mrrlens
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Shopify appwhat they say

O: Auto Tag Order & Customer

Add, remove, delay, and backdate order tags and customer tags seamlessly. Save time and resources to manage your orders better. Auto tag - Customer tag

★★★★★4.6 (87)
Free$7.99/moBasic$13.99/moStandard$16.99/moPro
Website ↗ Shopify App Store ↗
what mrrlens sees
MRR · Estimated$730–5k
Opportunity—
Buyer threads · 30 d0
“all stores get put into 1 big processing queue so if there is a long queue prepare to wait many hours to several days for your orders to be tagged.”
#1 complaint · Bugs/Reliability · 43% of complaints read · analysed Oct 29, 2026 · source

01Revenue

$730–5k

A month · the formula and every input are below

How this range is computed

reviews × installs-per-review × paying share × entry price

  • reviews: 87
  • entry price: $8
  • 7–20 active installs per published review (measured: median 12 on the 20 most-installed apps)
  • 15%–35% of installs on a paid plan

A range from public signals and the listed price, not a claim about the company’s books. Methodology.

Store data from the Shopify App Store listing, refreshed daily. Updated 1 d ago. Listed since 2017.

02Why users leave O: Auto Tag Order & Customer

Bugs/Reliability3 reviews · 43%

Shared processing queue across all stores causes tagging delays of hours to days; users discover this only after long waits.

“all stores get put into 1 big processing queue so if there is a long queue prepare to wait many hours to several days for your orders to be tagged.” source ↗
3 more complaints, with verbatim quotesIncluded in the day pass and Pro.
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Sample: 7 recent complaints (1–3★ reviews) · clustered Oct 29, 2026 · complaints from Jan 2019–Oct 2026, 43% in the last 24 months — mostly history · each review labelled by a model, quotes verbatim

03How to build a better O: Auto Tag Order & Customer

Build difficultyMediumRequires Shopify API integration, app approval, reliable per-store job processing, and billing; no regulation, hardware, or network effects.
Three build ideas that answer these complaintsIncluded in the day pass and Pro.
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04Who wants a better O: Auto Tag Order & Customer

0 buyer threads in the last 30 days name O: Auto Tag Order & Customer, and 1 more is in the same market.

05Questions about O: Auto Tag Order & Customer

How much revenue does O: Auto Tag Order & Customer make?

MRRLens estimates O: Auto Tag Order & Customer at $730–5k a month (low confidence). The range comes from public signals (reviews × installs-per-review × paying share × entry price), not from the company's books; the formula and its inputs are shown on this page.

What do users complain about most in O: Auto Tag Order & Customer?

Across 7 recent complaints, the most common is bugs/reliability (43%). Shared processing queue across all stores causes tagging delays of hours to days; users discover this only after long waits.

See the full x-ray of O: Auto Tag Order & Customer

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