Google Analytics 4, Search Console, attribution, and data-driven marketing.
AI analytics tools for marketing fall into four categories: built-in AI features in platforms you already use (GA4, ad platforms), general-purpose AI applied to marketing data (ChatGPT, Claude), dedicated AI analytics platforms (Amplitude, Mixpanel, Tableau),
ChatGPT data analysis works by uploading CSV or Excel files to the Code Interpreter (Advanced Data Analysis) environment, where ChatGPT writes and executes Python code on your behalf to clean, explore, visualize, and interpret datasets. It handles files up to
There are three ways to connect ChatGPT to Google Analytics: exporting CSV files and uploading them to ChatGPT, using the GA4 API through Code Interpreter, and connecting through an MCP server for real-time access. Each method has different setup requirements,
How to use ChatGPT for marketing analytics across GA4, Search Console, social, and ads. Real prompts, limitations, and alternatives.
ChatGPT can summarize marketing data, spot trends in exported spreadsheets, write SQL queries against your datasets, and produce narrative reports from raw numbers. It cannot connect to your analytics platforms directly, access real-time data, or process files
Every marketing team describes itself as "data-driven." It appears in job postings, team charters, pitch decks, and annual reports. It is the kind of claim that nobody disputes because nobody defines it precisely enough to be wrong. But here is what usually ha
A customer sees your Instagram ad on Monday. Reads a blog post from organic search on Wednesday. Clicks a retargeting ad on Friday. Opens your email on Saturday. Buys on Sunday by typing your URL directly. Which channel gets credit for the sale? If you are usi
There is a dashboard graveyard in every marketing team. Someone spent two weeks building a beautiful report in Looker Studio or Tableau. It had 30 widgets, six tabs, and filters for every dimension imaginable. People looked at it for one week. Then it joined t
Google Search Console is the only source of real search data from Google. Not estimates from third-party tools. Not keyword difficulty scores calculated from proxy metrics. Actual impressions, clicks, positions, and indexing status, straight from Google's inde
Marketing teams love dashboards. They love adding new metrics, new charts, new widgets. The average enterprise marketing team tracks somewhere between 30 and 50 metrics across their tools. And yet, when the CMO asks "what is working?", the answer is usually a
Google Analytics 4 replaced Universal Analytics in July 2023. Every site that was running UA either migrated or started fresh. But here is the problem: most of those setups are incomplete. The default GA4 configuration leaves out several critical settings, and