Zipher seamlessly cut our Yotpo data load costs by ~30% through intelligent cluster sizing and parameter optimization—all without sacrificing control. We retain full flexibility to balance cost versus performance and define strict job completion time targets. Additionally, its automated fallback mechanism gracefully deactivates Zipher after a few failed attempts to protect our infrastructure, and full UI and Terraform integration makes management seamless. Review collected by and hosted on G2.com.

Zipher performs exceptionally well for Databricks, so naturally, our main feedback is that we simply want to use it in more places. It would be extremely valuable to see Zipher expand its intelligent cost-saving capabilities to cover general-purpose compute and additional data platform providers beyond Databricks. Review collected by and hosted on G2.com.