If this sounds like your week
Every Shopify download needs the same scrub before it’s usable.
Product, customer, and order files come out of the storefront with tag columns in mixed casing, the same shopper repeated across several orders, blank Handle values, and addresses typed in every variation of upper and lower case. Before that data is fit for a mail-merge, a report, or a re-import, somebody has to standardize all of it by hand.
Where tooling usually breaks
Hand-editing a storefront file is nerve-wracking.
Touch the wrong header or drop a required column and the re-import fails outright — or worse, silently overwrites live catalog and variant data. Doing that delicate surgery fresh on every download is slow, and one slip can ripple straight into the live store your revenue depends on.