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2026-03-20

Peel Insights Review 2026: Automated Analytics & Cohort Analysis for Shopify

Peel Insights Review 2026: Automated Analytics & Cohort Analysis for Shopify

Peel Insights Review 2026: Automated Analytics & Cohort Analysis for Shopify

Most Shopify brands are flying blind on retention. They know their ROAS from last Tuesday, but ask them what their 90-day repurchase rate looks like by acquisition cohort and you get a blank stare.

That is the exact gap Peel Insights fills. It takes your raw Shopify, Amazon, ad platform, and email data and turns it into pre-built dashboards focused on the metrics that actually predict long-term profitability: cohort LTV, retention curves, RFM segments, and subscription health.

We have used Peel across multiple client accounts. Here is our full breakdown.

What It Does

Peel Insights is a retention analytics platform built specifically for Shopify and Amazon brands. It connects directly to your store, pulls in your full order history, and automatically generates dashboards around the metrics most e-commerce teams struggle to track manually: cohort analysis, customer lifetime value, repurchase behavior, and product-level performance.

The core problem it solves is simple. Shopify's native analytics tell you what happened yesterday. Peel tells you what is happening over time, across customer segments, and why it matters for your next dollar of spend.

It is built for DTC brands doing meaningful volume, typically 6,000+ orders per month, who need to move beyond surface-level reporting and start making decisions based on customer behavior patterns rather than daily revenue snapshots.

Key Features

1. Cohort Analysis with 30+ KPIs

This is Peel's flagship. You get monthly cohort breakdowns across more than 30 metrics, including cohort retention, lifetime revenue, average order value trends, and repurchase rates. You can filter by acquisition channel, product, discount code, or campaign to see exactly which customers stick and which churn. Most brands we work with have never seen their data sliced this way before, and the insights are often eye-opening.

2. RFM Segmentation and Audience Sync

Peel automatically segments your customers using RFM (Recency, Frequency, Monetary) analysis and lets you export those segments directly to Klaviyo, Attentive, Postscript, or as CSV files. This means you can build email and SMS flows that target your best customers differently from your at-risk ones, without manually pulling lists or writing SQL queries.

3. Subscription Analytics

For brands running subscription programs through Recharge, Bold, Skio, Smartrr, or Stay.ai, Peel provides dedicated subscription dashboards. You get MRR tracking, new subscriber acquisition rates, churn analysis, and one-time-to-subscriber conversion funnels broken down by SKU or discount code. Subscriber cohort retention over time is particularly useful for spotting when and why subscribers drop off.

4. Multi-Platform Data Connectors

Peel pulls data from Shopify, Amazon, Google Analytics 4, and major ad networks including Meta, Google Ads, TikTok, and Pinterest. On the email and SMS side, it connects with Klaviyo and Attentive. This unified view means you can correlate ad spend with actual customer quality, not just first-purchase ROAS, but how those acquired customers behave over 30, 60, and 90 days.

5. Pre-Built and Custom Dashboards

You get pre-built dashboards covering revenue, retention, product analytics, order analytics, and ad performance. But you can also build custom reports and dashboards, which is where the real value sits for brands with specific KPIs they track. Double-click data exploration lets you drill into any metric without leaving the platform.

6. Automated Daily Digests

Peel sends daily performance digests via Slack or email. These are surprisingly useful for keeping leadership aligned without forcing everyone to log into yet another dashboard. You pick the metrics that matter and Peel pushes them to your team automatically.

7. Market Basket Analysis and Product Journeys

Beyond customer-level analytics, Peel maps product-level journeys: which products get purchased first, what follow-up purchases look like, and which SKUs drive the highest LTV. This is critical intel for merchandising, bundling strategy, and acquisition creative.

8. Snowflake Data Access

On all plans, you get access to your data in Snowflake. For brands with data teams or agencies that want to run custom queries, this is a significant advantage over platforms that lock your data inside their own UI.

Pricing

Peel's pricing is based on monthly order volume, not feature gating. All plans include the same core analytics features. Here is the current breakdown:

| Plan | Monthly (annual) | Monthly (month-to-month) | Order Limit | Store Limit | CSM Sessions | |------|:-:|:-:|:-:|:-:|:-:| | Core | $179/mo | $199/mo | Up to 16,000 | 3 stores | None | | Essentials | $449/mo | $499/mo | Up to 29,000 | 3 stores | 1/month | | Accelerate | $809/mo | $899/mo | Up to 62,000 | 7 stores | 2/month | | Tailored | Custom | Custom | 62,000+ | Unlimited | 5/month |

All paid plans include a 7-day free trial with no credit card required. The trial analyzes your past year of data, while paid plans unlock full historical access.

Annual billing saves roughly 10% across the board. Each plan also includes consultative credits for strategy calls with Peel's analytics team, with additional credits available at $50 each.

Worth noting: Peel offers a free plan for Smartrr users (up to 16,000 orders/month, 3 stores), which is a solid entry point if you are already on that subscription platform.

Pros and Cons

Pros

  • Cohort analysis depth is best-in-class. 30+ cohort KPIs with filtering by channel, product, and campaign. No other Shopify app comes close to this level of retention analytics out of the box.
  • Zero setup friction. Connect your Shopify store and dashboards populate within 24 hours with full historical data backfill. No tagging, no pixel setup, no engineering work required.
  • Perfect 5.0 rating on Shopify App Store. 34 reviews, all five stars. That is rare for any analytics product and speaks to both the product quality and support responsiveness.
  • Feature parity across plans. You are paying for volume capacity and support access, not feature unlocks. A brand on the Core plan gets the same analytics as one on Accelerate.
  • Actionable segment exports. RFM segments that sync directly to Klaviyo and Attentive mean the insights actually drive revenue, not just reports.
  • Snowflake access on every plan. Uncommon for a mid-market analytics tool and huge for brands with data teams.

Cons

  • Pricing starts at $179/month. Not cheap for smaller brands, though the volume floor of 6,000+ orders means you need to be at a certain scale anyway.
  • Ad platform integrations are limited. Meta, Google, TikTok, and Pinterest are covered, but Snapchat and other networks are not yet supported. If Snap is a major channel for you, there is a gap.
  • No attribution modeling. Peel added multi-touch attribution, but it is not its primary strength. Brands needing deep attribution should pair Peel with a dedicated MTA tool like Triple Whale or Northbeam.
  • Requires meaningful order volume. The minimum 6,000 monthly orders threshold means early-stage brands will not get much value until they scale.

Who It's Best For

Peel is the right fit for:

  • Mid-market Shopify brands doing $5M-$100M+ in annual revenue that have outgrown Shopify's native analytics and need retention-focused reporting.
  • Subscription-heavy DTC brands using Recharge, Smartrr, Skio, Bold, or Stay.ai that need granular subscriber cohort analysis and churn visibility.
  • Multi-brand operators managing multiple Shopify or Amazon stores who need a unified analytics view (the Accelerate and Tailored plans support 7+ stores).
  • Retention-focused marketing teams that want to build email and SMS segments based on actual purchase behavior patterns, not just demographic data.
  • Agencies managing DTC portfolios (like us) who need consistent, pre-built dashboards across clients without rebuilding analytics infrastructure for every account.

It is not ideal for pre-revenue brands, stores doing under 6,000 monthly orders, or teams that only need basic daily revenue tracking.

How to Get Started

Setup is straightforward:

  1. Install from the Shopify App Store. Search for "Peel: Retention Analytics" or go directly through peelinsights.com.
  2. Connect your data sources. Link your Shopify store, then add ad platforms (Meta, Google, TikTok), email/SMS tools (Klaviyo, Attentive), and subscription platforms (Recharge, Smartrr, etc.).
  3. Wait 24 hours. Peel backfills your full order history and builds your dashboards automatically. No manual configuration needed.
  4. Explore pre-built dashboards. Start with the cohort analysis and RFM segmentation dashboards. These typically surface the highest-impact insights immediately.
  5. Set up daily digests. Configure Slack or email digests so your team gets key metrics pushed to them without logging in.
  6. Build custom reports. Once you are oriented, create dashboards around your specific KPIs and business questions.

The 7-day free trial gives you access to one year of historical data, which is enough time to determine whether the platform delivers value for your specific business.

Our Verdict

Rating: 8.5/10

Peel Insights is the best cohort analysis and retention analytics tool available for Shopify brands at scale. Its depth on customer behavior metrics, combined with zero-setup data backfilling and actionable segment exports, makes it a genuinely useful addition to the DTC analytics stack.

The platform does one thing exceptionally well: it shows you how customer cohorts behave over time and gives you the segments to act on those insights. If your growth strategy depends on repeat purchases, subscription retention, or LTV optimization, Peel pays for itself quickly.

Where it falls short is ad platform coverage (no Snapchat, limited attribution), and the price point puts it out of reach for early-stage brands. But for the $5M+ DTC brand that is tired of exporting Shopify data into spreadsheets to manually build cohort tables, Peel eliminates hours of analyst work every week.

We recommend it to any mid-market Shopify brand serious about retention-driven growth.

Try It

Try Peel Insights free for 7 days -- no credit card required.

Or visit peelinsights.com to book a demo and see it in action.

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