Shopify SEO and AEO app review study — version 2026-10-11
Published by Team AI Page Ready, October 11, 2026
Article: https://aipageready.com/blog/shopify-seo-aeo-app-review-study/
Original review sources: Shopify App Store; app URLs and cited review URLs in snapshot.json.

Scope
12 editorially selected apps; 23,443 scraped review records. A purposive sample
of broad SEO, image optimization, structured-data and AEO-focused listings.
Not exhaustive, random, a market ranking or a performance test. The exact
stable app handles and scraped names are in app-benchmarks.csv and queries.sql.
Avada AEO (aeo-llms-txt), GPTLab (gptlab) and IndexGPT (index-gpt) are the
AEO-focused subset. Other sampled apps may also offer AI/AEO features.
All 12 cohort scrapes completed October 8–9, 2026. Broader database context:
27,933 app records, 926,262 reviews, with 5 incomplete app scrapes.

Files
snapshot.json: aggregate counts, dates, app metadata, raw pricing records,
five cited reviews, and SHA256 checksums of observations.csv.gz and observations.zip. Listing prices are dated,
not guaranteed current. Annual amounts and monthly amounts are distinct.
app-benchmarks.csv: one row per app. average_rating = rating sum / review count.
Recent average uses recent reviews only, rounded to four decimal places.
five_star_reviews, blank_text and duration fields are counts, not percentages.
observations.zip: browser-friendly ZIP containing observations.csv.
observations.csv.gz: identical gzip-compressed CSV retained for audit tooling.
Both contain UTF-8 CSV, one row per unique handle and
review_id pair. No merchant names or full review text. Fields:
- handle: stable Shopify App Store handle
- review_id: source review ID
- rating: integer 1–5
- review_date: stored review date (YYYY-MM-DD), possibly edited date
- usage_duration: usage label displayed at scrape time, not verified retention
- is_edited: source edited flag (0 or 1)
- has_text: 1 if nonempty after SQL trim/coalesce, otherwise 0
- mentions_support: literal case-insensitive SQL match for 'support'
- mentions_traffic_or_ranking: literal case-insensitive match for 'traffic' OR 'ranking'
queries.sql: the extraction SQL, including fixed cohort and keyword rules.

Reproduction
Extract observations.csv from observations.zip (or decompress observations.csv.gz)
and group rows by handle. Count rows for reviews;
sum rating for ratingSum; count each star for rating distribution. Blank-text
count = rows with has_text = 0. Edited count = sum(is_edited).
Sum each keyword flag for its count; these are not semantic or sentiment labels.
Lowercase usage_duration. If it contains 'minute' or 'hour', group minutes_hours;
else if it contains 'day', days; else if 'month' or 'year', months_years;
otherwise unknown. This matches scripts/export-shopify-review-study.py.
Recent window: July 12–October 9, 2026, inclusive (90 days ending on latest
cohort review date). Filter stored review_date to this range for recent counts.
Recent low ratings = count of ratings <= 2 within that range.
Percentages use every review in the stated group, including blank text, and
are rounded to one decimal place in the article. Chart 3 uses raw recent counts,
not rates or a proxy for installs. Marketplace baseline is an aggregate from
the live database; only cohort row-level observations are frozen here.
Offline verification: python3 scripts/check-shopify-review-study.py

Limits and reuse
Reviewers select themselves. App age, removed reviews, source or scraper errors,
edited dates and changing app features limit interpretation. Historical reviews
do not validate new AEO features or rebrands. We did not independently verify
merchant claims, rankings, traffic, sales or AI citations. Review excerpts are
illustrative, not representative of sentiment. APR sells agency audit software.
Cite the original Shopify source for merchant quotations. Source content retains
its original rights; no blanket licence for third-party review text is asserted.
Use aggregate findings with attribution to this study and the dated version.

Suggested citation
Team AI Page Ready. (2026, October 12). 12 Shopify SEO & AEO Apps: What 23,443
Merchant Reviews Tell Us. AI Page Ready.
https://aipageready.com/blog/shopify-seo-aeo-app-review-study/
Dataset version: 2026-10-11.

Updates
This is a frozen snapshot, not a live feed. Future editions must use a new dated
directory and document changes. Keep this version accessible for old citations.