DOMAIN-OWNED
DATA PRODUCTS.
FEDERATED.
Replace 847 Airflow DAGs with domain-owned data products. Governance baked into every node. Schema contracts enforced at write time. Your platform team files zero tickets.
Architecture Benchmark
12 DIMENSIONS.
12 GREEN CELLS.
Every row is a real architectural decision your team will face. Count the cells yourself.
| Dimension | Mesh | Centralized |
|---|---|---|
| Deployment Time | < 2 min | 4–6 weeks |
| Domain Onboarding | Self-serve CLI | Jira ticket queue |
| Schema Governance | Enforced at write | Ad hoc / manual |
| Lineage Depth | Column-level | Table-level |
| Catalog Integration | Native + push | Manual sync |
| Access Control Granularity | Cell-level RBAC | Table-level ACL |
| Pipeline Ownership Transfer | Atomic handoff | 6-week migration |
| Cost per Query | $0.0004 | $0.0031 |
| SDK Languages | 11 languages | Python only |
| Observability Hooks | OpenTelemetry native | Custom scripts |
| Breaking Change Detection | Pre-commit + CI gate | None / post-hoc |
| Self-Serve Provision Time | < 90 seconds | 2–3 weeks |
Still running on centralized? You've already counted 12 green cells.
Avg migration time: 4.2 weeks · Zero downtime deployments available
Domain Topology
CLICK A DOMAIN.
SEE EVERYTHING IT OWNS.
Every node is a domain team. Every edge is a governed data product contract. No central team in the critical path.
↑ Click any domain node to illuminate its data products, SLOs, and downstream consumers
Select a domain
Click any node to inspect its data products, SLO contracts, and consumer graph
Platform Adoption
We had 847 Airflow DAGs owned by a 3-person central team. After Mesh, every domain team owns their pipeline. The central data team now does governance, not plumbing. First deploy took 94 seconds.
Our lakehouse survived two reorgs without a single broken pipeline. Schema contracts enforce themselves. The first time a breaking change got blocked in CI and didn't page me at 2am, I genuinely teared up.
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Get Started
RUN THE BENCHMARK.
IN YOUR STACK.
The sandbox spins up a 6-domain topology with synthetic data in 90 seconds. Run every query from the comparison grid yourself. No sales call. No form. Just a terminal.
- Week-by-week migration timeline (4.2 week avg)
- Domain decomposition patterns for 8 org archetypes
- Schema contract templates (Avro, Protobuf, JSON Schema)
- Airflow DAG → Mesh product mapping guide
- Governance policy boilerplate for GDPR, SOC2, HIPAA
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