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.