Reference Architecture

A high-level view of how Data services fit together.

Agentic Friendly

Data groups the platform services that focus on ingestion, streaming, analytical processing, and business intelligence.

Architecture View

Data Domains

DomainMain roleExample components
Business intelligenceExplore and visualize analytical dataSuperset
Data ingestion and ETLMove and synchronize data across systemsAirbyte
Event streamingCarry and distribute streaming eventsKafka
ML pipelines and notebooksBuild, run, and track ML/DL/GenAI workflowsKubeflow

Design Intent

Data gives BullSequana AI a dedicated data and analytics layer that complements the Runtime and CoreAI tiers. It allows the platform to support AI systems that rely on richer data movement, event flows, analytical querying, and business reporting.

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