{"id":34094,"date":"2025-08-06T12:09:06","date_gmt":"2025-08-06T15:09:06","guid":{"rendered":"https:\/\/building.nubank.com\/?p=34094"},"modified":"2025-08-06T12:08:42","modified_gmt":"2025-08-06T15:08:42","slug":"dominando-datos-en-streaming-en-tiempo-real","status":"publish","type":"post","link":"https:\/\/building.nubank.com\/es\/dominando-datos-en-streaming-en-tiempo-real\/","title":{"rendered":"Dominando datos en streaming en tiempo real"},"content":{"rendered":"\n<p>En el Nubank DS&amp;ML Meetup #97, los participantes tuvieron la oportunidad de explorar en profundidad el universo de la infraestructura de datos en streaming, guiados por Andr\u00e9 Midea, Engineering Manager en Nubank.<\/p>\n\n\n\n<p>Con una trayectoria de 15 a\u00f1os que evolucion\u00f3 desde la ingenier\u00eda de sistemas distribuidos hasta plataformas pioneras de streaming, Andr\u00e9 tiene la pasi\u00f3n por hacer accesibles y pr\u00e1cticas las complejas tecnolog\u00edas de streaming.<\/p>\n\n\n\n<p>En Nubank, desempe\u00f1\u00f3 un papel clave en la escalabilidad de plataformas de datos y en el desarrollo de arquitecturas innovadoras como Avalanche, que obtuvo reconocimiento como el producto interno m\u00e1s innovador de Nubank en 2024.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Streaming vs. procesamiento por lotes (batch)<\/h2>\n\n\n\n<p>El procesamiento de datos en streaming maneja conjuntos de datos continuos e ilimitados, a diferencia del procesamiento por lotes (batch), que trabaja con conjuntos discretos y limitados. Imagina el streaming como tr\u00e1fico constante en una autopista\u2014continuo e impredecible\u2014mientras que el procesamiento por lotes se asemeja al transporte programado de contenedores con contenidos definidos.<\/p>\n\n\n\n<p>Aunque el procesamiento por lotes maneja eficientemente grandes vol\u00famenes definidos y permite optimizaci\u00f3n sencilla, el streaming ofrece capacidades inmediatas esenciales para aplicaciones en tiempo real. Los streams representan secuencias de eventos a lo largo del tiempo, mientras que las tablas son capturas est\u00e1ticas de estos streams en momentos espec\u00edficos, mostrando que el procesamiento batch puede considerarse un subconjunto del streaming.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Plataforma Avalanche: componentes y capacidades principales<\/h2>\n\n\n\n<p>Avalanche es la robusta plataforma de streaming de Nubank dise\u00f1ada espec\u00edficamente para simplificar an\u00e1lisis en tiempo real. Utiliza dos tecnolog\u00edas fundamentales:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Flink:<\/strong> Un motor avanzado dise\u00f1ado espec\u00edficamente para gestionar y procesar eficientemente conjuntos de datos continuos, asegurando baja latencia.<\/li>\n\n\n\n<li><strong>Pinot:<\/strong> Una base de datos anal\u00edtica en tiempo real desarrollada por LinkedIn, optimizada para OLAP (Procesamiento Anal\u00edtico en L\u00ednea) de alto rendimiento. Pinot sobresale en la ingesta y an\u00e1lisis de grandes vol\u00famenes de datos en streaming con latencia m\u00ednima.<\/li>\n<\/ul>\n\n\n\n<p>Avalanche integra estas tecnolog\u00edas, facilitando el procesamiento r\u00e1pido, an\u00e1lisis y entrega de datos cr\u00edticos para decisiones \u00e1giles e insights inmediatos.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Fundamentos t\u00e9cnicos: event time, watermarks, and windows<\/h2>\n\n\n\n<p>El streaming efectivo depende del dominio de conceptos t\u00e9cnicos clave:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Event time vs. processing time:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Event time indica cu\u00e1ndo ocurre realmente un evento.<\/li>\n\n\n\n<li>Processing time registra cu\u00e1ndo el evento es procesado por el sistema.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Watermarks:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Indicadores que muestran el avance del tiempo del evento, permitiendo que el sistema sepa cu\u00e1ndo hay suficientes datos para continuar con los c\u00e1lculos. Los watermarks garantizan resultados precisos y consistentes.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Windows:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Estructuras que dividen streams continuos en intervalos (por ejemplo, segmentos de un minuto), facilitando c\u00e1lculos y an\u00e1lisis organizados y precisos. Son esenciales para realizar an\u00e1lisis detallados y unir m\u00faltiples streams de datos.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Casos de uso or\u00e1cticos<\/h2>\n\n\n\n<p>El evento examin\u00f3 en profundidad aplicaciones pr\u00e1cticas reales del streaming en Nubank:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Detecci\u00f3n de fraude:<\/strong>\n<ul class=\"wp-block-list\">\n<li>El streaming permite an\u00e1lisis inmediatos de transacciones, crucial para identificar y responder r\u00e1pidamente al fraude, con efectividad significativamente mayor que las metodolog\u00edas batch.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ingenier\u00eda de features en tiempo real:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Utilizando Avalanche y Pinot, Nubank transforma streams en features din\u00e1micas en tiempo real para modelos de machine learning. Las features se generan din\u00e1micamente mediante consultas, simplificando tareas tradicionalmente complejas y permitiendo iteraci\u00f3n e implementaci\u00f3n r\u00e1pidas.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Clickstream analytics:<\/strong>\n<ul class=\"wp-block-list\">\n<li>La transici\u00f3n del procesamiento batch al streaming result\u00f3 en importantes mejoras de rendimiento, proporcionando insights inmediatos sobre la experiencia del usuario y reduciendo dr\u00e1sticamente los costos operativos.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Superando desaf\u00edos del streaming<\/h2>\n\n\n\n<p>A pesar de sus beneficios, la infraestructura de streaming enfrenta desaf\u00edos espec\u00edficos:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gesti\u00f3n del estado:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Mantener un estado preciso en sistemas distribuidos es complejo y requiere estrategias sofisticadas y marcos robustos.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Implementaci\u00f3n sin tiempo de inactividad:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Asegurar servicios continuos durante actualizaciones o eventos de escalabilidad requiere una planificaci\u00f3n avanzada y soporte robusto de infraestructura.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Accesibilidad y adopci\u00f3n:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Facilitar la adopci\u00f3n tecnol\u00f3gica para usuarios no t\u00e9cnicos exige mejoras continuas en interfaces intuitivas y documentaci\u00f3n clara.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Innovaciones y avances tecnol\u00f3gicos<\/h2>\n\n\n\n<p>Los participantes conocieron recientes innovaciones que est\u00e1n transformando el streaming:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Arquitecturas unificadas de batch y streaming:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Herramientas como Flink permiten combinar ambos tipos de procesamiento en una \u00fanica infraestructura, optimizando la gesti\u00f3n de datos, reduciendo costos e incrementando eficiencia.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Estrategias avanzadas de Dataflow:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Enfoques modernos, como la integraci\u00f3n continua de changelog, aumentan la responsividad y fiabilidad, eliminando dependencias complejas en trabajos batch.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Arquitectura lakehouse:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Sistemas Lakehouse integran streaming y procesamiento batch en una arquitectura unificada, mejorando la flexibilidad y simplificando la gesti\u00f3n de datos.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>El Nubank DS&amp;ML Meetup #97 brind\u00f3 insights completos sobre la infraestructura de datos en streaming, desde conceptos fundamentales hasta t\u00e9cnicas avanzadas y aplicaciones pr\u00e1cticas. La exploraci\u00f3n detallada de Avalanche y tecnolog\u00edas relacionadas resalta el compromiso de Nubank con el liderazgo tecnol\u00f3gico, impulsando la innovaci\u00f3n y eficiencia en el sector bancario digital.<\/p>\n\n\n\n<p>Siga el blog Building Nubank para profundizar en la tecnolog\u00eda y la innovaci\u00f3n, y consulte nuestras ofertas de empleo. \u00a1Construyamos juntos el futuro morado!<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/fT8zcWlUNcI?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=es-ES&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" 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