Dhaka Fashion Brand: 35% Better Attribution
A Dhaka DTC fashion retailer compared conversion reporting before and after first-party server-side tracking. What changed, and what did not.
The Challenge
High monthly ad spend on Meta and Google but Shopify reported far fewer conversions than the platforms claimed. Mobile Safari traffic was particularly poor — almost no return-visit attribution.
The Solution
Deployed BonicBD on a first-party tracking subdomain, enabled Cookie Keeper, Click ID Restorer, and Meta CAPI enrichment. Removed legacy browser-side Pixel and routed all events through the server-side container.
Methodology
- Captured a pre-migration baseline from the existing browser-side Pixel: Shopify orders vs. Meta reported conversions over 30 days.
- Deployed BonicBD on a first-party tracking subdomain with Cookie Keeper, Click ID Restorer, and Meta CAPI enrichment enabled.
- Validated server-side event flow in the GTM server container before retiring the legacy browser-side Pixel.
- Compared platform-reported conversions and ROAS against the 30-day baseline for the 30 days after migration.
Measurement window: 30 days after migration vs. the 30-day pre-migration baseline.
Data source: Client-shared dashboard comparison (Shopify Orders + Meta Ads Manager).
The Results
Results vary by store setup, platform mix, traffic quality, and baseline measurement accuracy. BonicBD case studies are meant to show implementation patterns, not universal guarantees.
Implementation Notes
For this dtc fashion rollout, the BonicBD setup focused on moving collection to a first-party tracking domain, preserving the identifiers needed for downstream attribution, and validating the final event flow inside the server-side container.
That review process is similar across most BonicBD deployments: identify where the signal is being lost, move the critical event path to first-party routing, then compare platform events against backend order or conversion data before calling the migration complete.
“Before BonicBD, our Shopify and Meta dashboards never agreed. Now the gap is small enough that we actually trust our reporting.”
— Marketing Lead, Anonymized DTC BrandCould this work for your team?
If your store is seeing a similar reporting gap, start with the feature overview, review pricing, or use the contact page for a migration review. You can also check the setup documentation before making a decision.
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