Blog & Insights

tech

Webhooks: The Real-Time Backbone of Modern Automation

Understanding the architecture, implementation patterns, and production-ready practices behind event-driven integrations Introduction: The Push vs. Pull Paradigm Shift In the evolution of API architecture, webhooks represent a fundamental shift from request-response patterns to event-driven communication. While traditional REST APIs require consumers to continuously poll for updates—a resource-intensive operation that introduces latency—webhooks invert this model entirely. […]

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tech

How to Run A/B Tests Without Screwing Up: A Complete Guide

A/B testing isn’t rocket science. But it’s merciless with people who cheat on statistical rules. After 10 years analyzing tracking data, here’s what I’ve learned about running tests that actually produce reliable results. 1. Calculate Your Sample Size BEFORE Starting Never launch a test without knowing how many visitors you need. This is the most […]

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tech

Does AI Really Pollute? A Deep Dive Into the Environmental Impact of Artificial Intelligence

The narrative that “AI pollutes” has become ubiquitous in tech discussions. But what does the data actually tell us? This article examines the environmental footprint of artificial intelligence through verified sources and recent studies, focusing on energy consumption, carbon emissions, and the broader systemic implications. Global Energy Consumption: The Big Picture According to the International […]

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mobile

The Complete Guide to Mobile App KPIs and Attribution Platforms: Everything You Need to Know

Getting Started In the hyper-competitive mobile app ecosystem, measurement isn’t just important—it’s existential. But with dozens of metrics to track and a fragmented attribution landscape, how do you know what actually matters? Let’s break down the essential KPIs, explore the role of Mobile Measurement Partners (MMPs) like AppsFlyer and Adjust, and give you a framework […]

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meta

The Complete Guide to Meta CAPI for Mobile Apps Without SDK

Last updated: November 2025Reading time: ~25 minutesLevel: Advanced Introduction When implementing Meta (Facebook) tracking for mobile applications, most developers rely on the official Meta SDK to handle event collection and transmission. The SDK automatically collects device information, handles user identification, manages attribution, and sends events to Meta’s servers. However, there are compelling reasons to implement […]

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google

Enhanced Conversions vs Customer Match (Custom Audiences): The Complete, No-Nonsense Technical Guide

Most advertisers assume that Enhanced Conversions (EC) and Customer Match (CM) are nearly the same thing. Both use hashed email addresses.Both rely on Google’s identity graph.Both “match” users inside Google’s ecosystem. This leads many teams to believe that importing a list of converters is equivalent to enabling Enhanced Conversions. It is not. Not even close. […]

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google

GA4 Offline Data Import: The Complete, Real-World Guide (What Works, What Breaks, and How to Fix Your Tracking Before It’s Too Late)

Google Analytics 4 does support offline data import.But most implementations aren’t compatible with it — not because GA4 is limited, but because the tracking foundations weren’t designed with offline reconciliation in mind. And offline import in GA4 is nothing like Universal Analytics.If you don’t understand the data model shift, you’ll never get attribution, merging, or […]

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google, meta

Tracking Parameters for Google Ads and Meta Ads: What You Really Need to Configure (and Why Nothing Is Automatic)

Most marketers assume Google Ads and Meta Ads automatically attach UTM parameters to their URLs.They don’t.Not by mistake, but by design. Both platforms prefer to keep analysis inside their own ecosystem. UTMs are “data escape hatches”: as soon as they exist, any external tool (GA4, Matomo, Amplitude, Looker Studio, Snowflake, your BI stack, etc.) can […]

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google, meta, shopify

Shopify, Web Pixel & Ad Tracking: The Limit of “Site-Centric” Tracking — and How to Move Toward “Ad-Centric”

Shopify has modernized its tracking ecosystem with the introduction of Web Pixels — a concept I’ve covered before.It’s clean, sandboxed, privacy-compliant… but it remains primarily site-centric.The Web Pixel listens to Shopify-native events such as product_viewed, add_to_cart, and checkout_completed, yet it has no access to the DOM, cookies, or advertising identifiers.In practice, it cannot read _fbp, […]

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