# Debezium vs Redpanda Connect: 2026 Empirical Benchmark & Cost Shootout

> **Direct Answer (October 2026 Verdict)**: Debezium wins for deep transaction log decoding across Postgres, MySQL, MongoDB, and SQL Server with battle-tested Kafka Connect distributed clustering across 13.3k+ GitHub stars (99.2), while Redpanda Connect wins for ultra-fast single-binary Go execution, sub-millisecond pipeline latency, and zero JVM memory overhead across 8.8k+ GitHub stars (98.7).

- **Category**: Universal Database Log CDC vs High-Performance Go Stream Processor Shootout
- **Canonical URL**: https://exactbaseline.com/vs/debezium-vs-redpanda-connect
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## Debezium Key Advantages
- 13,263+ GitHub stars under Apache-2.0 as the definitive open-source standard for log-based Change Data Capture
- Native transaction log decoding for PostgreSQL WAL, MySQL binlog, MariaDB, SQL Server, Oracle, and MongoDB oplog
- Eliminates commercial Confluent Cloud and Fivetran replication tolls ($140/mo self-hosted vs $4,100/mo SaaS)

## Redpanda Connect Key Advantages
- 8,792+ GitHub stars under Apache-2.0 engineered in high-concurrency Go (formerly Benthos)
- Single-binary deployment consuming only ~35MB RAM with zero Java Virtual Machine (JVM) tuning or garbage collection stalls
- Declarative YAML pipelines supporting 150+ streaming sources, processors, and sinks with sub-millisecond event dispatch