Estimating Incremental Lift in Customer Value (Delta CV) using Synthetic Control

• Use causal inference to assess impact of user actions on engagement, revenue, margin. • Introduce Delta CV: incremental profit margin in first year after product adoption. • Delt

Engineering Blogs · February 14, 2025 (updated February 24, 2026) · 1 min · 186 words
The foundations of Canva's continuous data platform with Snowpipe Streaming

The foundations of Canva's continuous data platform with Snowpipe Streaming

• Canva’s user base tripled to 200M, driving demand for scalable product analytics. • Addressed cost, speed, and correctness of data insights for product decisions. • Implemented s

Engineering Blogs · January 6, 2025 (updated February 24, 2026) · 2 min · 257 words