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Normalizing Affiliate Network Data: Awin, Rakuten, and TradeTracker

How to normalize affiliate network transaction data from Awin, Rakuten, TradeTracker, and similar networks into one reporting-ready dataset. The schema differences, status lifecycles, and validation checks that matter.

Data Engineering & Automation: A Complete Guide for Growth Teams

Learn how data engineering and automation can transform your business operations. Expert insights from Ahmad Humayun on building scalable data solutions.

How to Connect Google Ads and Meta Ads Data to BigQuery

A practical guide to moving Google Ads, Meta Ads, GA4, LinkedIn Ads, and DV360 data into BigQuery for marketing analytics. What each connection looks like and what breaks.

What a Marketing Data Pipeline Project Costs

An honest breakdown of what marketing data pipeline projects cost, what drives the price up or down, and how to scope a project before asking for a quote.