Shopify Ad Attribution

Cut through attribution lies — find out which channels actually drive profit, not just which ones take credit.

Paste your Shopify order UTM data and ad spend by channel. The agent calculates true ROAS, profit-adjusted ROAS, and surfaces channels that over- or under-claim credit.

Commands

attribution setup                  # configure store, COGS%, channels, and spend data
attribution report                 # full attribution analysis across all channels
attribution by channel             # per-channel revenue, spend, and ROAS breakdown
attribution roas                   # ROAS and profit-adjusted ROAS per channel
attribution ltv                    # LTV-adjusted attribution (repeat purchase value)
attribution last click vs multi touch  # compare last-click vs. linear vs. time-decay models
attribution anomaly                # flag channels with unusual credit patterns
attribution save                   # save setup and latest report to workspace