Optimizing Write-Intensive Database Performance Masterclass

August 26, 2026 - 8:00am-10:30am PDT | 16:00-18:30 BST

Free Masterclass: Practical strategies for predictable low-latency writes at scale

Database writes – at scale – are one of the hardest problems in distributed systems.

In this masterclass you'll learn how to understand and avoid latency spikes in real-time, write-heavy workloads. Designed for teams running over 50K OPS with strict P99 latency requirements, this masterclass provides a practical framework for diagnosing write bottlenecks and knowing which strategies to apply in different scenarios.

We'll begin by looking at why scaling writes is so hard, analyzing specific factors such as storage engine design, contention, backpressure, and I/O. Next, we'll cover practical strategies for optimizing write performance, including how to negotiate data modeling, compression, batching, and consistency tradeoffs. Finally, we'll perform live exploration/troubleshooting of a few specific write-path bottlenecks so you can see how to put these strategies into practice.

During this free 2-hour masterclass oriented for developers, engineers, architects, and database practitioners, you will learn how to:

  • Identify which factors (database internals, database configurations, data modeling…) are impacting your write performance
  • Avoid mistakes that have caused 40x write amplification in production
  • Sustain low P99 latencies even during sustained growth and volatile spikes
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Meet Your Instructors

Felipe Cardeneti Mendes

Felipe Mendes
Technical Director

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Gui Nogueira
Technical Director

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Look forward to...

Hands-on Learning

Live Q&As, in-session chat, hands-on exercises... thought this was going to be only about watching people talk? Think again.

Free Swag & Prizes

Attend live and enter for a chance to win an exclusive swag pack and complete the quiz for a certificate to display on your LinkedIn profile!

Bonus Content

You’ll have access to all recordings and slides after the event, so you can go back and re-watch the sessions you didn’t catch live.


Schedule Highlights

Wednesday, Aug 26

08:00AM – 08:30AM PST

Lounges Open

Engineers are live in the ScyllaDB Lounge and ready to answer your questions!

08:30AM – 08:35AM PST

Welcome & Housekeeping

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08:35AM – 9:05AM PST

Session 1: Why Scaling is So Hard

Everything hurts more at scale. We begin by looking at the specific factors that make write-heavy workloads challenging to scale and discussing the related tradeoffs you need to negotiate.
– Write challenges commonly faced in different use cases: IoT, gaming, ad tech, financial
– How database internals and configuration options impact write performance
– Models for predicting your breaking point

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9:05AM – 9:35AM PST

Session 2: Strategies for Optimizing Write Performance

There's no single fix for write performance; the right approach depends on your workload characteristics and the bottleneck cause. We cover a range of factors, from data modeling to compression to batching.
– Data modeling and partition design: avoiding hotspots and contention
– Batching: why the relational mental model breaks down at scale
– Other considerations: chunk size, CPU and memory resources, and disk utilization and throughput

9:35AM – 10:00AM PST

Session 3: Troubleshooting Write-Path Bottlenecks

Together, Felipe and Guilherme walk through specific real write degradation scenarios – how to recognize the symptoms, trace them to root causes, and resolve them.
– What to watch for in your monitoring dashboards
– Real examples of write bottlenecks, including symptoms, causes, and remediation strategies
– Configuring custom alerts to warn you of emerging issues

10:00AM – 10:20PM PST

Open Q & A

Guilherme and Felipe answer the audience’s toughest questions regarding real-time write-intensive workloads.

10:20AM – 10:25PM PST

Wrap-up & Exam