Blog

Insights from the field

Real work. Real data. No theory. Case studies and technical breakdowns from our client engagements.

GA4 showing zero revenue? Your Google Ads might be reading the wrong property
Performance Marketing·April 14, 2026·5 min read

GA4 showing zero revenue? Your Google Ads might be reading the wrong property

A live B2B platform was showing RM0 in GA4 while revenue was being recorded in a parallel property Google Ads couldn't see. Here's the diagnostic.

GA4Google AdsGTMMeasurement
Legacy infrastructure shielding — protecting live revenue while you replace old tech
Infrastructure·April 14, 2026·6 min read

Legacy infrastructure shielding — protecting live revenue while you replace old tech

A decade-old tech stack is fragile. Here's how to protect it in hours and replace it safely without downtime.

InfrastructureLegacy StackDevOpsEcommerce Operations
How to build a full e-commerce tracking stack in 24 hours (without breaking anything)
Measurement & Analytics·April 14, 2026·8 min read

How to build a full e-commerce tracking stack in 24 hours (without breaking anything)

A B2B e-commerce platform went from zero ecommerce events to a complete funnel spanning GA4, Meta Pixel, and Google Ads in under 24 hours. Here's the blueprint.

GTMGA4Ecommerce TrackingMeta Pixel
ChatGPT is Now Sending More Traffic Than Paid Meta — for B2B Sourcing
Performance Marketing·April 14, 2026·6 min read

ChatGPT is Now Sending More Traffic Than Paid Meta — for B2B Sourcing

A Klang Valley B2B platform received more referral traffic from ChatGPT than paid Meta ads — and Meta converted to zero sales. Here's why LLMs are now a conversion channel.

LLM SEOGEOChatGPTB2B Marketing
72% of B2B e-commerce revenue is Direct traffic — what your channel attribution is hiding
Performance Marketing·April 14, 2026·7 min read

72% of B2B e-commerce revenue is Direct traffic — what your channel attribution is hiding

GA4 data from a B2B wholesale platform reveals that 72% of revenue comes from Direct traffic, while Organic Search drives 65% of sessions. Here's what that means for your marketing spend.

Channel AttributionB2B EcommerceDirect TrafficRetention Marketing
GA4 Purchase Events Reading Zero? How to Diagnose It in 10 Minutes
Performance Marketing·April 14, 2026·12 min read

GA4 Purchase Events Reading Zero? How to Diagnose It in 10 Minutes

GA4 reads zero purchases but your database shows orders. Diagnose 5 root causes in 10 minutes. Includes playbook for wrong property, gateway timing, GeoIP blocks, missing templates, and session loss.

GA4GTMiPay88Diagnostics
How Kemon Runs AI Agents on Live Production Servers
AI & Automation·April 14, 2026·6 min read

How Kemon Runs AI Agents on Live Production Servers

How a digital agency uses AI agents with SSH access to manage live servers, deploy code, configure WAF rules, and run database queries on production systems.

Claude CodeAI AgentsDevOpsMCP
One Cloudflare WAF Rule Blocked 265,000 Spam Requests in 24 Hours
Infrastructure·April 14, 2026·9 min read

One Cloudflare WAF Rule Blocked 265,000 Spam Requests in 24 Hours

How a single Cloudflare WAF rule blocked hundreds of thousands of spam requests on a live Rails e-commerce platform in 5 minutes. Free WAF strategy for bot attacks using long URIs.

CloudflareWAFSecurityBot Protection
Shield Now, Strangle Later: Modernizing Legacy E-Commerce Without Downtime
Engineering·April 14, 2026·10 min read

Shield Now, Strangle Later: Modernizing Legacy E-Commerce Without Downtime

Framework for migrating live e-commerce platforms from deprecated stacks to modern infrastructure using the Strangler Fig pattern. Zero downtime, full kill switch, cookie-gated rollout.

Strangler FigLegacy MigrationNext.jsRails
Why We Stopped Recommending Meta Ads for B2B Wholesale in Malaysia
Performance Marketing·April 14, 2026·7 min read

Why We Stopped Recommending Meta Ads for B2B Wholesale in Malaysia

Why Meta Ads produce zero revenue for B2B wholesale in Malaysia. Data on CAPI inflation, attribution gaps, and what actually works instead.

Meta AdsFacebook AdsB2BMalaysia
Our AI Caught Its Own Data Bug — Why Feedback Loops Matter More Than Model Quality
AI & Automation·April 11, 2026·9 min read

Our AI Caught Its Own Data Bug — Why Feedback Loops Matter More Than Model Quality

During its first production cycle, our AI analytics system identified a data processing error, traced the root cause, corrected itself, and updated its own instructions.

AI AgentsFeedback LoopsSelf-CorrectionProduction Systems
How We Found Seven Figures of Hidden Revenue in Paid Media Budget Caps
Performance Marketing·April 9, 2026·9 min read

How We Found Seven Figures of Hidden Revenue in Paid Media Budget Caps

An AI system analysed 400+ campaigns across five ad accounts and found 10-12% of budget funding campaigns that had run their course — while top performers hit caps daily.

Google AdsBudget OptimizationAIE-commerce
LLM Referral Traffic: The Zero-Cost E-Commerce Channel You're Probably Not Tracking
Performance Marketing·April 8, 2026·9 min read

LLM Referral Traffic: The Zero-Cost E-Commerce Channel You're Probably Not Tracking

LLM referral traffic from ChatGPT, Gemini, and Perplexity converts at 4x the channel average. Here's how to track it, why it matters, and how to optimise for it.

GEOLLM TrafficChatGPTE-commerce
11 Agents, Zero Infrastructure: The Minimum Viable Architecture for Production AI
AI & Automation·April 7, 2026·9 min read

11 Agents, Zero Infrastructure: The Minimum Viable Architecture for Production AI

How we built an 11-agent AI analytics system for a luxury retailer across seven channels — with no servers, no databases, no infrastructure cost.

AI AgentsArchitectureAnthropicClaude
AI Product Photography at Scale: Guardrails Over Generation
AI & Automation·April 4, 2026·8 min read

AI Product Photography at Scale: Guardrails Over Generation

How we generate on-model product photography for luxury fashion using AI — and why the quality comes from what we constrain, not what we enable.

AIProduct PhotographyFashionE-commerce
Stop Advertising Products You Can't Win On Price — The Pricing Intelligence Framework
Performance Marketing·April 2, 2026·8 min read

Stop Advertising Products You Can't Win On Price — The Pricing Intelligence Framework

Competitor pricing data should be the first input to your ad spend decisions. Here's the framework for connecting pricing position to ad targeting.

PricingGoogle AdsCompetitive IntelligenceE-commerce
Your Analytics Dashboard Is Lying to You — Here's How Cross-Platform Diagnosis Works
Performance Marketing·March 31, 2026·8 min read

Your Analytics Dashboard Is Lying to You — Here's How Cross-Platform Diagnosis Works

Every analytics tool shows what happened. None of them show what's connected. Cross-platform diagnosis finds the insights hiding between your data sources.

AnalyticsE-commerceAI AgentsCross-Platform
Production AI vs Demo AI: Why the First Draft Is Always Terrible
AI & Automation·March 28, 2026·8 min read

Production AI vs Demo AI: Why the First Draft Is Always Terrible

The gap between AI demos and production-grade output is 30 iterations of prompt architecture, QA rules, and human review. Here's what actually ships.

AIProduction SystemsPrompt EngineeringContent Generation
The Revenue Leak Audit: How We Found Over 60% of Ad Spend Going to Zero-Conversion Campaigns
Performance Marketing·March 26, 2026·9 min read

The Revenue Leak Audit: How We Found Over 60% of Ad Spend Going to Zero-Conversion Campaigns

A systematic framework for finding revenue leaks in e-commerce — from zero-conversion ad groups to bot-inflated email lists. The evaluator-optimizer pattern applied.

Revenue LeaksGoogle AdsEmail MarketingAudit Framework
Why Single-Model AI Fails at E-Commerce — And What We Built Instead
AI & Automation·March 24, 2026·8 min read

Why Single-Model AI Fails at E-Commerce — And What We Built Instead

Single-model AI sees one dimension at a time. Multi-agent architecture connects pricing, email, orders, and market data into cross-domain insights no single prompt can produce.

AI AgentsArchitectureE-commerceClaude