto depend\u00eda de:<\/p>\n<ul>\n<li>Reducir la dependencia del equipo interno de TI<\/li>\n<li>Establecer reglas automatizadas para validar, limpiar y homologar la informaci\u00f3n<\/li>\n<li>Adaptar la soluci\u00f3n a ventanas de liberaci\u00f3n estrictas y procesos en paralelo en varios pa\u00edses<\/li>\n<\/ul>\n<p>Dise\u00f1amos un servicio integral de calidad de datos en modalidad \u201cf\u00e1brica\u201d (Data Quality Factory) bajo demanda, basado en:<\/p>\n<ul>\n<li>Perfilado autom\u00e1tico de datos con herramientas compatibles con Azure y Snowflake<\/li>\n<li>Identificaci\u00f3n y correcci\u00f3n de errores de contenido, formatos y estructuras inv\u00e1lidas<\/li>\n<li>Reglas de negocio alineadas con las operaciones regionales<\/li>\n<li>Componentes reutilizables y entregables modulares<\/li>\n<li>Un modelo flexible de ejecuci\u00f3n por lotes, sin costos ocultos por reusos<\/li>\n<\/ul>\n<p>Adem\u00e1s, capacitamos al cliente para que pudiera ejecutar procesos de validaci\u00f3n de manera aut\u00f3noma en futuras iteraciones, eliminando la dependencia total del proveedor.<\/p>[\/et_pb_text][et_pb_text _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb text_font=\u00bbInter||||||||\u00bb text_font_size=\u00bb17px\u00bb header_font=\u00bbInter||||||||\u00bb custom_margin=\u00bb-70px|||||\u00bb custom_padding=\u00bb110px|||||\u00bb global_colors_info=\u00bb{}\u00bb]<h3>Resultados: limpieza del 90\u202f% de los datos y reducci\u00f3n significativa de costos y riesgos<\/h3>\n<p>Este enfoque no solo permiti\u00f3 cumplir los tiempos de liberaci\u00f3n del nuevo sistema core en m\u00faltiples pa\u00edses, sino que habilit\u00f3 beneficios tangibles desde la primera iteraci\u00f3n:<\/p>\n<ul>\n<li><strong>90\u202f% de calidad de datos alcanzada<\/strong> antes de la carga final<\/li>\n<li><strong>Disminuci\u00f3n del 40\u202f% en tiempo de validaci\u00f3n<\/strong>, gracias a la automatizaci\u00f3n de reglas<\/li>\n<li><strong>Ahorro operativo significativo<\/strong>, al evitar la adquisici\u00f3n de herramientas de calidad de datos externas<\/li>\n<li><strong>Trazabilidad completa<\/strong> de todo el proceso de migraci\u00f3n<\/li>\n<li><strong>Cero interrupciones<\/strong> en las operaciones del cliente durante el despliegue<\/li>\n<\/ul>\n<p>El cliente ahora cuenta con una base de datos confiable y estandarizada para futuras integraciones, auditor\u00edas o ampliaciones regionales. M\u00e1s importante a\u00fan, la migraci\u00f3n exitosa del core elimin\u00f3 cuellos de botella hist\u00f3ricos, mejor\u00f3 la toma de decisiones y permiti\u00f3 avanzar hacia una arquitectura moderna centrada en el dato.<\/p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1&#8243; _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_row _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4&#8243; _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_slider show_arrows=\u00bboff\u00bb show_pagination=\u00bboff\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb header_font=\u00bbInter||||||||\u00bb body_font=\u00bbInter||||||||\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_slide heading=\u00bbTestimonio\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb header_level=\u00bbh4&#8243; header_font=\u00bbInter|700|||||||\u00bb header_font_size=\u00bb42px\u00bb header_letter_spacing=\u00bb2px\u00bb header_line_height=\u00bb1.7em\u00bb body_font=\u00bbInter||||||||\u00bb body_text_align=\u00bbjustify\u00bb body_font_size=\u00bb22px\u00bb background_color=\u00bbgcid-06bbf525-deec-47ef-85ed-83522196ae30&#8243; background_enable_color=\u00bbon\u00bb custom_padding=\u00bb30px||50px||false|false\u00bb global_colors_info=\u00bb{%22gcid-06bbf525-deec-47ef-85ed-83522196ae30%22:%91%22background_color%22%93}\u00bb sticky_transition=\u00bbon\u00bb]<p>\u201cSab\u00edamos que la migraci\u00f3n era cr\u00edtica, pero no esper\u00e1bamos que los datos fueran el mayor reto. El equipo nos ayud\u00f3 a ver que sin confianza en la informaci\u00f3n, todo lo dem\u00e1s se derrumba. Hoy tenemos una base s\u00f3lida, automatizada y lista para crecer.\u201d<\/p>\n<p><em>\u2014 Gerente de Transformaci\u00f3n Digital, Servicios Transaccionales LATAM<\/em><\/p>[\/et_pb_slide][\/et_pb_slider][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1&#8243; fullwidth=\u00bbon\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_fullwidth_header title=\u00bb\u00bfTu empresa enfrenta desaf\u00edos similares?\u00bb subhead=\u00bbHabla con nuestros expertos y comienza tus actualizaciones bajo la asesor\u00eda de expertos en control y manejos de datos\u00bb button_one_text=\u00bbHAZ CLIC AQU\u00cd\u00bb button_one_url=\u00bbhttp:\/\/scanda.com.mx\/contacto\u00bb _builder_version=\u00bb4.27.4&#8243; _module_preset=\u00bbdefault\u00bb title_level=\u00bbh3&#8243; title_font=\u00bbInter||||||||\u00bb title_font_size=\u00bb29px\u00bb content_font=\u00bbInter||||||||\u00bb content_font_size=\u00bb19px\u00bb subhead_font=\u00bbInter||||||||\u00bb subhead_font_size=\u00bb19px\u00bb background_enable_color=\u00bboff\u00bb background_image=\u00bbhttp:\/\/scanda.com.mx\/wp-content\/uploads\/2025\/08\/Whitepaper_FInanciero-Img2.webp\u00bb custom_button_one=\u00bbon\u00bb hover_enabled=\u00bb0&#8243; global_colors_info=\u00bb{}\u00bb button_one_text_size=\u00bb14px\u00bb button_one_text_color=\u00bb#000000&#8243; button_one_bg_color=\u00bb#FFFFFF\u00bb button_one_bg_enable_color=\u00bbon\u00bb button_one_border_radius=\u00bb35px\u00bb button_one_font=\u00bbInter||||||||\u00bb sticky_enabled=\u00bb0&#8243;][\/et_pb_fullwidth_header][\/et_pb_section]\n","protected":false},"excerpt":{"rendered":"<p>Una empresa global l\u00edder en servicios transaccionales \u2014con presencia en 46 pa\u00edses, m\u00e1s de 50 millones de usuarios y 2 millones de comercios afiliados\u2014 emprendi\u00f3 una de las transformaciones m\u00e1s ambiciosas de su historia: implementar un nuevo sistema core para todas sus operaciones en Am\u00e9rica Latina. Aunque el nuevo sistema promet\u00eda agilidad y escalabilidad, el [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":343045,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"1080","content-type":"","footnotes":""},"categories":[17],"tags":[],"class_list":["post-342822","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-casos-de-exito"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Calidad de datos y su impacto en riesgos y costos - Scanda<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/scanda.com.mx\/en\/data-quality-and-its-impact-on-risks-and-costs\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Calidad de datos y su impacto en riesgos y costos - Scanda\" \/>\n<meta property=\"og:description\" content=\"Una empresa global l\u00edder en servicios transaccionales \u2014con presencia en 46 pa\u00edses, m\u00e1s de 50 millones de usuarios y 2 millones de comercios afiliados\u2014 emprendi\u00f3 una de las transformaciones m\u00e1s ambiciosas de su historia: implementar un nuevo sistema core para todas sus operaciones en Am\u00e9rica Latina. 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