Teams evaluating Change Data Capture (CDC) tools often encounter comparison articles with titles like “ Top Debezium Alternatives in 2026 “ or “ Why We Moved Away from Debezium .” These articles can be useful starting points for evaluation, but many rely on characterizations that reflect older deployment patterns rather than Debezium’s current capabilities. Debezium is not the right fit for every team or every use case, and we will be upfront about that in this post. Different CDC tools optimize for different goals: some prioritize turnkey SaaS experiences, others focus on tightly integrated t