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06 / Data infrastructure
The industrial data spine
Move industrial data from live event streams to analysis-ready storage
We connect Kafka, Flink, Spark, and MinIO into a dependable spine for operations, evaluation, and learning
A useful first shape
What this creates
Stream and batch processing
Durable object storage
Events become dependable data products
We design ingestion, processing, storage, lineage, and replay so an operational insight can be traced back to the event that shaped it.
Built for today and the next model
The pipeline supports live operations while preserving the history, quality signals, and contracts needed for analytics and model evaluation.
Related capabilities
Reviewed 2026-08-22