Data Science Engineering
We enable easy access to insights to make the lives of our merchants, partners and all of Shopify better.
ShopifyQL Notebooks: Simplifying Querying with Commerce Data Models
The Complex Data Models Behind Shopify's Tax Insights Feature
Monte Carlo Simulations: Separating Signal from Noise in Sampled Success Metrics
3 (More) Tips for Optimizing Apache Flink Applications
Using Server Sent Events to Simplify Real-time Streaming at Scale
How to Export Datadog Metrics for Exploration in Jupyter Notebooks
Reducing BigQuery Costs: How We Fixed A $1 Million Query
How to Structure Your Data Team for Maximum Influence
What is a Full Stack Data Scientist?
Shopify Data’s Guide To Opportunity Sizing
Data-Centric Machine Learning: Building Shopify Inbox’s Message Classification Model
Introducing ShopifyQL: Our New Commerce Data Querying Language
8 Data Conferences Shopify Data Thinks You Should Attend
Lessons Learned From Running Apache Airflow at Scale
Double Entry Transition Tables: How We Track State Changes At Shopify
Data Is An Art, Not Just A Science—And Storytelling Is The Key
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
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