Data Mesh

Data Mesh

Mage AI naturally supports the core principles of data mesh through features that promote autonomy, scalability, and governance

Mage AI naturally supports the core principles of data mesh through features that promote autonomy, scalability, and governance

Collaborate

Domain team autonomy

Domain team autonomy

Each domain team operates independently with dedicated workspaces.

Each domain team operates independently with dedicated workspaces.

Workspaces function as isolated repositories, ensuring complete control over team-specific pipelines.

Workspaces function as isolated repositories, ensuring complete control over team-specific pipelines.

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Teams develop at their own pace without dependencies on central resources

Teams develop at their own pace without dependencies on central resources

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Build

Data as a product

Data as a product

AI that anticipates roadblocks so you stay in flow state.

AI that anticipates roadblocks so you stay in flow state.

Built-in documentation within blocks and pipeline metadata ensures clarity for data consumers.

Built-in documentation within blocks and pipeline metadata ensures clarity for data consumers.

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Self-describing interfaces make data products immediately useful across the organization.

Self-describing interfaces make data products immediately useful across the organization.

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Deploy

Self-serve infrastructure

Self-serve infrastructure

Engineers create, test, and deploy without waiting for central IT resources.

Engineers create, test, and deploy without waiting for central IT resources.

Teams access powerful tools through an intuitive UI and robust CLI.

Teams access powerful tools through an intuitive UI and robust CLI.

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Reduced bottlenecks accelerate time-to-insight across all domains.

Reduced bottlenecks accelerate time-to-insight across all domains.

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Manage

Federated governance

Federated governance

Share best practices, organization-wide reusable templates, and centralize governance.

Share best practices, organization-wide reusable templates, and centralize governance.

Consistent standards maintain quality without sacrificing domain autonomy.

Consistent standards maintain quality without sacrificing domain autonomy.

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Perfect balance between flexibility and organizational compliance.

Perfect balance between flexibility and organizational compliance.

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Monitor

Real-time observability

Real-time observability

Comprehensive performance tracking across all domains.

Comprehensive performance tracking across all domains.

Proactive issue identification before downstream consumers are affected.

Proactive issue identification before downstream consumers are affected.

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Pipeline run activity across all workspaces.

Pipeline run activity across all workspaces.

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Secure

Enterprise grade security

Enterprise grade security

Fine-grained permissions maintain security while enabling collaboration.

Fine-grained permissions maintain security while enabling collaboration.

System-level RBAC ensures teams access only their authorized namespaces.

System-level RBAC ensures teams access only their authorized namespaces.

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Compliance built into the architecture, not added as an afterthought.

Compliance built into the architecture, not added as an afterthought.

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Multi-tenant

Multi-tenant foundation for Data Mesh excellence

Multi-tenant foundation for Data Mesh excellence

Mage AI delivers the perfect harmony between domain autonomy and enterprise-wide cohesion.

Mage AI delivers the perfect harmony between domain autonomy and enterprise-wide cohesion.

Domain-specific workspaces that respect the organizational boundaries of your data producers.

Domain-specific workspaces that respect the organizational boundaries of your data producers.

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Clear data product ownership at the tenant level, ensuring accountability and quality.

Clear data product ownership at the tenant level, ensuring accountability and quality.

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Self-service capabilities for each tenant while maintaining organization-wide governance.

Self-service capabilities for each tenant while maintaining organization-wide governance.

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Built-in tenant identification that flows through the entire data lifecycle, preserving proper data lineage and access controls.

Built-in tenant identification that flows through the entire data lifecycle, preserving proper data lineage and access controls.

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Implementation

Practical architecture for Data Mesh implementation

Practical architecture for Data Mesh implementation

Mage AI delivers a modular framework perfectly aligned with data mesh’s decentralized approach.

Mage AI delivers a modular framework perfectly aligned with data mesh’s decentralized approach.

Domain team workspaces

Domain team workspaces

Marketing team
Customer analytics and campaign data

Marketing team
Customer analytics and campaign data

Operations team
Supply chain and logistics data products

Operations team
Supply chain and logistics data products

Finance team
Custom pipelines for financial reporting

Finance team
Custom pipelines for financial reporting

Centralized platform services

Centralized platform services

Platform team
Builds reusable components, manages multi-tenant infra

Platform team
Builds reusable components, manages multi-tenant infra

Data governance
Provides standards and management across tenants

Data governance
Provides standards and management across tenants

Security and compliance
Ensures organizational standards within boundaries

Security and compliance
Ensures organizational standards within boundaries

This balanced architecture ensures

This balanced architecture ensures

True ownership where domain teams manage their data independently.

True ownership where domain teams manage their data independently.

Support from central teams through reusable components and standards.

Support from central teams through reusable components and standards.

Consistency across domains without creating bottlenecks.

Consistency across domains without creating bottlenecks.

Recover your precious developer time

Now you can focus on the fun, creative, and high-impact data engineering projects and let Mage AI handle the rest.

For engineers

Experience how Mage AI ships data pipelines faster, giving you a better work-life-balance.

For data teams

See how Mage AI accelerates your team velocity while reducing data and infrastructure costs.

Recover your precious developer time

Now you can focus on the fun, creative, and high-impact data engineering projects and let Mage AI handle the rest.

For engineers

Experience how Mage AI ships data pipelines faster, giving you a better work-life-balance.

For data teams

See how Mage AI accelerates your team velocity while reducing data and infrastructure costs.