How does AppRanks pick the top Analytics apps for Shopify App Store?

Apps appear here because Shopify App Store itself classifies them under Analytics — AppRanks does not editorially add or remove apps from this category set. Within the category, ranking uses average rating times the natural log of review count (rating × ln(reviewCount + 1)), which keeps a single 5-star outlier from leapfrogging an established listing while still letting a very-well-rated mid-volume app rank above a poorly-reviewed giant. The page refreshes daily from the canonical Shopify marketplace listing. AppRanks does not accept payment to alter ranking on public surfaces.

How often does this analytics apps list update?

Every 24 hours. AppRanks pulls fresh rating, review count, and pricing-tier data from each app's Shopify marketplace listing nightly. Apps that lose Shopify App Store's category tag (e.g., a developer changes the listing's primary category) drop off in the next nightly snapshot. The page itself is cached at the CDN for 1 hour to absorb traffic spikes, so during a refresh window the visible list lags the underlying data by at most one hour.

What does "Pick if" mean on each top-3 entry?

"Pick if" is a data-derived recommendation that surfaces the most useful selection criterion for that app — high rating with deep review base means category default; free tier with broad adoption means budget-first pick; high rating with moderate review count means satisfaction-led pick. The framing is generated from the same rating + review count + pricing data shown on the card, not from editorial judgment or paid placement.

Where can I see the full methodology and audit scoring?

The full methodology — including the rating × ln(reviewCount + 1) blend, refresh cadence, conflict-of-interest policy, and the per-app audit-score breakdown — is documented on the AppRanks About page and the audit-score glossary entry. Every app on this list also has a dedicated audit page that walks through title, content, visuals, pricing, and category-tag scoring against the marketplace's published standards.

1546 Best Analytics Apps for Shopify (2026)

AppRanks

rating × ln(reviewCount + 1)

#1
Parkour: Facebook Pixel & Feed
4.9(191)Free plan available
Ranks #1 in the Shopify App Store analytics category as a category-leading listing. Currently has a growing review traction (191 reviews, 4.9★ avg). Pricing: Free plan available. Position holds for the trailing 30-day window.
Pick if: Pick this if you prioritize merchant satisfaction over scale — Parkour: Facebook Pixel & Feed holds a 4.9-star average across 191 reviews in the analytics category.
View audit Compare to #2 →
#2
Multifeed Google Shopping Feed
4.9(1094)Free plan available
Ranks #2 in the Shopify App Store analytics category as a category-leading listing. An established review history (1,094 reviews) with a 4.9-star average. Pricing: Free plan available. Position holds for the trailing 30-day window.
Pick if: Pick this if budget is the constraint — Multifeed Google Shopping Feed ships a free tier and has 1,094 merchants reviewing it, so the no-card path is well-trodden.
View audit Compare to #1 →
#3
MIDA Replay, Heatmap & Insight
4.9(563)Free plan available
Ranks #3 in the Shopify App Store analytics category as a category-leading listing. Tracks at 4.9★ across 563 reviews — growing review traction. Pricing: Free plan available. Position holds for the trailing 30-day window.
Pick if: Pick this if you prioritize merchant satisfaction over scale — MIDA Replay, Heatmap & Insight holds a 4.9-star average across 563 reviews in the analytics category.
View audit Compare to #2 →
#4
IndexGPT: AI SEO for ChatGPT
4.9(143)Free plan available
Holds position #4 in the Shopify App Store analytics category as a category-leading listing. Currently has a growing review traction (143 reviews, 4.9★ avg). Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit Compare to #3 →
#5
Propel Replay, Survey, Heatmap
4.9(677)Free plan available
Currently sits at #5 in the Shopify App Store analytics category as a category-leading listing. A growing review traction (677 reviews) with a 4.9-star average. Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit Compare to #4 →
#6
Microsoft Clarity: AI Insights
4.6(2130)Free plan available
Holds position #6 in the Shopify App Store analytics category as a highly rated listing. Tracks at 4.6★ across 2,130 reviews — established review history. Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit Compare to #5 →
#7
Grapevine Post Purchase Survey
5.0(221)Free plan available
Currently sits at #7 in the Shopify App Store analytics category as a category-leading listing. Currently has a growing review traction (221 reviews, 5.0★ avg). Pricing: Free plan available. AppRanks tracks this listing on a 24-hour cycle.
View audit Compare to #6 →
#8
Zigpoll Customer Surveys
5.0(550)Free plan available
Holds position #8 in the Shopify App Store analytics category as a category-leading listing. A growing review traction (550 reviews) with a 5.0-star average. Pricing: Free plan available. AppRanks tracks this listing on a 24-hour cycle.
View audit Compare to #7 →
#9
TA MAPPY: Store Locator & Maps
5.0(440)Free plan available
Currently sits at #9 in the Shopify App Store analytics category as a category-leading listing. Tracks at 5.0★ across 440 reviews — growing review traction. Pricing: Free plan available. AppRanks tracks this listing on a 24-hour cycle.
View audit Compare to #8 →
#10
Ⓩ Facebook Pixel Tiktok Pixel
5.0(166)Free plan available
Holds position #10 in the Shopify App Store analytics category as a category-leading listing. Currently has a growing review traction (166 reviews, 5.0★ avg). Pricing: Free plan available. Source: Shopify App Store's own published category position.
View audit Compare to #9 →

At-a-glance comparison

Same data as the ranked cards, condensed into a sortable-by-eye grid: rating × review depth × pricing tier across the top 10 analytics apps on Shopify App Store.

#	App	Rating	Reviews	Pricing
1	Parkour: Facebook Pixel & Feed	4.9★	191	Free plan available
2	Multifeed Google Shopping Feed	4.9★	1,094	Free plan available
3	MIDA Replay, Heatmap & Insight	4.9★	563	Free plan available
4	IndexGPT: AI SEO for ChatGPT	4.9★	143	Free plan available
5	Propel Replay, Survey, Heatmap	4.9★	677	Free plan available
6	Microsoft Clarity: AI Insights	4.6★	2,130	Free plan available
7	Grapevine Post Purchase Survey	5.0★	221	Free plan available
8	Zigpoll Customer Surveys	5.0★	550	Free plan available
9	TA MAPPY: Store Locator & Maps	5.0★	440	Free plan available
10	Ⓩ Facebook Pixel Tiktok Pixel	5.0★	166	Free plan available

Want to compare any two apps in detail (features, ratings trend, pricing plans side-by-side)? Open the head-to-head page from the "Compare to #N" link on each card above. Custom multi-app comparisons, historical rank trajectory, and CSV export are available on a paid plan.

Frequently asked

How does AppRanks pick the top Analytics apps for Shopify App Store?: Apps appear here because Shopify App Store itself classifies them under Analytics — AppRanks does not editorially add or remove apps from this category set. Within the category, ranking uses average rating times the natural log of review count (rating × ln(reviewCount + 1)), which keeps a single 5-star outlier from leapfrogging an established listing while still letting a very-well-rated mid-volume app rank above a poorly-reviewed giant. The page refreshes daily from the canonical Shopify marketplace listing. AppRanks does not accept payment to alter ranking on public surfaces.
How often does this analytics apps list update?: Every 24 hours. AppRanks pulls fresh rating, review count, and pricing-tier data from each app's Shopify marketplace listing nightly. Apps that lose Shopify App Store's category tag (e.g., a developer changes the listing's primary category) drop off in the next nightly snapshot. The page itself is cached at the CDN for 1 hour to absorb traffic spikes, so during a refresh window the visible list lags the underlying data by at most one hour.
What does "Pick if" mean on each top-3 entry?: "Pick if" is a data-derived recommendation that surfaces the most useful selection criterion for that app — high rating with deep review base means category default; free tier with broad adoption means budget-first pick; high rating with moderate review count means satisfaction-led pick. The framing is generated from the same rating + review count + pricing data shown on the card, not from editorial judgment or paid placement.
Where can I see the full methodology and audit scoring?: The full methodology — including the rating × ln(reviewCount + 1) blend, refresh cadence, conflict-of-interest policy, and the per-app audit-score breakdown — is documented on the AppRanks About page and the audit-score glossary entry. Every app on this list also has a dedicated audit page that walks through title, content, visuals, pricing, and category-tag scoring against the marketplace's published standards.

Methodology details: /glossary/audit-score · /about.

The 10 Best Analytics Apps for Shopify App Store (2026)

At-a-glance comparison

Frequently asked

Track these rankings over time