D8:apps

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Collect data from databases, files, APIs, events, and devices. Batch and streaming supported.

Discover, classify, and catalog datasets with searchable context and lineage.

Clean, validate, and transform data into trusted, model ready features.

Apply security controls, access, redaction, and encryption at every step.

Orchestrate pipelines and agents with clear states and recoveries.

Monitor health, detect anomalies, and keep pipelines stable.

Expose governed data products and federated access without heavy copies.

Deliver insights through dashboards, APIs, and reports in real time.