Stitch

Stitch started as a Singer-protocol-based ELT service built by RJMetrics alumni and was acquired by Talend in 2018. Talend was then acquired by Qlik in 2023, putting Stitch under its third owner in five years. The product has remained largely in maintenance mode since the Qlik acquisition, with no significant connector additions or UI changes.

The platform's original value proposition remains intact for teams with straightforward loading requirements: set up a source in minutes, connect a cloud warehouse destination, and data starts flowing. Setup times for common SaaS sources (Salesforce, HubSpot, Google Analytics) are measured in minutes, not hours — consistently rated above category peers on ease of first sync. For analytics teams that just need data in the warehouse without an engineering project, Stitch delivers on that promise.

The trade-offs are significant for anything beyond basic loading. Row-based pricing compounds quickly as data volumes grow, regularly producing invoices that exceed initial estimates. The platform has no native transformation layer — teams must pair it with dbt or warehouse-native SQL. Change data capture (CDC) from relational databases works but requires binary log access and has a track record of reliability issues in high-volume scenarios. Community and roadmap confidence have declined under Qlik ownership, making long-term platform bets on Stitch a risk some teams are avoiding.