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Report Pundit: Custom Reports iconReport Pundit
vs
ReturnPro Returns Portal iconReturnPro Returns Portal
Home/Shopify App Store/Compare/Report Pundit: Custom Reports vs ReturnPro Returns Portal

Report Pundit vs ReturnPro Returns Portal

Side-by-side comparison · 24 data points

Report Pundit: Custom Reports icon

Report Pundit

5.0·1.9kreviews

Create and analyze UNLIMITED advanced REPORTS & ANALYTICS with seamless integration and automation.

ShopifyFree plan available
Change
OverviewMetadataPricingFeaturesCategoriesCategory featuresRankingsFeaturedActivityQualityApp detailsRelated

1. Listing metadata

Field-level data
Report PunditReturnPro Returns Portal
Tagline“Create and analyze UNLIMITED advanced REPORTS & ANALYTICS with seamless integration and automation.”99 chars“Turn customer returns into revenue across 20+ marketplaces. Automate returns, renew, and reselling.”99 chars
Description484 / 500 chars97% used499 / 500 chars100% used
Screenshots6 images7 images
Languages
English
English
Platforms
Shopify
Shopify
Developer
Estore Automate
ReturnPro
ListedAugust 13, 2019December 15, 2025
Last updated——
Reset
ReturnPro Returns Portal icon

ReturnPro Returns Portal

5.0·1reviews

Turn customer returns into revenue across 20+ marketplaces. Automate returns, renew, and reselling.

ShopifyFree to install
Change

At a glance

10 metrics · auto-computed
Feature comparison between Report Pundit: Custom Reports and ReturnPro Returns Portal
MetricReport Pundit: Custom ReportsReturnPro Returns Portal
Rating5.0 ★5.0 ★
Total reviews★ 1.9k1
Free planYesYes
PricingFree plan availableFree to install
Built for Shopify——
Pricing tiers4 tiers4 tiers
Listed features55
Featured placements1—
Languages1 supported1 supported
Listed sinceAug 2019Dec 2025

AppRanks verdict

Generated from live data on this page

Report Pundit: Custom Reports and ReturnPro Returns Portal are evenly matched on rating (5.0★ vs 5.0★) — the differentiator comes down to pricing fit, feature breadth, and which app's interaction pattern suits your team's workflow. Pricing entry tiers: Report Pundit: Custom Reports at Free plan available, ReturnPro Returns Portal at Free to install. Check each app's tier structure for the capacity limits you actually need before deciding — the headline number is the same shape, but the gating shape per tier (apps, orders, integrations) varies. Report Pundit: Custom Reports has the larger user base (1,860 reviews vs 1), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. ReturnPro Returns Portal's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat. Recommended evaluation path: install both apps' free tiers (where available) and run them in parallel on a small cohort of orders for 7-14 days before committing. The data tables below show the per-feature breakdown — for most merchants the deciding factor will be a single integration or workflow detail that's hard to compare from listing pages alone. This verdict is generated from the live marketplace data on this page — rating, review count, pricing tier, and category position all refresh from the canonical Shopify App Store listing every 24 hours. AppRanks does not accept payment to influence comparison outcomes; the methodology is documented on the About page and applies identically to every pair on the site.

Read each app's audit: Report Pundit: Custom Reports audit • ReturnPro Returns Portal audit

2. Pricing & plans

Listed prices · monthly · USD
Tier
Report Pundit
ReturnPro Returns Portal
Free
Free
—
  • Below 1000 lifetime orders
  • All Shopify data
  • Pre-built reports
  • Customized reports
  • Filter & group data
  • User management
  • Export reports
—
Paid #1
Basic
9
  • All Free features
  • Charts & Graphs
  • Calculated data fields
  • Unlimited Custom Reports, No Extra Cost
  • Automated Report Scheduling
  • Free Report Setup
  • Live Chat
Marketplace
29.99
Paid #2
Grow
19
  • All Basic features
  • Free Report Setup
  • Calculated data fields
  • Unlimited Custom Reports, No Extra Cost
  • Automated Report Scheduling
  • Live Chat
eCommerce
79.99
Paid #3
Advanced
35
  • All Shopify plan features
  • Live Chat
  • Free Report Setup
  • Unlimited Custom Reports, No Extra Cost
  • Automated Report Scheduling
  • One-on-one call support
Shopify
—
Paid #4
—
Walmart
—

3. Features

As listed by each developer
Report Pundit
  • Better & Advanced Reports: Create, automate, and customize with ease.
  • Complementary Report Service: Let us build your custom reports.
  • Access and review data from tags, metafields, and line-item properties.
  • Multi-Store & Multi-Currency: Consolidate reports across stores and currencies.
  • Export, Automate & Schedule Reports: Excel, CSV, PDF, Slack and Google Sheets
ReturnPro Returns Portal
  • End-to-end customer returns processing inspect, test, clean, grade & refurbish
  • Automatic relisting to your Shopify store and 20+ marketplaces
  • Centralized dashboard for multi-channel returns visibility and analytics
  • Branded returns, exchanges, and “Keep It” options for shoppers
  • Access a network of dedicated USA returns and refurbishment centers

4. Categories & rankings

Shared categories on the same row · in-category position inline
Report Pundit
ReturnPro Returns Portal
Accounting#2 of 249
—
Analytics#5 of 340
—
—
Returns and exchanges#48 of 160

5. Category features

Marketplace-curated features per category
Accounting0 shared · 30 total
Report Pundit
  • Cash flow
  • COGS tracking
  • Custom reports
  • Expense tracking
  • Income and balance
  • Returns and exchanges
  • Sales and refunds
  • Sales tax
  • Accounts receivable
  • Billing and invoicing
  • Multi-channel
  • Multi-currency
  • Multi-store
  • Net terms
  • Purchase orders
  • Stock updates
  • Tax deductions
  • Tax exemptions
  • Bank reconciliation
  • Customers
  • Daily sales summary
  • Error resolution
  • Historical data import
  • Inventory and product
  • Order details
  • Payouts
  • Pricing
  • Real-time inventory sync
  • Sales tax mapping
  • Transactions
ReturnPro Returns Portal
  • —Cash flow
  • —COGS tracking
  • —Custom reports
  • —Expense tracking
  • —Income and balance
  • —Returns and exchanges
  • —Sales and refunds
  • —Sales tax
  • —Accounts receivable
  • —Billing and invoicing
  • —Multi-channel
  • —Multi-currency
  • —Multi-store
  • —Net terms
  • —
Analytics0 shared · 21 total
Report Pundit
  • Cohort analysis
  • Event tracking
  • Lifetime value (LTV)
  • Page views
  • Segmentation
  • Abandoned cart
  • Checkout analytics
Returns and exchanges0 shared · 26 total
Report Pundit
  • —Automated refunds
  • —Discount codes
  • —Exchanges
  • —Gift cards
  • —Gift returns
  • —In-store returns
  • —Manual refunds
  • —QR codes
  • —Replacements
  • —Store credit
  • —Analytics
  • —Automated approvals
  • —Custom branding

5. Search rankings

Top 5 keywords · shared rankings prioritized
KeywordReport PunditReturnPro Returns Portal
customer support tool#10Not ranked
customer service automation#11Not ranked
customer service ai#12Not ranked

6. Featured placements & badges

Editorial visibility
Report Pundit1 all-time · 1 recent
  • category · AnalyticsMay 19, 2026
ReturnPro Returns Portal0 all-time · 0 recent

Not featured in any section recently.

9. App details

Long-form description · keyword frequency
Report Pundit
Report Pundit is the advanced custom reporting tool for Shopify. Generate unlimited custom reports or get instant insights with 150+ prebuilt reports. Analyze order reports, sales reports, tax reports, payout reports, inventory reports, fulfillment reports, customer behavior reports, POS reports and more. Use advanced filters, calculated fields, and custom metrics to refine your reports. Easily integrate with 30+ payment, shipping, and marketing apps to centralize your analytics.
Top keywords
  • reports11×16.42%
  • custom3×4.48%
  • advanced2×2.99%
ReturnPro Returns Portal
ReturnPro Customer Returns Portal is an end-to-end returns management solution combining powerful software with managed services for Shopify retailers. Automate returns and exchanges while recovering value from returned inventory. Our network of dedicated customer returns warehouses receive, grade & automatically relist items to your store or resell across 20+ marketplaces turning returns into prime revenue. Branded returns liquidation and centralized analytics. Your reverse logistics partner.
Top keywords
  • returns6×9.38%
  • customer2×3.13%
  • customer returns2×3.13%

Frequently asked

Common questions about this comparison

Is Report Pundit: Custom Reports or ReturnPro Returns Portal cheaper?

Both Report Pundit: Custom Reports and ReturnPro Returns Portal offer paid plans only. Report Pundit: Custom Reports starts at Free plan available; ReturnPro Returns Portal starts at Free to install. Compare the per-tier features in the Pricing section above before committing.

Which has better reviews, Report Pundit: Custom Reports or ReturnPro Returns Portal?

Report Pundit: Custom Reports (5.0★, 1,860 reviews) and ReturnPro Returns Portal (5.0★, 1 reviews) are essentially tied on rating. Look at review velocity and individual reviewer quotes — both visible on each app's detail page — to differentiate.

Should I choose Report Pundit: Custom Reports or ReturnPro Returns Portal?

It depends on what you're optimizing for. Report Pundit: Custom Reports fits better if you prioritize broader integrations; ReturnPro Returns Portal is the call if you need the larger user base. Read both apps' detail pages on AppRanks for the full feature breakdown, install counts, and recent listing changes.

Which is faster to set up, Report Pundit: Custom Reports or ReturnPro Returns Portal?

Both apps are one-click installs from the Shopify App Store marketplace. Report Pundit: Custom Reports has more onboarding documentation maturity (1,860 reviews vs 1), which usually translates to better-tested setup wizards and quicker time-to-value. AppRanks doesn't measure setup time directly — read the recent reviews on each app's detail page for merchant-reported install experience.

Which works better for small vs large Shopify App Store stores?

Report Pundit: Custom Reports typically suits early-stage and growth-mode stores based on its review-base composition (1,860 reviews). ReturnPro Returns Portal aligns more with early-stage and growth-mode stores (1 reviews). Larger review bases generally mean the app has been load-tested at scale — relevant if you're processing high order volume or handling enterprise compliance requirements.

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Purchase orders
  • —Stock updates
  • —Tax deductions
  • —Tax exemptions
  • —Bank reconciliation
  • —Customers
  • —Daily sales summary
  • —Error resolution
  • —Historical data import
  • —Inventory and product
  • —Order details
  • —Payouts
  • —Pricing
  • —Real-time inventory sync
  • —Sales tax mapping
  • —Transactions
  • Marketing attribution
  • Profit insights
  • Purchase tracking
  • ROAS
  • UTM tracking
  • Analytics dashboard
  • Custom dashboards
  • Custom reports
  • Data export
  • GDPR compliance
  • Historical analysis
  • Multi-store reports
  • Notifications
  • Report scheduling
  • ReturnPro Returns Portal
    • —Cohort analysis
    • —Event tracking
    • —Lifetime value (LTV)
    • —Page views
    • —Segmentation
    • —Abandoned cart
    • —Checkout analytics
    • —Marketing attribution
    • —Profit insights
    • —Purchase tracking
    • —ROAS
    • —UTM tracking
    • —Analytics dashboard
    • —Custom dashboards
    • —Custom reports
    • —Data export
    • —GDPR compliance
    • —Historical analysis
    • —Multi-store reports
    • —Notifications
    • —Report scheduling
    —
    Custom policies
  • —Customer blocklists
  • —Email notifications
  • —Multi-language
  • —Non-returnable items
  • —Refund management
  • —Return portal
  • —Return reasons
  • —Return tracking
  • —Return windows
  • —Shipping labels
  • —SMS notifications
  • —Stock updates
  • ReturnPro Returns Portal
    • Automated refunds
    • Discount codes
    • Exchanges
    • Gift cards
    • Gift returns
    • In-store returns
    • Manual refunds
    • QR codes
    • Replacements
    • Store credit
    • Analytics
    • Automated approvals
    • Custom branding
    • Custom policies
    • Customer blocklists
    • Email notifications
    • Multi-language
    • Non-returnable items
    • Refund management
    • Return portal
    • Return reasons
    • Return tracking
    • Return windows
    • Shipping labels
    • SMS notifications
    • Stock updates

    Can I migrate data between Report Pundit: Custom Reports and ReturnPro Returns Portal?

    Migration support varies by app and category. Report Pundit: Custom Reports and ReturnPro Returns Portal both publish their export options on their marketplace listing pages (or in their support docs); some apps offer one-click import from competitors, others require CSV. The fastest check: search "import from ReturnPro Returns Portal" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.

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