Our Blog
Insights, tutorials, and updates about text similarity matching and our API.
November 2025•5 min read
1M-Row Fuzzy Matching Benchmark (2025): Similarity API vs RapidFuzz, TheFuzz, Levenshtein
Spoiler alert: Similarity API is 8.5x faster than popular solutions!
Compare the performance of TheFuzz, RapidFuzz and Levenshtein to Similarity API. Learn why Similarity API is more scalable!
By Similarity API Team
February 2026•10 min read
Fuzzy Matching at Scale: What Changes as Data Grows
A practical guide to how fuzzy matching changes as datasets grow from small cleanups to production-scale pipelines.
From RapidFuzz at 50k rows to hosted APIs at millions—learn when to switch tools and why.
By Siyana H.