We benchmarked the obvious alternatives so you don't have to. These pages are written by engineers, link to source benchmarks, and call out where the other tool actually wins. Pick a comparison.
Open-source CDC + Kafka Connect. Closest in spirit to Zipline. Where the throughput and ops model diverge.
Read comparisonManaged ELT, batch replication, no streaming. Different category, often the same buyer.
Read comparisonOpen-source ELT. Closer to Fivetran than Debezium. Where Airbyte fits and where it doesn't.
Read comparisonDon't see your tool? Email hello@zipline.run and we'll publish a fair comparison - even if we lose.