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Notes from the
replication trenches.

Practical guides on log-based CDC, migrations off legacy replication suites, lakehouse ingestion and AI-assisted operations.

Product

Managing CDC Pipelines with MCP: Replication You Can Talk To

How the TwinCommit MCP server lets Claude, GitHub Copilot and Cursor monitor lag, explain errors and re-snapshot tables, safely and with one-line install.

Tutorials

How to Stream Db2 to Databricks in Real Time

Step-by-step: stream IBM Db2 changes into Databricks Delta Lake tables in real time with log-based CDC, exactly-once delivery and no triggers on the source.

Comparisons

Evaluating an Oracle GoldenGate Alternative: A Practical Checklist

A practical checklist for evaluating an Oracle GoldenGate alternative for log-based CDC: source footprint, exactly-once delivery, lakehouse targets, operations and licensing.