Skip to main content

2025 Snapshot Agenda

Sample Image

Loading

From Backend Services to Data Pipelines: Choosing the Right Architecture for the Job

26 Nov 2025
Ever wondered what the opposite of a highly distributed, high-load service looks like? My team owned a backend service performing royalty calculations under low load but with heavy memory usage. It was still poor fit for a traditional service architecture so we migrated it to a data pipeline, reducing resource overhead and aligning better with its workload. In this talk, I'll share how we identified the misalignment, the trade-offs we considered, and the benefits of the migration.
 
Key Takeaways:
  • What are the differences between backend services and data pipelines
  • When should you use them
  • Tips and tricks to improve performance 
This session is for... Beginners to backend or data pipelines, engineers with backend services under heavy load, engineers deciding on their new architecture.
Speakers
Brooke Melanie, Software Engineer - Spotify
View agenda