From O(n) to O(1): How We Made DataFrame Lookups 23x Faster

We optimize APIs. We scale databases. We architect systems for speed. But sometimes the biggest performance wins hide in plain sight — in a single function called thousands of times.

January 8, 2026 · 8 min · Pedro Dias