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Measured on six things

Shopify analytics app for custom reports, CSV exports, an...

Speed

Lighthouse mobile 33/100 with an 18.8s LCP and 2.2s TBT; desktop 46/100. The page carries a heavy video that fails to load anyway, so you pay the weight and get an error message.

Screenshots

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PayDrop Advance Reports

About this app

PayDrop Advance Reports by The ShopNinjas is a Shopify analytics and reporting app that centralizes sales, orders, products, inventory, refunds, and customer data into a single dashboard. It offers over 100 prebuilt reports across sales, products, and customers, plus a custom report builder with AND/OR filtering logic and live preview. Users can schedule recurring email reports with CSV attachments or send them instantly via Send Now. The app includes a revenue and order trends dashboard, peak sales heatmap, and CSV export across all reports. It integrates with PayDrop Digital Downloads and PayDrop Licenses for extended reporting, making it a solid choice for Shopify merchants who need flexible, automated analytics.

Key features

1100+ prebuilt Shopify reports across sales, orders, products, inventory, refunds and customers, each with chart, table, date range and CSV export.
2Custom report builder with AND/OR condition logic and a live table preview that recalculates counts and totals as filters change.
3Scheduled and on-demand email delivery with CSV attachments, plus Send Now with confirmation toast and Last Sent timestamp.
4Cross-app reporting: 16 Digital Downloads reports and 18 Licenses reports when paired with other PayDrop apps.
5Report Analytics dashboard with revenue, orders, net sales, AOV, refunds and trends, plus a peak sales heatmap.

Target customer profile

Drawn from the product itself, not from a survey.

Demographic

Shopify store owners and e-commerce managers

Pain points

Fragmented analytics, manual CSV exports, no automated reporting

Primary needs

Centralized dashboard, scheduled email reports, custom filters

Demographic

Data-driven Shopify Plus merchants

Pain points

Lack of granular custom reports, limited export options

Primary needs

Custom report builder, AND/OR logic, CSV exports

Demographic

Digital product sellers using PayDrop apps

Pain points

No unified reporting across downloads, licenses, and sales

Primary needs

Integrated reports for PayDrop Digital Downloads and Licenses

Scout Review

Written by AI from measured evidence, scored out of 100.

PayDrop Advance Reports is a Shopify analytics app from The ShopNinjas that consolidates sales, orders, products, inventory, refunds and customer data into one dashboard, with 100+ prebuilt reports, a custom builder using AND/OR logic and live preview, scheduled email delivery with CSV attachments, and a Send Now option. The marketing site explains all of this clearly and the docs hub is real. The measured weaknesses are speed (mobile Lighthouse 33/100, 18.8s LCP) and security headers (3/12, no DMARC, no CSP). Design is solid above the fold and sloppy below it, with a broken video embed and wireframe-quality previews. Accessibility at 90/100 is a genuine strength. The product's real differentiator is its cross-app reporting for PayDrop Digital Downloads and Licenses — a narrow but defensible wedge against Better Reports and Mipler.

Measure by measure

Usability

Clear 4-step onboarding story, 100+ prebuilt reports, AND/OR custom builder with live preview, and a docs hub. No free trial or live demo, and support is a link and an email.

Design

Coherent green branding, real app screenshots and a clean four-step workflow section. Undercut by a broken video embed and several low-fidelity wireframe previews below the fold.

Speed

Lighthouse mobile 33/100 with an 18.8s LCP and 2.2s TBT; desktop 46/100. The page carries a heavy video that fails to load anyway, so you pay the weight and get an error message.

Security

HTTPS and SPF are in place, but HSTS, CSP, frame protection, Referrer-Policy and DMARC are all missing — 3/12 on the header checklist. No SOC 2, ISO or security page published.

Accessibility

Lighthouse accessibility 90/100 with readable contrast and generous spacing. Failing audits include unnamed buttons and links plus SVG img-role elements missing alt text; English-only, no a11y statement.

Growth

Real pain point (fragmented Shopify reporting) with a genuine wedge: 16 downloads + 18 license reports when paired with other PayDrop apps. But it's fighting free built-in analytics and two entrenched reporting apps.

Improvement areas

Fix the broken video embed and replace wireframe-quality previews with real app screenshots.
Add HSTS, CSP, X-Content-Type-Options, Referrer-Policy, Permissions-Policy and DMARC; publish a security page.
Improve mobile performance — 18.8s LCP and 33/100 Lighthouse is well below category norms.
Offer a free trial or demo store so merchants can evaluate before installing on a live store.

Design & Usability

The marketing site is competently built: a mint-gradient hero with a floating analytics window, a four-card workflow section with big white numerals, and real app screenshots instead of stock imagery. The green branding holds together across nav, cards and the maker media block. Where it slips is below the fold — a large black video placeholder renders 'Your browser can't play this video' in the middle of the page, and several UI previews look like unfinished wireframes with grayed-out elements. Usability messaging is stronger than the visuals: install, pick a prebuilt or custom report, schedule the email, view or export. The custom builder's AND/OR rules with a live table preview are explained clearly, and a docs hub exists. What's missing is a way to try before installing — no trial, no demo, just an Install button and a support link.

Speed & Security

Speed is the weakest measured dimension. Lighthouse mobile scores 33/100 with an 18.8-second LCP and 2.2 seconds of total blocking time; desktop only reaches 46/100. The page is a WordPress-style marketing build with a cart, and it hauls a large video that fails to render anyway — weight paid, content not delivered. Security is thin but not alarming for an early-stage Shopify app: HTTPS is enforced and SPF is published, but HSTS, CSP, frame protection, X-Content-Type-Options, Referrer-Policy and Permissions-Policy are all absent, and DMARC isn't configured, giving 3/12 on the header checklist. No SOC 2, ISO 27001, penetration test summary or bug bounty is published. For a reporting app that touches order, customer and revenue data, that's a gap worth closing — Shopify's own review process covers some of it, but merchants can't see any of it from here.

Accessibility & Growth

Accessibility lands at 90/100 on Lighthouse, which is above average for a small Shopify app's marketing site — readable contrast, generous spacing, sensible type. The failing audits are the usual suspects: buttons and links without accessible names, prohibited ARIA attributes, and SVG elements with an img role that have no text alternative. There's no accessibility statement and the site is English-only. Growth is a judgement on the idea: Shopify reporting is a real, paid-for problem, and PayDrop's wedge — 16 Digital Downloads reports and 18 Licenses reports when paired with sibling apps — is something Better Reports and Mipler structurally can't offer. Against that, Shopify's built-in analytics is free and 'good enough' for many stores, and two established reporting apps already own the custom-report niche. The domain was registered in mid-2025 and only a Twitter profile is listed, so this is early — the wedge is real but narrow, and it only pays off for merchants already inside the PayDrop ecosystem.

Conclusion

If you're a Shopify merchant drowning in manual CSV exports and you already run PayDrop Digital Downloads or Licenses, this is the most coherent reporting option for that stack — the 34 extra reports for downloads and licenses are the reason to pick it over Better Reports. If you're not in the PayDrop ecosystem, the case is thinner: Better Reports and Mipler have deeper track records and Shopify's built-in analytics covers the basics for free. Before installing, ask the team about their security posture — no SOC 2, no DMARC, no CSP is a lot of silence for an app that reads your order and customer data. And someone should fix that video embed; it's the first thing a visitor sees fail.

Suggestions for improvement

Fix or remove the broken video embed in the App Overview section — it renders a browser error mid-page.
Replace the low-fidelity wireframe previews below the fold with real, high-resolution app screenshots.
Add HSTS, CSP, X-Content-Type-Options, Referrer-Policy and DMARC — the header checklist is 3/12.
Publish a security page or trust center covering data handling, and consider a free trial or demo store.

How we score

Alternatives comparison

Named competitors, point by point. Nobody paid to appear here or to be left out.

	PayDrop Advance Reports	Shopify Analytics	Better Reports	Mipler Advanced Reports
Prebuilt report library	100+ prebuilt reports across sales, products, customers, inventory, refunds	Basic built-in sales and traffic reports	Large library of prebuilt and custom reports	Prebuilt and custom reports with dashboards
Custom report builder with AND/OR logic	Yes — AND/OR rules with live table preview	No custom builder	Yes — advanced custom report builder	Yes — custom report builder
Scheduled email delivery	Yes — scheduled and Send Now, CSV attachments	No scheduled email delivery	Yes — scheduled email with CSV/PDF	Yes — automated email delivery
Export formats	CSV only	CSV export of built-in reports	CSV and PDF	CSV and other formats
Digital downloads / license reporting	Yes — 16 downloads + 18 licenses reports with PayDrop apps	No	No native PayDrop integration	No native PayDrop integration
Free trial / demo	Not stated on site	Free with Shopify	Free trial available	Free trial available