Streaming systems usually fail in one of two ways: Loudly , when infrastructure breaks Quietly , when one bad record keeps replaying until the pipeline is effectively dead The second failure mode is more dangerous because it often starts with something small: malformed JSON, an unexpected schema change, a missing required field, or a downstream timeout that was never handled correctly.