Zingg is the only open-source tool that cracked entity resolution at enterprise scale. With smart blocking, user-guided labeling, and Spark-powered performance, it handled millions of records
effortlessly—backed by outstanding developer support.
Salman Tabatabai, Ph.D., Senior Data Scientist,
FLSmidth
Zingg helped us turn messy, inconsistent campaign finance data into a unified view of political money in North Carolina—something that wasn’t possible before. Its smart entity resolution, built on Spark, handled scale and complexity with ease. What sets Zingg apart is not just the product, but the community: fast support, active contributors, and constant improvements. If you're tackling
large-scale identity resolution, Zingg is a game-changer.
Jimmy Steinmetz, Chief Analytics Officer,
CrossroadsCX
If you're facing a fuzzy matching or entity resolution challenge, try Zingg before building in-house or buying expensive software—seriously. Its interactive labeling with SMEs is unmatched in open source, the ML models just work, and Spark ensures it scales. I've seen Zingg deliver fast, accurate results across Public Sector, HLS, Retail, and FinServ. We'll be using it even more on Databricks,for everything from Customer 360 to M&A and churn-risk.
Lucas Bilbro, Solution Architect,
Databricks
Once I spent time learning Zingg, I solved problems I thought would require hiring or outsourcing. Zingg brings machine learning, powered entity resolution to non-coders, and the community support is truly exceptional, there wasn’t a single question left unanswered.
Ian Bastian, Founder,
Crane sheet
Hey Team! Just wanted to update on the issue. I was able to resolve it and did a POC. You guys have built an awesome thing! Already starred the repo. Great work team. Thanks for making it open source and providing this kind of personalized support.
Vadiraj Bhatt
Solution Architect
Zingg has been a key asset for my e-commerce project, its ability to link datasets, export labeled data, and maintain consistent z-cluster IDs has made a significant difference. The team is incredibly responsive, my feature requests were implemented in under a week. If you have suggestions, don’t hesitate to share, Zingg evolves quickly, and your feedback makes it even more powerful.
Daniel
Ecommerce Product Manager