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DATA PLATFORM COEXISTENCE

Amplify Your Data Platform Investment.
Don't Replace It.

Databricks, Snowflake, or lakehouse. Keep your investment. Rubiscape adds the Decision Intelligence layer on top: BI, AI copilot, governance, and decision workflows.

EXTEND, DON'T REPLACE

Your Data Platform Is the Foundation.
Rubiscape Is the Intelligence Layer.

Your Databricks, Snowflake, or lakehouse handles storage, compute, and ML. Rubiscape adds the business-facing intelligence layer: dashboards, AI copilot, governance, and decision workflows on top.

Zero Data Movement

No copy, no re-ingestion. Query directly where your data already lives.

Delta / S3Snowflakedirect queryRubiscape

Zero Data Movement

Rubiscape connects directly to your existing data platform via native connectors — reading from Delta Lake tables, Snowflake schemas, or S3-backed lakehouses without requiring data to be copied, moved, or re-ingested. Your data stays where it is.

Complementary Capability

Adds BI, AI copilot, and governance where your data platform stops.

Data PlatformStorage & ETLML TrainingData Catalog+RubiscapeBI & DashboardsAI CopilotGovernance= complete decision intelligence

Complementary Capability

Databricks excels at large-scale data transformation and ML experimentation. Snowflake excels at analytical query performance. Rubiscape adds what both lack: a unified business intelligence layer, an AI decision copilot, IoT integration, and a complete governance kernel visible to non-technical stakeholders.

Governed Interoperability

RBAC stacks on top of your existing access controls — no conflict.

Single RBAC PolicyRubiscape WorkbenchDatabricks✓ enforcedSnowflake✓ enforcedLakehouse✓ enforcedone policy · zero conflicts

Governed Interoperability

When Rubiscape sits above your data platform, governance propagates downward not upward. RBAC policies defined in the Business Workbench enforce what data Rubiscape surfaces from your underlying platform. Your data platform's access controls and Rubiscape's governance layer stack, not conflict.

SUPPORTED DATA PLATFORMS

Native Connectors. Verified Integration.
No Custom Glue.

Databricks

Rubiscape connects natively to Databricks' Unity Catalog, reads from Delta Lake tables, and integrates with Databricks ML models for serving through RubiStudio. Business users access Databricks-computed intelligence through RubiSight and RubiAI without writing a single PySpark query.

Unity CatalogDelta LakeModel ServingBusiness UI layer

Snowflake

Rubiscape's Snowflake integration enables direct query pushdown analytics queries run in Snowflake's compute, results surface in RubiSight dashboards. Snowflake Dynamic Tables and Streams integrate with RubiFlow for near-real-time analytics pipelines.

Query pushdownDynamic TablesStreamsNo data duplication

Open Lakehouse (Delta Lake / Apache Iceberg)

Rubiscape supports open table formats natively reading from Delta Lake and Apache Iceberg tables stored in S3, ADLS, or GCS. Compatible with dbt models, Apache Spark transformations, and Kafka streaming pipelines. No vendor lock-in at the storage or compute layer.

Delta LakeApache Icebergdbt compatibleKafka streaming
THE DECISION INTELLIGENCE LAYER

What Your Data Platform Delivers.
What Rubiscape Adds.

What your data platform provides

  • High-performance data storage and query
  • Large-scale data transformation (ETL/ELT)
  • ML model training and experimentation
  • Data cataloguing and access control

What Rubiscape adds on top

  • Business-user-accessible BI and dashboards (no SQL required)
  • AI decision copilot (natural language queries for executives)
  • End-to-end decision workflow with human-in-the-loop
  • IoT and OT data integration (RubiThings)
  • Complete audit trail from raw data to business recommendation
  • Executive briefing-level governance visibility

The clearest use case for adding Rubiscape to an existing data platform: your data engineers have built excellent data pipelines and ML models, but business stakeholders cannot access the output without specialist help. Rubiscape closes the last mile from governed data to governed decision.

ARCHITECTURE REVIEW

Schedule an Architecture Review.

A 60-minute architecture review maps your current Databricks or Snowflake deployment against the Rubiscape integration model and shows exactly how the two platforms complement each other without overlap.