AI-Ready Data Features
Continuous Alignment, Qualification, and Governance at the source. Cut data platform costs 50-70% by processing data before it hits Snowflake, Splunk, or Datadog.
Data Alignment: Context, Quality & Lineage
Ensure data has the right context, quality, and lineage from the moment it's created.
Semantic Enrichment at Source
Add business context, metadata, and tags to data streams as they're created. Convert raw logs to structured JSON with semantic meaning.
Quality Validation Upstream
Schema validation, anomaly detection, and data quality checks at origination - before data moves.
Complete Data Lineage
Track every transformation from creation to destination. Immutable audit trail for compliance and debugging.
Data Qualification: Validation & Consistency
Automatically validate, verify, and ensure consistency across all data streams.
Declarative Schema Enforcement
Define schemas once. Enforce automatically across thousands of sources. Invalid data routes to dead-letter queues.
Real-Time Validation
Validate against reference data, lookup tables, and business rules as data flows. Catch anomalies immediately.
Pipeline Observability
Monitor health, throughput, and quality metrics across your entire distributed footprint from one dashboard.
Data Governance: Compliance & Control
Automate compliance, stewardship, and regulatory requirements at the source.
Compliance at Origination
PII masking, data sovereignty, GDPR/HIPAA enforcement before data leaves its source. Automated compliance.
Policy-Driven Data Routing
Fan out data securely. Send sanitized data to warehouse, raw data to secure archive. You control what goes where.
Immutable Audit Trail
Every governance action logged. Prove compliance to auditors without manual work.
Upstream Cost Control
Stop paying twice for the same data
Filter at the source
Reduce data volume 50-70% before it reaches downstream platforms. Only send what matters.
Eliminate egress fees
Process data where it lives. Stop paying cloud providers to move your own data.
Optimize platform spend
Native integrations with Snowflake, Databricks, Splunk, Datadog. Make them cheaper and faster.
Distributed Intelligence
Run analytics where data lives
Compute over data
Move workloads to data sources. Get answers in minutes, not weeks.
Real-time decision-making
Process and act on data at the source. No waiting for centralized pipelines.
Distributed query engine
Query across thousands of distributed nodes from a single control plane.
Enterprise Scale
Built for production from day one
10,000+ nodes per cluster
Linear scaling with no performance degradation. Tested to 100,000+ nodes.
99.9% uptime SLA
Enterprise reliability with automatic failover and intelligent backpressure.
Enterprise security standards
Security and compliance built-in, not bolted on. Financial and healthcare ready.
200+ Pre-Built Connectors
Integrate with your entire data stack - or request custom connectors for your specific needs
61 Input Connectors
Kafka, HTTP, S3, files, MQTT, NATS, Pulsar, databases, and more. Ingest from anywhere.
74 Processors
Transform, filter, mask PII, aggregate, compress, and enrich data in real-time.
71 Output Connectors
Snowflake, Databricks, Splunk, Datadog, S3, databases, streaming platforms, and more.
Ready to cut your data platform costs in half?
Join enterprises saving millions with upstream data control.
See Pricing