Side-by-side comparison · 24 data points
Build custom reports, automate reports & analytics, and reconcile data from key integrations easily
| Report Pundit | TheLab by DREAMLABS | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — | — |
TheLab unifies your ad spend, revenue, and ROAS across every channel into one AI-powered dashboard.
| Metric | Report Pundit: Custom Reports | TheLab by DREAMLABS |
|---|---|---|
| Rating | 5.0 ★ | — |
| Total reviews | 1.9k | 0 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free trial available |
| Built for Shopify | — | — |
| Pricing tiers | ★ 4 tiers | 1 tier |
| Listed features | 5 | 5 |
| Featured placements | 1 | — |
| Languages | 1 supported | 1 supported |
| Listed since | Aug 2019 | May 2026 |
Based on the data on this page, Report Pundit: Custom Reports is the stronger choice for most Shopify App Store merchants — 5.0★ vs TheLab by DREAMLABS's 0.0★ is a meaningful gap that usually reflects real product or support quality differences across the user base. Pricing entry tiers: Report Pundit: Custom Reports at Free plan available, TheLab by DREAMLABS at Free trial available. 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 (1,904 reviews vs 0), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. TheLab by DREAMLABS's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat. Recommended by store size: small/early-stage merchants who need fast install and low risk should default to Report Pundit: Custom Reports; mid-market and enterprise merchants with specific feature requirements should evaluate both — TheLab by DREAMLABS's 0-review base may include the workflow context that matches your specific use case better than Report Pundit: Custom Reports's broader-but-shallower coverage. 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 • TheLab by DREAMLABS audit
| Keyword | Report Pundit | TheLab by DREAMLABS |
|---|---|---|
| report | #1 | Not ranked |
| reports | #1 | Not ranked |
| accounting | #5 | Not ranked |
| messenger agent | Not ranked | #236 |
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No tracked changes.
Both Report Pundit: Custom Reports and TheLab by DREAMLABS offer paid plans only. Report Pundit: Custom Reports starts at Free plan available; TheLab by DREAMLABS starts at Free trial available. Compare the per-tier features in the Pricing section above before committing.
It depends on what you're optimizing for. Report Pundit: Custom Reports fits better if you prioritize rating consistency; TheLab by DREAMLABS 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.
Both apps are one-click installs from the Shopify App Store marketplace. Report Pundit: Custom Reports has more onboarding documentation maturity (1,904 reviews vs 0), 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.
Report Pundit: Custom Reports typically suits early-stage and growth-mode stores based on its review-base composition (1,904 reviews). TheLab by DREAMLABS aligns more with early-stage and growth-mode stores (0 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.
Migration support varies by app and category. Report Pundit: Custom Reports and TheLab by DREAMLABS 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 TheLab by DREAMLABS" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
