Mage AI Blog - Posts by Cole Freeman

Platform

Solutions

Resources

Pricing

Try

Demo

Try Mage

Menu

Practical insights for building and running data systems

Cole Freeman

Cole Freeman

Why Your AI Is Confidently Wrong: The Silent Data Gap Problem

Why Your AI Is Confidently Wrong: The Silent Data Gap Problem

Mage vs Airflow for ML and LLM workflows

Mage vs Airflow for ML and LLM workflows

Capture changes as they happen with the Mage MySQL CDC streaming source

Capture changes as they happen with the Mage MySQL CDC streaming source

Build a crypto trading data pipeline with PySpark in Mage Pro

Build a crypto trading data pipeline with PySpark in Mage Pro

Connecting Microsoft Fabric to Mage Pro: A complete integration guide

Connecting Microsoft Fabric to Mage Pro: A complete integration guide

Connect dbt models to Mage Pro blocks (Step-by-step tutorial)

Connect dbt models to Mage Pro blocks (Step-by-step tutorial)

Migrate your dbt Cloud project to Mage Pro

Migrate your dbt Cloud project to Mage Pro

Mage Pro vs dbt Fusion: Best data platform comparison

Mage Pro vs dbt Fusion: Best data platform comparison

Building real-time crypto trading pipelines with Kafka and Mage Pro

Building real-time crypto trading pipelines with Kafka and Mage Pro

Build an AI-Powered MCP pipeline with Mage Pro - Part 2: Building the intelligence layer, connect your documents to Claude via MCP

Build an AI-Powered MCP pipeline with Mage Pro - Part 2: Building the intelligence layer, connect your documents to Claude via MCP

Build an AI-Powered MCP pipeline with Mage Pro - Part 1: Extract, Transform, and Structure PDF Data for AI Integration

Build an AI-Powered MCP pipeline with Mage Pro - Part 1: Extract, Transform, and Structure PDF Data for AI Integration

How to Integrate Mage Pro with VS Code: Step-by-Step Guide

How to Integrate Mage Pro with VS Code: Step-by-Step Guide

Cole Freeman

Jahnavi C

Mage Team

Matt Palmer

Shashank Mishra

Thomas Chung

Tommy Dang

Xiaoyou Wang

Made in Silicon Valley © 2026

Made in Silicon Valley © 2026