Attribution tools used by Shopify D2C brands
Which attribution, tracking and profit analytics tools we can see on 30,763 tracked Shopify storefronts. Counts come from scripts and app blocks in public HTML.
Share of stores per tool
| Tool | Type | Stores | Share of tracked stores |
|---|---|---|---|
| Triple Whale | attribution | 4,767 | 15% |
| Elevar | server-side tracking | 1,487 | 4.8% |
| Northbeam | attribution | 402 | 1.3% |
| Littledata | server-side tracking | 223 | 0.7% |
We also look for Polar Analytics, Hyros, Rockerbox, Wicked Reports, Lifetimely; none were visible yet. Tools that run only server-side or inside checkout can be missed, so these are lower bounds.
By niche
| Group | Stores | Triple Whale | Elevar | Northbeam | Littledata |
|---|---|---|---|---|---|
| Other / mixed | 6,857 | 14% (975) | 3.9% (266) | 0.8% (56) | 0.5% (37) |
| Apparel | 4,909 | 18% (891) | 6.6% (326) | 1.3% (62) | 1% (50) |
| Jewelry & Accessories | 2,747 | 18% (500) | 6.6% (181) | 2% (55) | 0.7% (19) |
| Home & Garden | 2,274 | 14% (325) | 4.4% (100) | 1% (23) | 1.2% (27) |
| Beauty & Cosmetics | 2,106 | 23% (491) | 6.9% (146) | 2.5% (52) | 0.7% (15) |
| Food & Beverage | 1,833 | 12% (222) | 2.9% (54) | 1.3% (23) | 0.6% (11) |
| Sports & Outdoors | 1,652 | 11% (189) | 2.7% (45) | 0.5% (8) | 0.5% (8) |
| Toys & Baby | 1,298 | 11% (140) | 2% (26) | 0.8% (11) | 0.8% (10) |
| Electronics | 1,176 | 12% (137) | 4.2% (49) | 1.2% (14) | 0.8% (9) |
| Art & Crafts | 1,012 | 10% (106) | 2.4% (24) | 0.5% (5) | 0.2% (2) |
| Health & Supplements | 852 | 33% (277) | 7.5% (64) | 3.3% (28) | 1.5% (13) |
| Furniture | 750 | 12% (91) | 6.4% (48) | 1.5% (11) | 0.9% (7) |
| Automotive | 745 | 8.2% (61) | 2.7% (20) | 0.7% (5) | 0.3% (2) |
| Footwear | 727 | 15% (108) | 8.3% (60) | 2.6% (19) | 1% (7) |
| Kitchen | 692 | 14% (95) | 4.9% (34) | 2.6% (18) | 0.3% (2) |
| Books & Media | 663 | 8.3% (55) | 2.6% (17) | 0.3% (2) | 0.5% (3) |
| Pets | 470 | 22% (104) | 5.7% (27) | 2.1% (10) | 0.2% (1) |
By traffic tier
Best Chrome UX Report bucket across the global and country lists.
| Group | Stores | Triple Whale | Elevar | Northbeam | Littledata |
|---|---|---|---|---|---|
| Top 10k (any list) | 2,429 | 22% (529) | 12% (293) | 3% (74) | 1.4% (35) |
| Top 10k–100k | 28,330 | 15% (4236) | 4.2% (1192) | 1.2% (328) | 0.7% (188) |
| Top 100k–500k | 4 | 50% (2) | 50% (2) | – | – |
What attribution can and cannot tell you
Attribution tools match orders to the ad clicks and visits that came before them. That is useful: it shows which channels show up in the journeys of people who buy. It is also correlation. A customer who clicked a retargeting ad might have bought anyway. No pixel or model can prove what would have happened without the ad.
So read any attribution report, including ours, as evidence to weigh rather than a verdict. Compare models, look at trends instead of single days, and test where you can (holdouts, geo splits, pausing a channel).
Bratrax is built on that view: $79/month, Shopify and WooCommerce, and the full click journey behind each order shown plainly, with no claim of certainty.