TL;DR Getting a response from GenAI is quick and straightforward. But what about the...
Published by Molly Zhu (Senior Engineering Manager), Xin Xu (Senior ML Engineer), and Kathy Gao (Senior Data Scientist)
On Spotify’s Analytics Platform, we’re dedicated to building products that [...]
Published by Federica Luraschi, Senior Data Scientist, with co-author Serena Fang
We have a lot of dashboards at Spotify. Our Insight [...]
Published by Skyler Johnson, Senior Data Scientist
Check out Data Platform Explained Part I, where we started [...]
Published by Anastasia Khlebnikova (Senior Engineer) and Carol Cunha (Product Manager)
TL;DR Sometimes we cannot estimate the required sample size needed [...]
Published by Mårten Schultzberg, Sr. Manager, Staff Data Scientist
As engineers working at Spotify, we frequently find ourselves explaining [...]
Published by Anastasia Khlebnikova (Senior Engineer) and Carol Cunha (Product Manager)
TL;DR We summarize the findings in our recent paper, Schultzberg, [...]
Published by Mårten Schultzberg (Sr. Manager, Staff Data Scientist), Sebastian Ankargren (Sr. Data Scientist), and Mattias Frånberg (Sr. Data Scientist)
Large sets of diverse data present several challenges for clustering, but through a novel approach that combines dimensionality reduction, recursion, and supervised machine learning, we’ve been able to obtain strong results.
Published by Gustavo Pereira, Sr. Data Scientist
For the past decade, Spotify has used approximate nearest-neighbor search [...]
Published by Peter Sobot, Staff ML Engineer
What is “Exclude from your taste profile”? Are you a [...]
Published by Mark Koh, Senior ML Engineer
When we want to determine the causal effect of a [...]
Published by Bradley Doll (Insights Manager), Jeffrey Li (Insights Manager), and Tolga Oztan (Sr. Data Scientist)
At Spotify, we run a lot of A/B tests. Most [...]
Published by Benjamin Elbers, Data Scientist
As companies mature, it’s easy to believe that the core [...]
Published by Gabriella Ljunggren, Data Scientist
TL;DR: Spotify is releasing a new commercial product for software [...]
Published by Tyson Singer, Head of Technology and Platforms
In Part 1 of this series, we introduced the within-unit [...]
Published by Sebastian Ankargren (Sr. Data Scientist), Mattias Frånberg (Sr. Data Scientist), and Mårten Schultzberg (Sr. Manager/Staff Data Scientist)
Spotify’s approach to challenges in sequential testing with longitudinal data [...]
Published by Sebastian Ankargren (Sr. Data Scientist), Mattias Frånberg (Sr. Data Scientist), and Mårten Schultzberg (Sr. Manager/Staff Data Scientist)
Messaging at Spotify At Spotify, we use messaging to communicate [...]
Published by Euan Dowers, Senior ML Engineer
In the fast-paced world of streaming, personalization plays a vital [...]
Published by Nik Goyle, Product Manager
TL;DR Sequential tests are the bread and butter for any [...]
Published by Mårten Schultzberg (Staff Data Scientist) and Sebastian Ankargren (Sr. Data Scientist)
We did a couple of new things in Wrapped this [...]
Published by glenn mcdonald, Data Alchemy
TL;DR: Using the properties of the Poisson bootstrap algorithm and [...]
Published by Mårten Schultzberg (Senior Data Scientist) and Sebastian Ankargren (Data Scientist)
At Spotify, we aim to build and improve our product [...]
Published by Claire Detilleux, Sr. Data Scientist
At Spotify, data rules all. We log a variety of [...]
Published by Flavio Santos (Data Infrastructure Engineer) and Robert Stephenson (Senior Product Manager)
At Spotify we run hundreds of experiments at any given [...]
Published by Mårten Schultzberg, Oskar Kjellin, and Johan Rydberg
