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Google BigQuery

Google BigQuery es el almacén de datos serverless de Google Cloud, optimizado para consultas SQL de petabytes con arquitectura de separación de almacenamiento y cómputo, y escalado automático sin gestión de infraestructura.

Itrion administra 20 proyectos BigQuery, procesa 300 TB de datos al mes y ejecuta 250 k consultas mensuales con una latencia media de 80 ms y un SLA del 99,9 %.

20

Proyectos gestionados

300 TB

Datos procesados/mes

250 k

Consultas/mes

80 ms

Latencia media

Beneficios clave de BigQuery

Serverless
Sin clusters que gestionar
Escalado automático
De cero a petabytes
Separación recursos
Compute y storage independientes
Integración ML
BigQuery ML y AI Platform

Componentes esenciales

ComponenteFunciónUso típico
DatasetsContenedor lógicoOrganización de tablas
TablesAlmacenamiento columnarData warehouse
ViewsConsultas almacenadasAbstracción de tablas
Streaming InsertsIngestión real-timeLogs y events
BigQuery MLModelado ML nativoRegresión, clustering
User-defined functionsFunciones personalizadasTransformaciones avanzadas
BI EngineIn-memory accelerationDashboards rápidos

Pipeline unificado Itrion + BigQuery

1 · Ingestión (Cloud Pub/Sub)
2 · ETL (Dataflow)
3 · Almacenamiento (Partitioned Tables)
4 · ML (BigQuery ML)
5 · BI (Looker)

Fin-to-end en ≤ 150 ms para casos críticos.

Fortalezas de Itrion con BigQuery

Implementamos slot reservation y flat-rate junto a análisis de consumo para un ahorro del 35 % en facturación.

Diseñamos particiones y clustering en columnas críticas para reducir costos de escaneo un 60 %.

Orquestamos pipelines Dataflow + Pub/Sub + BigQuery para ingestión con latencia < 100 ms.

Implementamos IAM, etiquetas de datos y MCAS para encriptación, masking y auditoría continuos.

Razones para elegir Itrion

  • Despliegue en 24 h: proyectos BigQuery con datasets, permisos y cuotas configurados.
  • Costos bajo control: flat-rate vs on-demand y recomendaciones automatizadas.
  • Governance: Data Catalog, IAM y políticas de seguridad adaptadas al IA Act UE.
  • Soporte 24/7: monitoring proactivo, alertas y response S1 < 10 min.

Google BigQuery is Google Cloud’s serverless data warehouse, optimized for petabyte-scale SQL queries with a separation of storage and compute architecture, and automatic scaling with no infrastructure management.

Itrion manages 20 BigQuery projects, processes 300 TB of data monthly and runs 250k queries with an average latency of 80 ms and a 99.9% SLA.

20

Projects managed

300 TB

Data processed/month

250k

Queries/month

80 ms

Average latency

Key benefits of BigQuery

Serverless
No clusters to manage
Auto scaling
From zero to petabytes
Resource separation
Compute and storage independent
ML integration
BigQuery ML and AI Platform

Core components

ComponentFunctionTypical use
DatasetsLogical containerTable organization
TablesColumnar storageData warehouse
ViewsStored queriesTable abstraction
Streaming InsertsReal-time ingestionLogs and events
BigQuery MLNative ML modelingRegression, clustering
User-defined functionsCustom functionsAdvanced transformations
BI EngineIn-memory accelerationFast dashboards

Unified Itrion + BigQuery pipeline

1 · Ingestion (Cloud Pub/Sub)
2 · ETL (Dataflow)
3 · Storage (Partitioned Tables)
4 · ML (BigQuery ML)
5 · BI (Looker)

End-to-end in ≤ 150 ms for critical use cases.

Itrion strengths with BigQuery

We implement slot reservation and flat-rate pricing combined with consumption analysis for a 35% billing saving.

We design partitions and clustering on critical columns to reduce scan costs by 60%.

We orchestrate Dataflow + Pub/Sub + BigQuery pipelines for ingestion with latency < 100 ms.

We implement IAM, data tagging, and MCAS for continuous encryption, masking, and auditing.

Reasons to choose Itrion

  • 24h deployment: BigQuery projects with datasets, permissions and quotas configured.
  • Costs under control: flat-rate vs on-demand and automated recommendations.
  • Governance: Data Catalog, IAM and security policies adapted to EU AI Act.
  • 24/7 Support: proactive monitoring, alerts and S1 response < 10 min.

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.