Most teams don't audit their analytics until a number looks obviously wrong — by which point it's usually been wrong for months. Here are the earlier warning signs.
The typical pattern: nobody audits analytics until a number looks obviously, undeniably wrong. By that point, whatever caused it has usually been quietly distorting decisions for months already. There are earlier, checkable signals worth watching instead.
Most businesses benefit from an audit every six months. High-traffic sites, or anyone running frequent paid campaigns where budget decisions lean on the data weekly, should check quarterly instead — the cost of a bad quarter of ad spend decisions is usually higher than the cost of the audit itself.
Backend & architecture
Archiom's backend group — multi-tenant SaaS, APIs, and the infrastructure decisions that quietly determine whether a product scales.
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