Warehouse ingests terabytes of raw transactional, behavioral, and IoT data and reshapes it into columnar format faster than your team can write the SQL.
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Six capabilities. Each revealed as you scroll. Each proven against Redshift, BigQuery, and Snowflake.
Parallel columnar writers absorb raw streams from Kafka, S3, Postgres CDC, and custom webhooks simultaneously — no DAG required.
| Platform | Ingestion Throughput |
|---|---|
| Warehouse | 4.2 TB/min |
| Redshift | 0.3 TB/min |
| BigQuery | 0.8 TB/min |
| Snowflake | 0.6 TB/min |
Ingest any shape, query any projection. Late-binding schemas mean your analysts never wait on a data engineer again.
| Platform | Schema-on-Read Flexibility |
|---|---|
| Warehouse | Native |
| Redshift | Manual ALTER |
| BigQuery | Partial |
| Snowflake | Semi-structured |
Push your dbt project. Warehouse executes models 6× faster via vectorized SQL with automatic incremental materialization.
| Platform | Native dbt Integration |
|---|---|
| Warehouse | 6× faster |
| Redshift | Via adapter |
| BigQuery | Via adapter |
| Snowflake | Via adapter |
Views that stay fresh. Sub-50ms incremental refresh keeps dashboards live without the compute bill of full table scans.
| Platform | Real-Time Materialized Views |
|---|---|
| Warehouse | <50ms |
| Redshift | Manual refresh |
| BigQuery | ~5 min |
| Snowflake | Dynamic tables ~1 min |
Column-level, row-level, and tag-based permissions enforced at query time — not at ETL time. One policy file, zero data leaks.
| Platform | Role-Based Access Control |
|---|---|
| Warehouse | Column + Row |
| Redshift | Column only |
| BigQuery | Column only |
| Snowflake | Row + Column |
Every query, every schema change, every permission grant — immutably logged with user attribution. Audit reports generate in one command.
| Platform | Compliance & Audit Trail |
|---|---|
| Warehouse | SOC 2 Type II |
| Redshift | SOC 2 Type II |
| BigQuery | SOC 2 Type II |
| Snowflake | SOC 2 Type II |
Audited annually. Report available on request.
Multi-region active-active. Zero scheduled maintenance windows.
At rest and in transit. Customer-managed keys available.
No forced TTLs. Your data stays yours, for as long as you need.
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No credit card. No migration scripts. Connect your source in 4 minutes and run your first query on a schema that actually makes sense.