Path 1 · DIY
Install the system yourself
Fix your feed, kill PMax branded-search cannibalization, and instrument profit-per-SKU using our playbooks. For Shopify and DTC operators who like systems and have time to implement them.
Your sustainable clothing line looks spammy in Shopping results — the same dress appears 6 times because Google treats each size variant as a separate product. Return rates from Shopping ads are 22% (vs 15% from Meta) because customers can't assess fit from a tiny feed image. And you're competing against Zara and H&M with 10x your budget. Here's how fashion brands fix this.
Pick how you want to scale your e-commerce ad ops
Fix your feed, kill PMax branded-search cannibalization, and instrument profit-per-SKU using our playbooks. For Shopify and DTC operators who like systems and have time to implement them.
$0
Higher for generic terms, lower for sustainable niche
15-25%
Higher from Shopping due to fit uncertainty
2.5-3.0x
Must factor in 18%+ return rate for apparel
0.3-0.8%
Sustainability messaging outperforms generic fashion
Google shows the same dress 6 times in results — XS, S, M, L, XL, XXL each as a separate listing. Instead of one compelling product, customers see a wall of duplicates. Your item_group_id is misconfigured and Google doesn't know these are the same product.
Shopping ad return rate is 22% vs 15% from Meta. Customers can't assess fit from a tiny product feed image. They order two sizes and return one — or both. Your 55% gross margin becomes 30% net after Google Ads returns.
Fast fashion brands have 10x your budget and massive product catalogs. They dominate the Shopping carousel for every generic term. Competing on 'women's organic cotton t-shirt' against brands spending $100K/mo is a losing strategy.
Sustainability-focused audiences on YouTube and Discover respond to your brand story. But without view-through conversion tracking, you can't prove Demand Gen is working. Your board sees zero direct conversions and wants to cut the budget.
“Our Shopping ads show the same dress six times — every size variant as its own listing. Looks like spam. How do I fix this?”Reddit r/PPC
“Return rate from Google Shopping is way higher than from our email list or Instagram. We're at like 22%. Anyone else dealing with this?”Reddit r/ecommerce
“How does a $50K/yr revenue brand compete with H&M and Zara in the Shopping carousel? Feels like bringing a knife to a gunfight.”Reddit r/shopify
These are representative outcome patterns we've seen from operators implementing these systems. Details are anonymized; numbers are realistic for the vertical.
Operator profile
Starting point
Shopping Appearance: 6 duplicate variant listings per product. Return Rate (Google Ads): 22% (eating 55% gross margin).
What changed
Consolidated size variants via item_group_id, switched feed images to fit-focused shots, and added Demand Gen with view-through conversion tracking.
Outcome
Shopping Appearance → Clean item_group_id structure, 1 listing per product. Return Rate (Google Ads) → 14-16% with fit-focused feed images and sizing info.
Each product builds on the previous one. Start where you are, progress at your own pace.
Every system on this page is what we install for our own clients. If you'd rather have us run it with you — or for you — these are the paths.
The variant problem, the return rate problem, and the competitive problem are all connected — and they all start with your product feed. The AI Agentic System includes fashion-specific feed configuration that solves all three.
Or book a free 15-min audit if you're not sure which path fits.
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hello@tegra.co60-min strategy session — feed audit, PMax structure, incrementality testing, and bid architecture. Best when you're stuck at a ROAS ceiling or scaling past $25K/mo.
Full-funnel execution across Meta + Google + email — feed ops, PMax campaigns, creative production, and pre-sale pages. For brands at $25K+/mo who want execution off their plate.
Operator profile
Starting point
Bidding on generic terms like 'women's cotton shirt' against Zara/H&M at $2.80 CPCs, Shopping ROAS of 1.6x, board questioning the Google channel entirely.
What changed
Shifted bids to long-tail sustainable-fashion terms using a keyword-enrichment playbook, added fabric and ethical-certification attributes to the feed, and launched a brand-defense Search campaign.
Outcome
CPC dropped to $1.20 on the new long-tail portfolio, Shopping ROAS reached 3.2x, and Google's share of net-new customers rose from 18% to 34%.
Operator profile
Starting point
Demand Gen showed promise but board cut budget after 'zero direct conversions,' while return rate from Shopping hit 24% vs. 14% from email.
What changed
Installed view-through conversion tracking with data-driven attribution, added detailed sizing overlays to feed images, and re-launched Demand Gen with sustainability brand-story creative.
Outcome
Return rate dropped to 15%, Demand Gen's assisted conversions became visible to leadership, and board re-authorized a $4K/mo Demand Gen budget.
Demand Gen and YouTube campaign architecture for brand storytelling. Reach sustainability-focused audiences who will pay premium prices — and prove the ROI.
We analyzed 500+ product feeds. 73% had near-identical titles across products. Google notices — and it's costing you impressions, clicks, and money.
Ruslan GalbaAlready running $50K+/mo in ad spend? See Premium Advisory