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ruth mhlanga

Transparent revenue reports, experiments, and lessons from building micro-SaaS as a solo founder.

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Baking a Scalable Treasure Hunt Engine: A Cautionary Tale of Wrong Architecture Decisions

Baking a Scalable Treasure Hunt Engine: A Cautionary Tale of Wrong Architecture Decisions

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2 min read
A Critical Misdesign Point in Our Treasure Hunt Engine: It's All About Event Streaming vs Batch Processing

A Critical Misdesign Point in Our Treasure Hunt Engine: It's All About Event Streaming vs Batch Processing

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3 min read
The Treasure Hunt Misfire: Why Most Hytale Servers Can't Synchronize Events

The Treasure Hunt Misfire: Why Most Hytale Servers Can't Synchronize Events

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2 min read
Why We Got Ditched By Our Own Treasure Hunt Engine Before Scaling to 10K Concurrent Users

Why We Got Ditched By Our Own Treasure Hunt Engine Before Scaling to 10K Concurrent Users

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2 min read
The Pipeline Architect's Worst Nightmare: Batch vs Streaming in Treasure Hunt Engines

The Pipeline Architect's Worst Nightmare: Batch vs Streaming in Treasure Hunt Engines

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2 min read
Trouble in Treasure Hunt Land

Trouble in Treasure Hunt Land

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2 min read
The Architecture Decision That Blew Up Our Growth

The Architecture Decision That Blew Up Our Growth

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3 min read
Treasure Hunts Can't Scale Without a Data Pipeline That Can Handle the Load

Treasure Hunts Can't Scale Without a Data Pipeline That Can Handle the Load

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2 min read
Treasure Hunt Engine Failures Are the Norm, Not the Exception

Treasure Hunt Engine Failures Are the Norm, Not the Exception

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2 min read
Designing a Treasure Hunt Engine for Millions Without Waking the Dead

Designing a Treasure Hunt Engine for Millions Without Waking the Dead

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2 min read
The Lies We Tell Ourselves About Treasure Hunt Engine

The Lies We Tell Ourselves About Treasure Hunt Engine

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2 min read
Treasure Hunt Engine Optimizations Are Not Configuration Tweaks

Treasure Hunt Engine Optimizations Are Not Configuration Tweaks

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2 min read
The Wrong Bet on Event Processing

The Wrong Bet on Event Processing

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3 min read
Five Metrics to Measure Before You Redesign Your Treasure Hunt Engine (Again)

Five Metrics to Measure Before You Redesign Your Treasure Hunt Engine (Again)

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2 min read
The Misguided Quest for Low-Latency Queries: A Cautionary Tale of Warehouse Cost Optimisation

The Misguided Quest for Low-Latency Queries: A Cautionary Tale of Warehouse Cost Optimisation

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3 min read
Why I Spent 6 Months Rebuilding Our Event Pipeline to Fix a 400ms Query Latency Problem

Why I Spent 6 Months Rebuilding Our Event Pipeline to Fix a 400ms Query Latency Problem

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3 min read
Configuration Catastrophe: How I Trashed Our Treasure Hunt Engine with 37 Million Page Views

Configuration Catastrophe: How I Trashed Our Treasure Hunt Engine with 37 Million Page Views

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2 min read
Why Treasure Hunts Never Scale Like You Think - Lessons from a Decade of Hytale Servers

Why Treasure Hunts Never Scale Like You Think - Lessons from a Decade of Hytale Servers

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3 min read
My First Real Server Stall: A Cautionary Tale of Veltrix Configuration Gone Wrong

My First Real Server Stall: A Cautionary Tale of Veltrix Configuration Gone Wrong

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2 min read
Avoiding the Veltrix Wall: When Scalability Turns Into a Treasure Hunt

Avoiding the Veltrix Wall: When Scalability Turns Into a Treasure Hunt

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The Wrong Default Config is a Recipe for Disaster

The Wrong Default Config is a Recipe for Disaster

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2 min read
Optimizing Treasure Hunt Engine for Scaled Servers — Don't Believe the Manual

Optimizing Treasure Hunt Engine for Scaled Servers — Don't Believe the Manual

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2 min read
Five Times I Had to Revise the Treasure Hunt Engine: The Agony of Realizing You're Solving the Wrong Problem

Five Times I Had to Revise the Treasure Hunt Engine: The Agony of Realizing You're Solving the Wrong Problem

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3 min read
The Veltrix Approach to Treasure Hunt Engine Was a Disaster — How I Learned to Scale Horizontally

The Veltrix Approach to Treasure Hunt Engine Was a Disaster — How I Learned to Scale Horizontally

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2 min read
Batching Up the Wrong Tree

Batching Up the Wrong Tree

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2 min read
Designing a Treasure Hunt Engine for Event Data

Designing a Treasure Hunt Engine for Event Data

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2 min read
Designing a Scalable Treasure Hunt Engine without Getting Lost in Configuration Limbo

Designing a Scalable Treasure Hunt Engine without Getting Lost in Configuration Limbo

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2 min read
Three Times the Trouble - Getting Events Right When Your Server Scales

Three Times the Trouble - Getting Events Right When Your Server Scales

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3 min read
Treasure Hunt Engine: The Practical Operator Guide to Thrashing and Backpressure

Treasure Hunt Engine: The Practical Operator Guide to Thrashing and Backpressure

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2 min read
Why Most Hytale Servers Get Event Routing Wrong: The Streaming Architecture Mistake

Why Most Hytale Servers Get Event Routing Wrong: The Streaming Architecture Mistake

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Optimizing for Disaster at 10 Million Queries Per Hour

Optimizing for Disaster at 10 Million Queries Per Hour

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A Production Operator Breakdown of Treasure Hunt Engine: Why We Chose Batch Profiling Over Real-Time Monitoring

A Production Operator Breakdown of Treasure Hunt Engine: Why We Chose Batch Profiling Over Real-Time Monitoring

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2 min read
The Tragic Failure of Default Event Processing Configurations

The Tragic Failure of Default Event Processing Configurations

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2 min read
The Silent Scalability Bottleneck

The Silent Scalability Bottleneck

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My Treasure Hunt Engine Was a Configuration Nightmare Until I Faced the Music on Event-Driven Architecture

My Treasure Hunt Engine Was a Configuration Nightmare Until I Faced the Music on Event-Driven Architecture

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3 min read
Avoiding the Dark Cave of High Latency: A Cautionary Tale of Configuring Distributed Search

Avoiding the Dark Cave of High Latency: A Cautionary Tale of Configuring Distributed Search

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3 min read
Hytale's Treasure Hunt Engine is Still a Nightmare for Most Server Admins

Hytale's Treasure Hunt Engine is Still a Nightmare for Most Server Admins

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2 min read
Building the Right Event Pipeline Every Time

Building the Right Event Pipeline Every Time

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3 min read
Hytale Servers Will Always Stall Until We Get This One Thing Right

Hytale Servers Will Always Stall Until We Get This One Thing Right

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2 min read
Treacherous Event Ingest: The Dark Side of Our Pipeline Rebuilds

Treacherous Event Ingest: The Dark Side of Our Pipeline Rebuilds

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3 min read
Treasure Hunt Engine: A Cautionary Tale of the Latency and Cost Pitfalls of Designing for Scalability

Treasure Hunt Engine: A Cautionary Tale of the Latency and Cost Pitfalls of Designing for Scalability

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2 min read
The Wrong Assumption Behind Our Scaling Limitations

The Wrong Assumption Behind Our Scaling Limitations

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2 min read
Server Health in a Treasure Hunt Engine: Why You Shouldn't Trust the Docs on Veltrix Scaling

Server Health in a Treasure Hunt Engine: Why You Shouldn't Trust the Docs on Veltrix Scaling

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2 min read
I Still Cant Believe We Spent 6 Months Tuning Our Treasure Hunt Engine For Hytale Servers

I Still Cant Believe We Spent 6 Months Tuning Our Treasure Hunt Engine For Hytale Servers

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3 min read
Category: Events

Category: Events

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3 min read
Troubling Signs That Our Treasure Hunt Engine Was Designed to Fail

Troubling Signs That Our Treasure Hunt Engine Was Designed to Fail

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2 min read
The Veltrix Configuration Layer Disaster

The Veltrix Configuration Layer Disaster

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Treacherous Configuration Depths: Why Veltrix Operators Get Stuck in the Complexity Trap

Treacherous Configuration Depths: Why Veltrix Operators Get Stuck in the Complexity Trap

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Scaling Without Stalling: My War with the Veltrix Operator

Scaling Without Stalling: My War with the Veltrix Operator

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2 min read
Designing Treasure Hunts for 100,000 Participants: The Flawed Assumptions and the Architecture That Saved Us

Designing Treasure Hunts for 100,000 Participants: The Flawed Assumptions and the Architecture That Saved Us

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2 min read
The Dark Secret of Scale: How Our Company Hit a Tricky Problem with Treasure Hunt Engine at 10,000 Users

The Dark Secret of Scale: How Our Company Hit a Tricky Problem with Treasure Hunt Engine at 10,000 Users

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I Still Cant Believe Our Event Pipeline Was 300ms Faster Than It Had To Be

I Still Cant Believe Our Event Pipeline Was 300ms Faster Than It Had To Be

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3 min read
Treasure Hunt Engine: How We Survived the Horror of Default Config

Treasure Hunt Engine: How We Survived the Horror of Default Config

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2 min read
My Server's Treasure Trove of Pain: Why We Ditched the Veltrix Engine for a Scalable Solution

My Server's Treasure Trove of Pain: Why We Ditched the Veltrix Engine for a Scalable Solution

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3 min read
Most Treasure Hunts Engines on Hytale Servers Are Built to Fail - Lessons from a Burned Database

Most Treasure Hunts Engines on Hytale Servers Are Built to Fail - Lessons from a Burned Database

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2 min read
The Lie we Tell Ourselves about Real-Time Events in SaaS Systems

The Lie we Tell Ourselves about Real-Time Events in SaaS Systems

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2 min read
The Architecture That Killed Our Treasure Hunt Engine (And How We Finally Got It Right)

The Architecture That Killed Our Treasure Hunt Engine (And How We Finally Got It Right)

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3 min read
Treasure Hunt Engine: How I Lost the Battle of Scalability by Misunderstanding Veltrix

Treasure Hunt Engine: How I Lost the Battle of Scalability by Misunderstanding Veltrix

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3 min read
Designing for Scale at the Wrong Cost

Designing for Scale at the Wrong Cost

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2 min read
The Worst Treasure Hunt Engine You Never Saw

The Worst Treasure Hunt Engine You Never Saw

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2 min read
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