01
DAG orchestration
Declarative pipelines with dependency graphs, backfills, and partitioned runs across Spark, Ray, and containerized jobs.
Platform v2.4 · Seattle, WA
ML pipelines your platform team can approve
Quorumstack is the control plane between your data warehouse, feature store, and model endpoints — orchestration, lineage, drift gates, and GPU cost policies built for production ML, not notebook experiments.
4.2k+Pipelines managed
99.95%Control-plane uptime
6US & EU regions
Product
Built for ML platform engineering
Primitives your data team needs above generic schedulers — without standing up a custom internal platform.
02
Feature store sync
Online/offline consistency, point-in-time joins, TTL policies, and schema evolution without breaking training sets.
03
Model registry & promotion
Versioned artifacts, canary deploys to Kubernetes, SageMaker, or custom inference clusters with automated rollback.
04
Lineage, drift & cost controls
End-to-end audit trails, statistical quality gates, and per-team GPU budgets that keep training spend predictable.
Integrations
Deploys into your VPC
Coordinate jobs in your cloud accounts. Training data and model weights never leave your environment.
Data
Snowflake · BigQuery · Databricks · S3 · Kafka
Compute
Kubernetes · ECS · Ray · Spark on EMR
Models
PyTorch · TensorFlow · ONNX · Hugging Face
Observability
Datadog · Grafana · OpenTelemetry · PagerDuty
Customer stories
Teams running production ML on Quorumstack
"We migrated our fraud retrain loop in three weeks. Lineage exports alone saved us two compliance review cycles."
"GPU cost policies caught a runaway training job before finance did. That paid for the contract in month one."
Helix Commerce · Northline Data · Pacific Ledger · Stratus Health · Vector Rail
Pricing
Plans for platform teams
Growth
$2,800/mo
- Up to 50 pipelines · 3 environments
- Core orchestration + feature sync
- Business-hours support · 99.9% SLA
Enterprise
Custom
- Unlimited pipelines · VPC / single-tenant
- Custom validators, RBAC, 24/7 TAM
- 99.95% SLA · 45-day pilot included
FAQ
Technical questions
We add ML-native primitives — feature sync, registry promotion, drift gates, GPU policies. Many teams keep Airflow for ETL and Quorumstack for the ML layer.
No. The control plane coordinates jobs in your cloud. Training data and weights stay in your VPC.
1201 3rd Ave, Suite 2200, Seattle, WA 98101. [email protected]
See Quorumstack on your architecture diagram
Forty-five minute session with a solutions engineer. Bring your stack diagram — we map integration points live.
[email protected]