Attio accelerates agentic application velocity with Spanner Omni
Spanner Omni enables teams to build once and deploy anywhere, providing application portability across Google Cloud, on-premises and other clouds. Attio, an AI-native CRM company based in London, has built its platform on Spanner. Attio migrated its agentic application environment to a full-featured and containerized Spanner Omni + managed Spanner.
“At Attio, we are building the world’s most advanced agentic application environment on Spanner to deliver on our vision for an AI-native CRM platform. Spanner Omni has been a major win for us by delivering Spanner capabilities and performance across all our environments, allowing our agents to bring complex, mission-critical workflows such as the newly announced Spanner queues, to production. With Spanner Omni, we have been able to accelerate our production velocity at a truly enhanced level of scale and confidence that was not possible earlier.” – Alexander Christie, Co-Founder & CTO, Attio
Built-in AI capabilities for any environment
Spanner Omni extends Spanner’s converged multi-model foundation directly to your private infrastructure and third-party clouds, providing critical capabilities for AI workloads:
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Vector search and Spanner Graph: Natively store and index vector embeddings alongside your relational tables. With support for KNN and ANN search, you can combine semantic similarity with structured SQL filters. Spanner Graph integrates property graphs directly into the engine, allowing you to trace complex entity relationships and connect graph traversals with vector search.
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Model Context Protocol (MCP) support: Integrate directly with agentic systems using MCP Toolbox. This open standard allows autonomous agents to inspect schemas, retrieve relevant context, and use Spanner Omni as an operational memory layer across multi-cloud deployments.
What’s new with Spanner Omni
Since the preview, we’ve been working to expand Spanner Omni’s capabilities, and refine the pricing model for production-ready deployments.
Enterprise features for production deployments
The GA release unblocks the full suite of enterprise-grade capabilities required for mission-critical production workloads, including:
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Robust security and governance: Support for advanced enterprise security, including TLS encryption, authentication and authorization, and audit logging
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Data protection: High-performance backup and restore capabilities to safeguard your data against “fat-finger” deletion or data corruption
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Worker nodes: Dedicated, stateless compute nodes unique to Spanner Omni that are designed to offload background and resource-intensive operations from primary Spanner Omni servers, so they can focus on handling core database workloads
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Enterprise-grade support: Direct access to Google Cloud Customer Care to keep your critical workloads running smoothly
Flexible licensing and industry-standard pricing
To support you at every stage of development, Spanner Omni offers two distinct licensing tiers designed to fit your scale and budget:
- Developer Edition (free): Tailored for development, testing, and prototyping in non-commercial, non-production environments, it includes all core Spanner features, allowing you to build and validate your applications before scaling to production. The Developer Edition has a default license. The default license lasts for 90-days and includes all features as the commercial edition, except backup features and worker nodes. When used in a single server deployment of 4 vCPUs or less, the default license does not expire and backup-restore is also supported. In case of more than 4vCPUs the default license can be extended beyond 90 days by filling out this form.
- Commercial Edition (paid): Designed for commercial, production workloads, this edition provides the full suite of Spanner Omni capabilities backed by enterprise support. It follows a highly industry-standard, predictable vCPU-based annual subscription model. We also offer a proof-of-concept license for pre-production evaluation at a discounted price.
Spanner Omni vs. fully managed Spanner on Google Cloud
Our goal with Spanner Omni is to provide parity with the fully managed Spanner service on Google Cloud. However, as self-managed software, deploying and operating Spanner Omni differs from fully managed Spanner on Google Cloud in several ways:
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Self-managed operations: You are responsible for all day-to-day operations, including routine maintenance, version upgrades, and infrastructure monitoring.
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Availability and SLAs: Because Spanner Omni runs on customer-managed infrastructure, Google does not provide availability SLAs. However, deploying according to our recommended reference architectures will help you achieve comparable high availability.
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Integration with Google Cloud: To ensure it can run anywhere, Spanner Omni excludes capabilities available in managed Spanner that rely on Google Cloud-specific capabilities, such as native integrations with BigQuery, Knowledge Catalog, or Gemini Enterprise and other Google Cloud services.
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Feature-parity roadmap: While some feature gaps exist today between Spanner Omni and fully managed Spanner, we are actively developing updates to close these gaps in future releases.
Get started today
Whether you’re modernizing on-prem legacy systems or building a resilient multi-cloud architecture, Spanner Omni is ready to help you scale.







