managed data mesh / now in general availability

Your teams own their data.
Mesh routes everything else.

A managed service that wires domain-owned data products across your enterprise. Stop waiting on central pipelines. Platform engineering leads, data officers, and CTOs at Series C+ companies deploy in a sprint.

mesh estimator / live
8 domains

Business units owning data products

45 pipelines

Central ETL/ELT jobs currently managed

12 hrs/wk

Avg eng hours spent on pipeline incidents

Time-to-Delivery
2.0M% faster

Domain teams ship without central queue

Annual Cost Under Mesh
$2.0M saved

vs. current pipeline maintenance spend

FTEs Reclaimed
2.0M engineers

Back to product work, not pipeline tickets

Deploy Frequency
2.0M× more often

Data product releases per sprint

Get Your Mesh Assessment

Pre-filled with your estimator values · 8 domains · 45 pipelines · 12h/wk incidents

94%pipeline incident reduction
< 4havg domain onboarding time
12×faster data product delivery
99.95%SLA uptime across all domains
$2.4Mavg annual savings per enterprise
6.2 FTEengineers reclaimed per deployment
94%pipeline incident reduction
< 4havg domain onboarding time
12×faster data product delivery
99.95%SLA uptime across all domains
$2.4Mavg annual savings per enterprise
6.2 FTEengineers reclaimed per deployment
platform capabilities / spec sheet

Five modules.
Each earns trust independently.

Click any card to expand SLA commitments and compatible stack integrations.

01
active
< 4h
avg onboard time per domain

Domain Onboarding

//Self-service domain registration via CLI or UI
//Automated schema validation and contract enforcement
//Mesh assigns data product ownership and SLA tier
view sla + stack

SLA Commitments

Onboarding SLA< 4 hours
Schema validation< 30 sec
Contract enforcementReal-time
Rollback window24 hours
02
live
100%
discoverability across domains

Data Product Registry

//Unified catalog of all data products across the enterprise
//Semantic search with lineage graph and impact analysis
//Versioned schemas with deprecation lifecycle management
view sla + stack

SLA Commitments

Index latency< 60 sec
Search accuracy99.2%
Lineage depthUnlimited
Version retention90 days
03
enforced
0
central team bottlenecks

Federated Governance

//Policy templates applied per-domain without central gating
//Automated PII classification and access tagging
//Audit logs streamed to SIEM with 12-month retention
view sla + stack

SLA Commitments

Policy propagation< 5 min
PII scan coverage100%
Audit retention12 months
GDPR/CCPA readyYes
04
monitoring
94%
incident reduction post-deployment

Observability Layer

//Column-level data quality checks on every pipeline run
//Anomaly detection with Slack/PagerDuty alerts in < 3 min
//SLA breach prediction 6 hours before threshold hit
view sla + stack

SLA Commitments

Alert latency< 3 min
Quality check coverage100% columns
False positive rate< 2%
Prediction horizon6 hours
05
open
8 min
avg time to access approval

Self-Serve Access

//Role-based access requests resolved without data team tickets
//Row-level security policies inherited from governance layer
//Usage analytics per consumer with cost allocation tagging
view sla + stack

SLA Commitments

Access approval< 8 min
RLS enforcementInstant
Usage reporting lag< 1 hour
Consumer SLA99.9% uptime
"

We went from 47 open pipeline tickets to 3 in the first sprint. The domain teams just… started shipping.

Priya Anand

VP Data Platform · Meridian Insurance

"

Our Snowflake bill dropped $340K annually. More importantly, my team stopped being the bottleneck for every analytics request.

Marcus Webb

Head of Platform Engineering · Cascade SaaS

"

Due diligence for the acquisition asked for our data lineage. We pulled the full graph in 8 minutes. That conversation ended well.

Tariq Osei

CTO · Fieldline AI (Series C)

compatible stack

Wires into your existing stack.
No rip-and-replace.

Mesh wraps your current warehouse, orchestrator, and transformation layer with a domain-ownership model. Your team keeps their tools. You gain the mesh.

Snowflake
Warehouse
Databricks
Lakehouse
dbt
Transform
Redshift
Warehouse
BigQuery
Analytics
Kafka
Streaming
Airflow
Orchestration
Fivetran
Ingestion
Spark
Processing
dbt Cloud
CI/CD
Terraform
IaC
OpenMetadata
Catalog
All integrations managed and monitored by Mesh. SLA coverage included.
technical documentation

Download the Mesh Spec Sheet

Full architecture diagrams, SLA tables, API reference, and integration checklist. Built for platform engineers evaluating a managed mesh layer.

Domain topology diagrams
Federated governance specs
SLA commitment tables
API + SDK reference
Migration playbook
Security & compliance brief

No spam. Used only to send the PDF and follow up once.

accepting new deployments

Your domains are ready.
Is your pipeline team?

Most deployments complete in one sprint. Your first domain is live before the next planning cycle.

No commitment. A Mesh architect reviews your current stack and responds within 24h.