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Unlock best practices for optimizing real-world, low-latency architectures and scaling Valkey
January 22, 2026 | Guildhouse, San Jose, CA
Hear From Industry Leaders:

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Get together with 150 builders, engineers, and Valkey contributors for a focused day of real-world performance learning. Expert speakers will reveal the latest advancements to boost throughput and reduce tail latency. This is event is perfect for teams pushing the limits of real-time systems.
Hosts

Madelyn Olson
Principal Software Engineer, Maintainer of the Open-Source Valkey Project


Khawaja Shams
CEO & Co-Founder

Speakers

Jacob Murphy
Staff Software Engineer


Yao Yue
CEO


Kevin McGehee
Principal Software Engineer


Yiwen Zhang
Senior Software Engineer


Joe Lane
Principal Software Engineer


Sarthak Aggarwal
Software Engineer II


Daniela Miao
CTO & Co-Founder


Ignacio Alvarez
Senior Principal Engineer


Rong Zhang
Senior Product Manager


Yang Yang
Senior Staff Engineer


Ovais Khan
Principal Software Engineer


Chaitanya Nuthalapati
Sr. Technical Product Manager

Level Up Your Skills with Deep Dives Into:
Achieving safe cluster rebalancing (or resharding) by understanding and mitigating the failure modes during live data migration
Optimizing for sub-millisecond responsiveness and zero downtime
The impact of optimizations (e.g., faster data parsing and instruction acceleration) on total throughput and lower, more predictable tail latency at scale
Valkey 9.0, Performance and Resiliency for Real-Time Workloads
Agenda
8:00 AM
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9:00 AM
Breakfast
9:00 AM
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9:30 AM

Khawaja Shams
CEO & Co-Founder

Opening Remarks
Let's celebrate the power of community, performance engineering, and Valkey Ecosystem. Learn why Khawaja is beyond excited for today, what to expect, and how to make the most out of this event.
9:30 AM
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10:15 AM

Madelyn Olson
Principal Software Engineer, Maintainer of the Open-Source Valkey Project

How the Valkey community unlocked the next generation of performance.
Valkey established itself as a fast moving and innovative open-source project through an engineering focused mindset. By focusing on low-level optimization, we were able to improve Valkey to meet the needs of our most demanding users and contributors. In this session, we dive into the core engineering principles and the decision making driving the project today and the future.
10:15 AM
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10:45 AM

Ovais Khan
Principal Software Engineer

350 Caches Without a Fork: Snap's Migration from KeyDB to Valkey
Snap manages a fleet of over 350 caches powering mission-critical features. Moving this workload from KeyDB to Valkey meant replacing deep-seated features including IO multithreading, forkless background saves, and cross-slot MGets, without impacting the user experience.
We’ll share the engineering reality of this migration: how we bridged these feature gaps and the operational safeguards we implemented to maintain cluster health throughout the transition. This session provides a blueprint for executing a large-scale, high-stakes migration with zero drama.
10:45 AM
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11:15 AM
Break
Time for some networking!
11:15 AM
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11:45 AM

Yang Yang
Senior Staff Engineer

Real-world caching lessons from 1B RPS in prod
Uber's cache platform is the foundational state engine for mission-critical operations, sustaining peaks of one billion requests per second. This session covers our current architecture and lessons learned from connection storms, response desynchronization, and high availability under extreme load. We'll also outline the roadmap for Uber's next-generation cache architecture, designed to harden platform resilience at scale.
11:45 AM
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12:00 PM

Chaitanya Nuthalapati
Sr. Technical Product Manager

⚡️ Stop Recomputing: Semantic Caching & Best Practices for AI Apps
Valkey Search makes building AI applications easier. Explore a reference architecture for semantic caching with Valkey, get practical guidance, and see its impact on cost, performance, and response quality.
12:00 PM
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1:00 PM
Lunch
Sponsored by EloqData - Thank you for supporting Unlocked Conf!

1:00 PM
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1:30 PM

Jacob Murphy
Staff Software Engineer

Leveling up sharding: Making resharding boring with Atomic Slot Migration
Resharding is one of the most dangerous operations in a distributed system. It often involves complex coordination, network churn, redirects, and data duplication, along with an acceptance of latency or downtime risk. For always-on systems, this trade-off is unacceptable.
Valkey's Atomic Slot Migration changes the model. It delivers predictable behavior, faster migrations, less churn, and resharding that no longer feels like a boss fight.
This talk breaks down how atomic slot migration works, the issues with traditional slot migration, and what this design means for performance and day-two operations in mission critical clusters. The goal is simple: level up sharding by making resharding boring.
1:30 PM
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2:00 PM

Yiwen Zhang
Senior Software Engineer

Valkey guardrails for large payloads - understanding, detecting, and controlling high-cost traffic
Valkey accepts request and response payloads up to a global bulk-size limit. In practice, however, even moderate increases in payload size can introduce significant overhead. Larger payloads take longer to transmit over the network, require more memory allocation, increase replication pressure, and block the event loop for longer periods.
When these effects stack, overall system performance can degrade well before payloads approach the configured maximum size.
This talk proposes a set of high-level guardrails to make large-payload workloads easier to observe and manage in production.
It covers: Adding lightweight server-side signals to track request and response payload size trends and the frequency of large operations (e.g., Issue #2911, PR #2918); Practical guidance on choosing bulk-size limits that better match different workload patterns; Exploratory runtime safeguards that use signals such as latency or replication lag to temporarily reject or delay expensive operations when the server is under stress.
2:00 PM
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2:10 PM

Joe Lane
Principal Software Engineer

⚡️ Immutability in Motion
Nu is one of the largest digital financial services platforms in the world, serving 127 million customers across Brazil, Mexico, and Colombia. Datomic is the primary transactional database at Nu. Datomic stores a record of immutable facts, which gives applications strong consistency combined with horizontal read scalability, auditability and built-in caching.
This talk describes the leverage an immutable architecture brings to bear on transactional systems, the performance of Datomic's caching tower and the economics of immutable caching at scale.
2:10 PM
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2:20 PM

Sarthak Aggarwal
Software Engineer II

How we verified 1 Billion RPS at scale, and why we won't do it again.
Achieving 1 billion requests per second (RPS) was the target, but verifying it at a 2,000-node scale was a challenge. This session dives deep into the Valkey 9.0 cluster improvements including new failure ranking, connection throttling, and optimized cluster bus gossip that ensure bounded recovery time during massive primary failures.
We discuss the architectural changes and the benchmarking that made this milestone possible. We'll also share the operational lessons learned from pushing the system to its absolute limits, revealing exactly why we won't attempt this specific verification again.
2:20 PM
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2:30 PM

Yao Yue
CEO

⚡️ Why I left Big-O in the dustbin when I left school
Infinity called, they want their Big-O back. So, what’s left? Well, we will have to dig down a bit from these beautiful abstractions…
2:30 PM
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3:00 PM
Break
3:00 PM
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3:30 PM

Kevin McGehee
Principal Software Engineer

ElastiCache Serverless - The story of a high-performance RESP proxy
ElastiCache Serverless offers a high-performance multi-tenant Rust proxy to abstract the client-side complexities of a fast-scaling cluster-mode enabled Valkey backend. Explore how we designed the proxy for low latency and high throughput - from its network and I/O architecture that enables local AZ routing with an optimized number of backend multiplexed sockets to its threading model that eliminates unnecessary synchronization while still ensuring appropriate Quality of Service (QoS).
3:35 PM
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3:45 PM

Rong Zhang
Senior Product Manager

⚡️ Announcing Valkey Admin: Real-Time Visibility for Healthy Valkey Clusters
Hot keys and uneven data distribution can silently degrade performance and trigger outages, while diagnosing them often risks making things worse. Valkey Admin provides configurable diagnostic approaches to inspect keys, identify hot slots, and understand cluster layout using operationally sound techniques, helping operators debug and fix issues with appropriate impact considerations. We'll cover how it works internally and show a brief demo.
3:45 PM
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3:55 PM

Ignacio Alvarez
Senior Principal Engineer

⚡️ Lessons learned from the Memcached to Redis to Valkey journey
Mercado Libre operates one of the largest and most demanding commerce platforms in the world. As the platform team, we manage a shared, multi-tenant caching platform built on top of Valkey. This talk details the migration from Memcached to Redis to Valkey, the technical realities of multi-tenancy, noisy-neighbor mitigation, capacity planning, and weighs the pros and cons of client-side caching in a high-traffic environment.
We’ll include some of the architectural challenges we had along the way, failure modes we encountered, and techniques used to deliver a robust caching infrastructure that is predictable at scale.
4:00 PM
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4:15 PM
Break
4:15 PM
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5:00 PM

Daniela Miao
CTO & Co-Founder

The Systems Engineering Mandate: Scaling AI Beyond the Model
As investments shift toward AI models and applications, infrastructure is often dismissed as a commodity. This perspective overlooks a historical reality: standard utilities, including the CPU, only became "commodities" after years of deep research and architectural optimization.
In practice, interactions between services and agents are multiplying, and latency budgets are shrinking. This keynote makes the case that systems engineering is more critical than ever. We examine specific system internals - cores, scheduling, NUMA boundaries, the network stack - to show how small design choices create outsized effects on performance, utilization, and user experience.
5:00 PM
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7:00 PM
Happy Hour
Thank You to Our Hosts
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Thank You to Our Sponsor
