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The Best Way to Merge Shopify and Reverb Data for Quarterly Tax Estimates
If you're doing quarterly tax estimates by hand right now, here's the fastest path from "two exports" to "one usable sheet," and why the manual version keeps breaking.
Step by step
- Decide your target columns once. Most people settle on Date, Channel, Order ID, and Total — set that up in CSV Experts and you won't redo it.
- Import the Shopify file first. The first time you see this file shape, you map each of its columns to your target list.
- Import the Reverb file the same way. Its columns get mapped once too — after that, every future file with this shape merges with no extra clicks.
- Check the merged totals. Dates and numbers are normalized automatically, so a European "24,00" and a US "24.00" both land as the same value.
- Export. CSV or Excel, ready for quarterly tax estimates.
What actually goes wrong if you do this by hand
Shopify gives you a Created At timestamp that includes a timezone offset, while Reverb gives you an order date column specific to the marketplace's order dashboard — line those up manually across a few hundred rows and it's easy to miscount a week. On top of that, Shopify's export exports one row per line item by default, so an order with 3 products becomes 3 rows unless you export the summary report instead, and Reverb's used mostly for musical instruments/gear, so price ranges and shipping costs vary far more per row than typical retail exports. Individually those are minor quirks; combined into one spreadsheet by hand, they're where most reconciliation errors for quarterly tax estimates actually come from.
Why it matters for quarterly tax estimates
Quarterly estimated tax payments depend on knowing real revenue across every channel, not just the platform that's easiest to check.
Just want the quick column-difference reference instead? See the short version.