How We Identify Shopify Stores by Niche

Overview

We index millions of Shopify stores and analyze each store across multiple data signals to determine its primary niche. Rather than relying on a single field, we use a weighted scoring system that considers store verticals, product categories, homepage content, domain names, and installed apps.

Each store receives a confidence score from 0 to 200 for each niche keyword. A score of 60+ indicates a high-confidence match. A score of 100+ indicates a top-tier match where the niche is clearly the store's primary focus.

Before a niche page is published, it must pass our quality gates — minimum thresholds that ensure the page has enough high-quality data to be genuinely useful to readers.

Confidence Score Weights

Each signal contributes a fixed number of points to the store's confidence score for a given niche. Scores are capped at 200.

Signal	Points	Description
Store Vertical (exact match)	+60	The store's primary vertical exactly matches the niche keyword
Homepage Title (exact match)	+50	The store's homepage title contains the niche keyword as a primary term
Collection Name (exact match)	+40	A product collection name exactly matches the niche keyword
Product Type (exact match)	+30	A product type field exactly matches the niche keyword
Product Title (exact match)	+25	A product title contains the niche keyword as a primary term
Shopify App Category	+25	An installed app's name or category matches the niche keyword
Meta Description (exact match)	+22	The store's meta description contains the niche keyword as a primary term
Store Vertical (partial match)	+35	The store's vertical contains the niche keyword
Domain Name	+20	The niche keyword appears in the store's domain name
Company Name	+20	The niche keyword appears in the company name
Homepage Title (partial match)	+28	The homepage title mentions the niche keyword
Homepage Body (exact match)	+12	The homepage body text contains the niche keyword as a primary term
Weak mention penalty	-25	Applied when only weak/incidental mentions are found

Quality Gates

A niche page is only published if it passes all of the following quality gates. Pages that partially pass may be published with a noindex directive while we gather more data.

Minimum store count

≥ 50 stores

Ensures the niche has enough stores to be meaningful

High-confidence stores

≥ 10 stores with score ≥ 60

Ensures a core of stores that are clearly in this niche

Top-10 average confidence

≥ 70 / 200

Ensures the top stores are genuinely niche-relevant

Overall average confidence

≥ 45 / 200

Ensures the broader set of stores is relevant

Composite quality score

≥ 70 / 100

Weighted composite of all above metrics

Composite Quality Score

The composite quality score (0–100) is a weighted average of four sub-scores:

Store count score (25% weight) — saturates at 500 stores

High-confidence ratio (30% weight) — % of stores scoring ≥ 60

Top-10 average confidence (30% weight) — quality of the best matches

Overall average confidence (15% weight) — breadth of relevance

A composite score of 70+ is required for publication. Scores of 50–69 with sufficient store counts may result in a noindex page.

Data Freshness

Niche pages are refreshed monthly. Our automated pipeline re-runs the matching algorithm for all published pages and updates store counts, revenue estimates, and geographic data. Pages that no longer meet quality thresholds after a refresh are flagged for review.

Revenue and traffic figures are estimates based on publicly available signals including web traffic data, app usage patterns, and store characteristics. They should be treated as directional indicators, not precise measurements.

Overview

Confidence Score Weights

Quality Gates

Composite Quality Score

Data Freshness

Explore Shopify Stores by Niche

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