Precision-engineered from domain to consumer.
Domain Ownership Model
Every team is a publisher
Teams declare data products via YAML manifests. Mesh handles registration, schema validation, and catalog indexing automatically — no central data team required.
Self-Serve Provisioning
One command. Full stack.
meshctl create spins up storage, schema registry entry, access policies, and SLA monitoring in a single atomic operation. Idempotent and GitOps-ready.
Federated Governance
Policies without bottlenecks
Write governance rules once in OPA. Mesh pushes them to every data product across every domain. PII masking, row-level security, and audit trails — enforced at the port layer.
Observability & Lineage
Full graph, zero blind spots
Automatic lineage tracking from source to consumer. Freshness SLAs fire alerts before your stakeholders notice. Every transformation node is versioned and queryable.
Full lineage. Zero blind spots.
Every transformation, every consumer, every SLA breach — tracked automatically. Query the graph in real time or subscribe to change events via webhooks.
* Benchmarks measured on 10M row datasets, AWS us-east-1, p99 over 30 days. Full methodology at mesh.io/benchmarks
You've seen the spec. Now install it.
One command. Full data mesh in your cluster. No YAML sprawl, no central team dependency, no 3-month migration project.
meshctl v2.4.1 · requires kubectl ≥ 1.28 · supports K8s, ECS, Nomad