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Opportunity brief · Nov 2, 2026

Bily

Capture first-party Shopify events, improve conversion signals, and attribute revenue across Meta, Google, TikTok, Pinterest, and Snap.

Revenue$7k–21kEstimated
Opportunity40/100 · Lowtop 62% · 39 of 62 scored products
1–2★ ratingsnot publishedcomplaints from Jul 2021–Oct 2025, 20% in the last 24 months — mostly history
Build difficultyMediumMultiple ad-platform APIs, Shopify integration, event reliability, and support burden; no payments or hardware.

The pitch, and what the numbers say

Bily: Server‑Side Tracking — Ads · https://bily.ai

Estimated revenue: reviews × installs-per-review × paying share × entry price; every input is on the full x-ray.

Why users leave

The free diagnosis shows the top complaint. The full brief has every cluster, the build ideas and the buyers.

Bugs/Reliability · 80% of complaints read

Bugs, 404s, blank pages, Facebook disconnections, missing events, and slow or absent support make the app unusable.

“There is a customer service more or less responsive, but the bugs and technical issues make impossible to use the app.”
+ 1 more complaint cluster, with verbatim quotes — in the full brief

What a challenger would build

3 build ideas, each answering a complaint above — in the full brief

Closest alternatives

Who is buying right now

8 buyer threads in the same market in the last 30 days, with links and excerpts in the full brief.

Get the full Bily brief

Full 1-star breakdown with verbatim quotes, the build blueprint and every live thread — on every product.

How to read this

Sources: the product's public listing and reviews, its published price, and public forum threads. Revenue is an estimate unless marked verified by the founder; the formula and its inputs are on the full x-ray. Complaints are grouped by a language model and each quote is a verbatim excerpt, linked to the original review. Build difficulty is a model's reading of the listing and the complaints, not a measurement. Figures are a snapshot of Nov 2, 2026. Corrections: corrections.

Open the full x-ray →