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April 2-3, 2026
New York, NY
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IMPORTANT NOTE: Timing of sessions and room locations are subject to change.


Friday April 3, 2026 12:00pm - 12:25pm EDT
As MCP adoption grows, teams quickly discover that scaling from a single MCP server to a multi-server ecosystem introduces new architectural, operational, and governance challenges. Patterns that work for standalone MCP implementations often break down when MCP becomes a shared platform capability across multiple domains, teams, and clients.

In this talk, we share practical lessons from building and operating an MCP server ecosystem at infrastructure scale at Equinix. What began as a single MCP server evolved into multiple coordinated MCP servers spanning networking and infrastructure domains, each with distinct tools, lifecycles, and operational constraints.

Attendees will learn:
1. How MCP architecture changes when scaling from one server to an ecosystem
2. Design patterns to avoid tight coupling and fragmentation across MCP servers
3. Practical approaches to tool discovery, versioning, and backward compatibility
4. Operational lessons for reliability, rate limiting, and failure isolation
5. Governance best practices for ownership, change management, and ecosystem growth
Speakers
avatar for Vaibhav Tupe

Vaibhav Tupe

Tech Lead - Principal Engineer, Equinix
Vaibhav Tupe is a distinguished Technology Advisory Board Member and Engineering Leader specializing in cybersecurity, cloud, and AI-ready data center infrastructure. With over 13 years of experience, he currently serves as a Technology Leader at Equinix USA, where he drives high-performance... Read More →
Friday April 3, 2026 12:00pm - 12:25pm EDT
Juilliard Complex (5th Floor)
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