
Data Science Engineering
We enable easy access to insights to make the lives of our merchants, partners and all of Shopify better.


The Magic of Merlin: Shopify's New Machine Learning Platform

A Data Scientist’s Guide To Measuring Product Success

7 Tips For Optimizing Apache Flink Applications

Shopify's Playbook for Scaling Machine Learning

Shopify’s Unique Data Science Hierarchy Of Needs

Building a Real-time Buyer Signal Data Pipeline for Shopify Inbox

Scaling Shopify's BFCM Live Map: An Apache Flink Redesign

Using Propensity Score Matching to Uncover Shopify Capital’s Effect on Business Growth

Shopify's Path to a Faster Trino Query Execution: Custom Verification, Benchmarking, and Profiling Tooling

Winning AI4TSP: Solving the Travelling Salesperson Problem with Self-programming Machines

Using Rich Image and Text Data to Categorize Products at Scale

5 Steps for Building Machine Learning Models for Business

Shopify's Path to a Faster Trino Query Execution: Infrastructure

10 Lessons Learned From Online Experiments

How Shopify Built An In-Context Analytics Experience

A Five-Step Guide for Conducting Exploratory Data Analysis

Building Smarter Search Products: 3 Steps for Evaluating Search Algorithms

Capturing Every Change From Shopify’s Sharded Monolith

4 Tips for Shipping Data Products Fast

How to Make Dashboards Using a Product Thinking Approach

How to Reliably Scale Your Data Platform for High Volumes

How to Build a Production Grade Workflow with SQL Modelling

How to Build an Experiment Pipeline from Scratch

How to Use Quasi-experiments and Counterfactuals to Build Great Products

How to Track State with Type 2 Dimensional Models

How We’re Solving Data Discovery Challenges at Shopify

Shopify's Data Science & Engineering Foundations

7 Ways to Make Your SQL Workshop Beginner-friendly

Categorizing Products at Scale

The Evolution of Kit: Automating Marketing Using Machine Learning

Great Code Reviews—The Superpower Your Team Needs

How Shopify Uses Recommender Systems to Empower Entrepreneurs

How Shopify Merchants can Measure Retention
