This week was a reminder that attackers do not always need big tricks. One small mistake, one old access path, one missed patch, and suddenly the door is open. The noise is not all noise, either.
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Most CDC pipeline tutorials show you how to handle streaming data. None of them tell you what happens when streaming and batch data arrive for the same record — with timestamps you can't fully trust.