If you're in the Go ecosystem, Gazette [0] offers transactional integrations [1] with remote DB's for stateful processing pipelines, as well as local stores for

If you're in the Go ecosystem, Gazette [0] offers transactional integrations [1] with remote DB's for stateful processing pipelines, as well as local stores for embedded in-process state management. It also natively stores data as files in cloud storage. Brokers are ephemeral, you don't need to migrate data between them, and you're not constrained by their disk size. Gazette defaults to exactly-once semantics, and has stronger replication guarantees (your R factor is your R factor, period -- no "in sync replicas"). Estuary Flow [2] is building on Gazette as an implementation detail to offer end-to-end integrations with external SaaS & DB's for building real-time dataflows, as a managed service. [0]: https://github.com/gazette/core https://github.com/gazette/core [1]: https://gazette.readthedocs.io/en/latest/consumers-concepts.html#stores https://gazette.readthedocs.io/en/latest/consumers-concepts.... [2]: https://github.com/estuary/flow https://github.com/estuary/flow