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Databricks

Databricks es la plataforma unificada que integra ingeniería de datos, ciencia de datos y BI sobre Apache Spark™ gestionado. Con Delta Lake nativo y un entorno colaborativo, acelera el ciclo de vida de los datos desde la ingestión hasta el ML en producción.

Itrion gestiona 30 workspaces Databricks, ejecuta 2,5 M jobs mensuales y procesa 120 PB de datos en Delta Lake con un tiempo medio de cluster startup de 30 s y un SLA del 99,9 %.

30

Workspaces

2.5 M

Jobs/mes

120 PB

Datos procesados

30 s

Cluster startup

Beneficios clave de Databricks

Unificación de datos
Ingestión, almacenamiento y ML
Delta Lake
ACID, time travel y schema enforcement
Photon Engine
Optimización nativa SQL
Security & Governance
Unity Catalog & RBAC

Componentes esenciales

ComponenteFunciónUso típico
WorkspaceEntorno colaborativoNotebooks y dashboards
ClustersComputación on‑demandSpark & ML
JobsOrquestación programadaETL y ML pipelines
Delta LakeData LakehouseACID tables
Unity CatalogCatalogación y seguridadGovernance multi‑cloud
PhotonMotor SQL nativoBI y analytics
MLflowTracking y registryModel lifecycle

Pipeline unificado Itrion + Databricks

1 · Ingestión (AutoLoader)
2 · Limpieza (Delta Live Tables)
3 · ML (MLflow & Spark ML)
4 · Serving (Model Serving)
5 · Monitor (Unity Catalog & Metrics)

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

Fortalezas de Itrion con Databricks

Automatización completa de workspaces y clusters con Terraform + GitOps.

Pipelines declarativos con gestión automática de esquemas y calidad de datos.

Consultas BI aceleradas con Photon Engine, ganancia de rendimiento 3×.

Unity Catalog multi‑cloud con control de acceso, encriptación y lineage.

Razones para elegir Itrion

  • Implementación en 24 h: workspace Databricks con seguridad corporativa.
  • Costos optimizados: autoscaling spot y cluster pools reducen OPEX un 40 %.
  • Governance completa: Unity Catalog + etiquetas personalizadas para cumplimiento.
  • Soporte 24/7: respuesta S1 < 10 min, gestión proactiva de incidentes.

Databricks is the unified platform integrating data engineering, data science, and BI on managed Apache Spark™. With native Delta Lake and a collaborative environment, it accelerates the data lifecycle from ingestion to production ML.

Itrion manages 30 Databricks workspaces, runs 2.5M jobs monthly, and processes 120 PB of data in Delta Lake with an average cluster startup time of 30 s and a 99.9% SLA.

30

Workspaces

2.5M

Jobs/month

120 PB

Data processed

30 s

Cluster startup

Key benefits of Databricks

Unified Data
Ingestion, storage, and ML
Delta Lake
ACID, time travel, and schema enforcement
Photon Engine
Native SQL optimization
Security & Governance
Unity Catalog & RBAC

Core components

ComponentFunctionTypical use
WorkspaceCollaborative environmentNotebooks and dashboards
ClustersOn-demand computeSpark & ML
JobsScheduled orchestrationETL and ML pipelines
Delta LakeData LakehouseACID tables
Unity CatalogCataloging and securityMulti-cloud governance
PhotonNative SQL engineBI and analytics
MLflowTracking and registryModel lifecycle

Unified Itrion + Databricks pipeline

1 · Ingestion (AutoLoader)
2 · Cleaning (Delta Live Tables)
3 · ML (MLflow & Spark ML)
4 · Serving (Model Serving)
5 · Monitor (Unity Catalog & Metrics)

End-to-end in ≤ 150 ms for critical pipelines.

Itrion strengths with Databricks

Full automation of workspaces and clusters with Terraform + GitOps.

Declarative pipelines with automatic schema management and data quality.

BI queries accelerated with Photon Engine, 3× performance gain.

Multi-cloud Unity Catalog with access control, encryption, and lineage.

Reasons to choose Itrion

  • 24h Implementation: Databricks workspace with corporate security.
  • Optimized costs: spot autoscaling and cluster pools reduce OPEX by 40%.
  • Complete governance: Unity Catalog + custom tags for compliance.
  • 24/7 Support: S1 response < 10 min, proactive incident management.

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.