Transaction Pattern Failures

Transaction review is where broken files reveal themselves.

This category documents transaction pattern failures observed during diagnostic reviews, where volume, automation, and repetition obscure underlying structural problems.

Posts in this category examine patterns such as duplicated activity, inconsistent classification, automated entries without verification, and historical overlap that compound over time. Individually, these transactions may appear minor. In aggregate, they create false stability while accuracy quietly erodes.

Most transaction-level issues are not isolated mistakes. They are patterns. When review focuses on correcting individual entries instead of understanding behavior over time, cleanup becomes guesswork and reporting becomes unreliable.

Each post isolates a specific transaction pattern failure to show how behavior matters more than volume when assessing file integrity.