Apache Spark
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Apache Spark es la plataforma unificada para el procesamiento de datos a gran escala: batch, streaming, machine learning y SQL distribuidos. Su motor en memoria y optimizaciones avanzadas permiten análisis interactivo y pipelines de datos de alto rendimiento.
Itrion gestiona 95 clusters Spark, procesa 5 PB mensuales y ejecuta 3 M jobs al mes con una latencia media de 350 ms y un SLA del 99,9 %.
95
Clusters gestionados
5 PB
Datos procesados/mes
3 M
Jobs mensuales
350 ms
Latencia media
Beneficios de Apache Spark
Unified API (Structured Streaming)
RDD & DataFrame caching
Machine Learning distribuido
Spark SQL & Thrift Server
Componentes esenciales
| Componente | Función | Uso típico |
|---|---|---|
| Driver | Coordina la aplicación | Job management |
| Executors | Ejecutan tareas | Procesamiento paralelo |
| Spark SQL | Consultas SQL | BI / dashboards |
| Structured Streaming | Stream processing | Eventos real-time |
| MLlib | Algoritmos ML | Clustering, regression |
| GraphX | Procesamiento grafos | Redes sociales |
| Spark RAPIDS | Aceleración GPU | DataFrame & SQL |
Pipeline de datos en Itrion
Fin-to-end en ≤ 200 ms para datos críticos.
Fortalezas de Itrion con Kafka
Razones para elegir Itrion
- • Implementación rápida: plataforma Spark completa en < 72 h con IaC.
- • Eficiencia costes: optimización dinámica de recursos, ahorro 45 % compute.
- • Compliance y seguridad: cifrado at-rest/transit y auditoría ENS Alta.
- • Soporte 24/7: respuesta S1 < 10 min, monitorización proactiva.
Apache Spark is the unified platform for large-scale data processing: batch, streaming, machine learning, and distributed SQL. Its in-memory engine and advanced optimizations enable interactive analytics and high-performance data pipelines.
Itrion manages 95 Spark clusters, processes 5 PB monthly, and runs 3M jobs per month with an average latency of 350 ms and a 99.9% SLA.
95
Managed clusters
5 PB
Data processed/month
3M
Jobs monthly
350 ms
Average latency
Benefits of Apache Spark
Unified API (Structured Streaming)
RDD & DataFrame caching
Distributed Machine Learning
Spark SQL & Thrift Server
Core Components
| Component | Function | Typical use |
|---|---|---|
| Driver | Coordinates application | Job management |
| Executors | Execute tasks | Parallel processing |
| Spark SQL | SQL queries | BI / dashboards |
| Structured Streaming | Stream processing | Real-time events |
| MLlib | ML algorithms | Clustering, regression |
| GraphX | Graph processing | Social networks |
| Spark RAPIDS | GPU acceleration | DataFrame & SQL |
Data pipeline at Itrion
Fin-to-end in ≤ 200 ms for critical data.
Itrion strengths with Spark
Reasons to choose Itrion
- • Fast deployment: full Spark platform in < 72 h with IaC.
- • Cost efficiency: dynamic resource optimization, 45% compute savings.
- • Compliance & security: at-rest/transit encryption and ENS High audit.
- • 24/7 support: S1 response < 10 min, proactive monitoring.
Apache Spark es la plataforma unificada para el procesamiento de datos a gran escala: batch, streaming, machine learning y SQL distribuidos. Su motor en memoria y optimizaciones avanzadas permiten análisis interactivo y pipelines de datos de alto rendimiento.
Itrion gestiona 95 clusters Spark, procesa 5 PB mensuales y ejecuta 3 M jobs al mes con una latencia media de 350 ms y un SLA del 99,9 %.
95
Clusters gestionados
5 PB
Datos procesados/mes
3 M
Jobs mensuales
350 ms
Latencia media
Beneficios de Apache Spark
Unified API (Structured Streaming)
RDD & DataFrame caching
Machine Learning distribuido
Spark SQL & Thrift Server
Componentes esenciales
| Componente | Función | Uso típico |
|---|---|---|
| Driver | Coordina la aplicación | Job management |
| Executors | Ejecutan tareas | Procesamiento paralelo |
| Spark SQL | Consultas SQL | BI / dashboards |
| Structured Streaming | Stream processing | Eventos real-time |
| MLlib | Algoritmos ML | Clustering, regression |
| GraphX | Procesamiento grafos | Redes sociales |
| Spark RAPIDS | Aceleración GPU | DataFrame & SQL |
Pipeline de datos en Itrion
Fin-to-end en ≤ 200 ms para datos críticos.
Fortalezas de Itrion con Kafka
Razones para elegir Itrion
- • Implementación rápida: plataforma Spark completa en < 72 h con IaC.
- • Eficiencia costes: optimización dinámica de recursos, ahorro 45 % compute.
- • Compliance y seguridad: cifrado at-rest/transit y auditoría ENS Alta.
- • Soporte 24/7: respuesta S1 < 10 min, monitorización proactiva.
Apache Spark is the unified platform for large-scale data processing: batch, streaming, machine learning, and distributed SQL. Its in-memory engine and advanced optimizations enable interactive analytics and high-performance data pipelines.
Itrion manages 95 Spark clusters, processes 5 PB monthly, and runs 3M jobs per month with an average latency of 350 ms and a 99.9% SLA.
95
Managed clusters
5 PB
Data processed/month
3M
Jobs monthly
350 ms
Average latency
Benefits of Apache Spark
Unified API (Structured Streaming)
RDD & DataFrame caching
Distributed Machine Learning
Spark SQL & Thrift Server
Core Components
| Component | Function | Typical use |
|---|---|---|
| Driver | Coordinates application | Job management |
| Executors | Execute tasks | Parallel processing |
| Spark SQL | SQL queries | BI / dashboards |
| Structured Streaming | Stream processing | Real-time events |
| MLlib | ML algorithms | Clustering, regression |
| GraphX | Graph processing | Social networks |
| Spark RAPIDS | GPU acceleration | DataFrame & SQL |
Data pipeline at Itrion
Fin-to-end in ≤ 200 ms for critical data.
Itrion strengths with Spark
Reasons to choose Itrion
- • Fast deployment: full Spark platform in < 72 h with IaC.
- • Cost efficiency: dynamic resource optimization, 45% compute savings.
- • Compliance & security: at-rest/transit encryption and ENS High audit.
- • 24/7 support: S1 response < 10 min, proactive monitoring.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.