What is the best ecommerce analytics tool for Shopify?

There's no single best tool — it depends on the gap you're trying to close. For marketing attribution, Triple Whale is the most common choice. For inventory analytics, ShelfMerge covers what Shopify's native reports miss. For customer LTV and cohort analysis, Lifetimely is strong. Most scaling stores use two or three tools covering different parts of the analytics stack.

Does Shopify have its own analytics tool?

Yes. Shopify Analytics includes sales reports, Finances Summary, inventory reports, and customer reports. It covers the basics well for stores under $500k revenue. The gaps are marketing attribution accuracy, inventory health analytics, per-product gross margin in one view, and customer cohort analysis.

What's the difference between Triple Whale and Northbeam?

Both are marketing attribution platforms. Triple Whale is more widely adopted and better suited to single-brand operators. Northbeam has more sophisticated multi-touch attribution modeling and is more commonly used by agencies managing multiple brands or larger brands with complex multi-channel attribution needs. Both are expensive and overkill if you're not spending significantly on paid ads.

Do I need an analytics tool if I use Shopify?

Shopify's built-in analytics cover the basics for smaller stores. You'll want additional tools once you're running paid ads (attribution tools), carrying 100+ SKUs (inventory analytics), or have a meaningful repeat purchase rate (customer LTV tools). Google Analytics 4 is free and worth adding from day one as a baseline traffic layer.

Ecommerce Analytics Tools: Complete Comparison (2026)

Shopify gives you revenue, orders, and session counts. That's fine for a store doing $5k a month. Past that, you're making inventory, marketing, and pricing decisions with incomplete data. The right analytics tool depends entirely on which gap you're trying to close.

This comparison covers eight tools across different use cases. Not every store needs all of them. Most stores need one or two, used consistently.

What "ecommerce analytics" actually covers

The term is broad. Before picking tools, be clear on what you're trying to measure:

Marketing analytics: where customers come from, which channels convert, attribution
Inventory analytics: what's selling, what's stagnating, what to reorder
Customer analytics: repeat rate, LTV, cohort behavior, churn
Financial analytics: COGS, gross margin per SKU, profitability by channel
Catalog analytics: product health, duplicate detection, cannibalization

Most tools specialize in one or two of these areas. Be skeptical of any tool that claims to do all five equally well.

The tools

1. Triple Whale

Triple Whale is built for Shopify brands spending on paid advertising. Its core value is attribution — it tracks which ads, channels, and campaigns actually drove revenue, using first-party pixel data rather than relying on platform-reported numbers (which are notoriously unreliable after iOS 14 changes).

Best for: DTC brands spending $5k+/month on Meta or Google ads who need accurate ROAS by channel.

Strengths: First-party attribution, pixel accuracy, Shopify-native integration, good creative analytics for ad teams.

Weaknesses: Expensive ($129–$349+/month). Mostly a marketing tool — inventory and catalog analytics are shallow. Not useful if you're not running significant paid ads.

Price: Starting around $129/month for smaller stores.

2. Northbeam

Northbeam is Triple Whale's main competitor in the attribution space. It focuses on multi-touch attribution and has deeper reporting on how different touchpoints contribute to a sale over time. Often preferred by agencies managing multiple brands.

Best for: Larger DTC brands or agencies that need detailed multi-touch attribution modeling across multiple ad channels.

Strengths: More sophisticated attribution modeling than most competitors, handles complex multi-channel paths well.

Weaknesses: Higher price point, steeper learning curve. Overkill for a single-brand operator not running heavily on paid.

Price: Custom pricing, typically $300–$1,000+/month.

3. Glew

Glew combines customer analytics, marketing analytics, and inventory reporting in a single dashboard. It's one of the more comprehensive multi-category tools. Customer LTV and cohort analysis are where it shines — you can see how different acquisition cohorts behave over time.

Best for: Stores with a repeat-purchase model (consumables, beauty, pet) that want to track customer retention alongside inventory.

Strengths: Strong customer analytics, LTV segmentation, multi-channel support (Shopify, WooCommerce, Amazon), and decent inventory reports.

Weaknesses: UI can feel cluttered. Inventory analytics aren't as deep as dedicated inventory tools. Reports take some setup time.

Price: Starting around $79/month for basic plans.

4. Daasity

Daasity is a data warehouse and analytics platform aimed at mid-market ecommerce brands ($2M–$50M revenue). It connects Shopify, Amazon, ad platforms, and fulfillment systems into a central data warehouse and provides pre-built reports and custom dashboard options.

Best for: Brands that have outgrown point solutions and need centralized data with SQL access and custom reporting.

Strengths: True data unification, custom reporting flexibility, strong integrations, good for teams with a data analyst.

Weaknesses: Setup-heavy, requires data expertise to get full value. Significant cost. Not appropriate for early-stage stores.

Price: Starting around $499/month.

5. Lifetimely

Lifetimely focuses specifically on LTV, profit per customer, and cohort analysis. It also includes profit and loss reporting that accounts for ad spend, shipping, COGS, and fees — giving you a per-order profit view that Shopify doesn't provide natively.

Best for: Subscription or repeat-purchase brands that want to understand true profit per customer and track LTV trends over time.

Strengths: Best-in-class LTV and cohort visualization, P&L by channel or product, clean UI.

Weaknesses: Limited inventory analytics. Marketing attribution is basic. If your business is not repeat-purchase focused, the core feature set is less valuable.

Price: Starting around $29/month for small stores.

6. BeProfit

BeProfit is a Shopify-native profitability dashboard. It pulls together revenue, COGS, ad spend, fulfillment costs, and fees into a profit view at the order, product, and store level. It's particularly useful for merchants who want to see which products are actually profitable after all costs.

Best for: Shopify merchants who want per-product profitability without building a spreadsheet. Good first step for anyone who's been tracking margin manually.

Strengths: Shopify-native, fast setup, per-product profit view, integrates with major ad platforms.

Weaknesses: Limited inventory health features. Customer analytics are basic. Not suitable for multi-channel sellers.

Price: Free plan available; paid plans from $25/month.

7. ShelfMerge

ShelfMerge covers inventory and catalog analytics — the part of the analytics stack that most other tools skip. It detects dead stock, slow-moving SKUs, duplicate products, product cannibalization, and catalog health issues that erode margin quietly over time.

Best for: Shopify merchants with 100+ SKUs who need to understand inventory health, reduce dead stock, and clean up catalog problems. Pairs well with a marketing analytics tool since it covers a different part of the stack.

Strengths: Deep inventory analytics (turnover ratio, days of cover, safety stock), duplicate and cannibalization detection, shelf health score, Shopify-native, no data warehouse required.

Weaknesses: Not a marketing attribution tool. Customer LTV and cohort analysis are outside its scope.

Price: Starts at $29/month (Track plan); $79/month for Optimize plan with full analytics access.

8. Google Analytics 4 (free)

GA4 is still worth having connected to your Shopify store as a free baseline. It tracks traffic sources, session behavior, funnel drop-off, and ecommerce events with reasonable accuracy. Not a replacement for any of the specialized tools above, but a zero-cost foundation.

Best for: Every store, as a baseline layer.

Strengths: Free, broad traffic and funnel data, integrates with Google Ads natively.

Weaknesses: No inventory analytics, no profit data, attribution is cookie-based and increasingly inaccurate. The GA4 interface is difficult for merchants who aren't data-trained.

Price: Free.

Comparison table

Tool	Primary Focus	Best Store Size	Starting Price	Inventory Analytics
Triple Whale	Marketing attribution	$500k+ revenue	$129/mo	Basic
Northbeam	Multi-touch attribution	$1M+ revenue	Custom	None
Glew	Customer + inventory	$200k+ revenue	$79/mo	Moderate
Daasity	Data warehouse	$2M+ revenue	$499/mo	Moderate
Lifetimely	LTV + profit	Any size	$29/mo	Basic
BeProfit	Profitability	Any size	Free/$25+	Basic
ShelfMerge	Inventory + catalog health	100+ SKUs	$29/mo	Deep
Google Analytics 4	Traffic + funnel	Any size	Free	None

What most Shopify stores actually need

Under $500k annual revenue: GA4 (free) plus one of BeProfit or Lifetimely to understand profit per product or customer LTV. Add ShelfMerge if you carry 100+ SKUs and inventory management is a pain point.

$500k–$2M revenue, running paid ads: GA4 plus Triple Whale for attribution. Add ShelfMerge for inventory. Add Lifetimely or Glew for customer analytics if you have meaningful repeat purchase rates.

$2M+ revenue with a team: Consider Daasity for data centralization. Keep Triple Whale or Northbeam for attribution. ShelfMerge for catalog health. Lifetimely or Glew for retention.

The mistake most merchants make is buying a sophisticated marketing attribution tool while completely ignoring inventory analytics. Your ROAS can look great while dead stock is quietly eroding your margin. You need both sides of the picture.

Questions to ask before picking a tool

What decision am I trying to make better? If it's "which ads are working," you need attribution. If it's "which products to restock," you need inventory analytics. Tools built for one don't substitute for the other.

Will I actually use the reports? The best tool is the one you open every week. A $29/month tool you use consistently beats a $299/month tool you log into twice and forget.

What's the setup cost? Some tools (Daasity, Northbeam) require days of setup and ongoing maintenance. Others (BeProfit, ShelfMerge) connect to Shopify via OAuth in minutes. Match the complexity to your team size.