When the cheap class is the wrong class
Three patterns dominate GCS audits. First, lifecycle policies that drop everything to Archive after 60 days, then a compliance review pulls the whole bucket and a quarter of Archive class A operations eat through the savings. Second, BigQuery export buckets on Nearline with a 14-day retention. The 30-day minimum doubles the actual storage spend. Third, dataflow temp buckets on Coldline, which is operationally cheap until a backfill rewrites every object and the class A bill pops.
Picking the right class depends on access pattern, retention, and whether you can tolerate retrieval-fee variance. The calculator covers the math; we cover the operational reality as part of the 14-day audit.