How a Dhaka Fashion Brand Recovered 35% of Lost Attribution
A DTC fashion retailer was losing over a third of conversion data to ad-blockers and Safari ITP. After moving to first-party server-side tracking, attributed conversions jumped 35% in 30 days.
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
- Baseline measurement captured from existing browser-pixel setup before migration.
- BonicBD deployed on a first-party subdomain with the core tracking stack enabled.
- Events validated in the server-side container before forwarding to ad platforms.
- Post-migration platform reporting compared against the baseline for 30 days.
- Results calculated from client-reported dashboard comparisons, not modeled estimates.
The Results
Illustrative dashboard mockup based on client-reported results. Actual metrics and visual appearance vary by platform dashboard.
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.
Want Numbers Like These?
Most BonicBD deployments are live within 24 hours. Talk to our team about your tracking setup.