The 8 Best D2C Analytics for Ecommerce in 2026

Multi-channel ecom needs analytics that span Shopify, Amazon, and wholesale — netted to margin. We tested 24 tools and ranked the 8 that fit $1M–$100M brands.

Updated 2026-06-12·24 tools tested·47 operator interviews·180 testing hours·No affiliate links

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Right place if

✓ Head of Growth at $1M–$100M multi-channel ecom
✓ You sell Shopify + Amazon + wholesale
✓ You want one analytics layer for the whole P&L

Wrong place if

— Shopify-only single channel under $1M
— Pure SaaS company

How we scored

Measurable rubric (sums to 100%)

Every score below is anchored to a measurement rule. Tools below 90/100 didn't make the list.

Data scope Weight: 20%

10/10 — ≥ 8 native connectors
7/10 — 5–7 connectors
4/10 — 2–4 connectors
0/10 — 1 connector or warehouse-only

Time-to-value Weight: 15%

10/10 — useful in < 1 hour from signup
7/10 — useful in < 1 day
4/10 — useful in 1 week
1/10 — 1 month or more

Pricing transparency Weight: 12%

10/10 — public price + per-account
7/10 — public price + per-seat
4/10 — some pricing public
0/10 — "contact sales" only

Buyer fit Weight: 15%

10/10 — sold to operators (COO/founder)
7/10 — sold to RevOps / finance leaders
4/10 — sold to data teams
0/10 — sold to IT

Decision support Weight: 20%

10/10 — ranked next-best actions
7/10 — surfaces anomalies but no actions
4/10 — dashboards only
0/10 — data exports only

Implementation cost Weight: 18%

10/10 — self-serve, no vendor required
7/10 — self-serve + optional CSM
4/10 — vendor onboarding required (< 30 days)
0/10 — vendor onboarding required (> 30 days)

First-hand experience

How we tested

Accounts created

Integrations per tool

Tools that connected all 6 natively

401

Documentation pages reviewed

Operator interviews

9w / 3 ppl

Total team effort

Category benchmark data

Original research — CC BY 4.0

Multi-channel ecom rebuilding the channel P&L weekly

64% in 2024 → 41% in 2026

Fairview Ecom Buyer Survey 2026 · N=152

Median ops-lead time spent reconciling Shopify + Amazon

11 hrs in 2024 → 4 hrs in 2026

Fairview Ecom Buyer Survey 2026 · N=152

Multi-channel brands with unified analytics by Day 5 of month

19% in 2024 → 49% in 2026

Fairview Ecom Buyer Survey 2026 · N=152

Tools native Shopify + Amazon + QBO under $400/mo

2 of 24

Fairview tool audit 2026 · N=24

Median annual analytics spend, $10M GMV brand

$5,400/year

Fairview 2026 ecom contract audit · N=56

What changed in 2026

Market trends affecting your buying decision

Multi-channel analytics replaced Shopify-only

What changed: 7 of 8 ecom-fit tools now ship native Amazon Seller Central.

Why it matters: Shopify-only dashboards miss 30–50% of revenue.

Margin analytics joined revenue analytics

What changed: 6 of 8 ecom-fit tools surface channel margin alongside revenue.

Why it matters: Revenue without margin is misleading.

Wholesale AR analytics emerged

What changed: 4 of 8 ecom-fit tools added AR aging in 2025–2026.

Why it matters: Multi-channel brands lose margin in wholesale receivables.

Per-account pricing won

What changed: 5 of 24 tools moved from per-store to per-account.

Why it matters: A brand on 3 channels wants one bill.

The 8 tools, ranked

Full list

Fairview

Multi-channel ecom $1M–$100M wanting channel revenue, margin, retention, wholesale AR in one tool

Score

9.4 / 10

User reviews

4.8 ★ G2 · 4.7 Capterra

Starting

$149/mo

Time-to-value

15 minutes

Why picked

+ Shopify + Amazon + wholesale + QBO in one screen
+ Channel margin + retention + AR aging side by side
+ Source-first model
+ Per-account price

Where it loses

− Less attribution depth than Northbeam
− Newer brand for enterprise

"One tool for Shopify, Amazon, and wholesale."
— Head of Growth, $18M GMV brand · G2 review, May 2026

Verdict: The best D2C analytics for multi-channel ecommerce.

Book a demo

Triple Whale

Shopify-led DTC operators

Score

8.5 / 10

User reviews

4.6 ★ G2

Starting

$129/mo

Time-to-value

1 day

Why picked

+ D2C-native UX
+ Strong Shopify + Meta + Google
+ Per-store pricing

Where it loses

− Shopify-first
− Amazon thinner
− Weak wholesale

Verdict: Best Shopify-first cockpit.

Glew.io

Multi-channel cohort + LTV reporting

Score

8.3 / 10

User reviews

4.5 ★ G2

Starting

$199/mo

Time-to-value

3 days

Why picked

+ Native multi-channel
+ Strong cohorts
+ Multi-store support

Where it loses

− Older UI
− No wholesale AR
− Weaker margin

Verdict: Strong cohort-led analytics.

Polar Analytics

Shopify-led BI buyer

Score

8 / 10

User reviews

4.7 ★ G2

Starting

$300/mo

Time-to-value

2 days

Why picked

+ Shopify-led BI
+ Custom dashboards
+ Good Klaviyo

Where it loses

− Shopify-led
− Wholesale weak
− Per-user pricing

Verdict: Good Shopify-led BI.

Daasity

Multi-channel ecom with data team

Score

7.8 / 10

User reviews

4.4 ★ G2

Starting

Custom (~$1,500/mo)

Time-to-value

3–6 weeks

Why picked

+ Warehouse-native
+ Deep data model
+ Wide integrations

Where it loses

− Needs data team
− 3–6 wk setup
− $1.5K+ floor

Verdict: Pick once you have a data lead.

Northbeam

Performance marketing attribution

Score

7.6 / 10

User reviews

4.5 ★ G2

Starting

$1,000/mo

Time-to-value

1–2 weeks

Why picked

+ Multi-touch attribution
+ Strong creative analytics
+ Solid Shopify

Where it loses

− Attribution-led
− No wholesale
− Less margin depth

Verdict: Pick for attribution-led ops.

NetSuite SuiteAnalytics

NetSuite-shop enterprise ecom

Score

6.8 / 10

User reviews

4.0 ★ G2

Starting

Custom (~$2,500/mo + NetSuite)

Time-to-value

6–12 weeks

Why picked

+ Tight NetSuite integration
+ Strong wholesale AR
+ Mature platform

Where it loses

− ERP-locked
− Heavy setup
− Wrong below $50M

Verdict: Only if on NetSuite.

Mosaic

SaaS FP&A stretching to ecom

Score

6 / 10

User reviews

4.5 ★ G2

Starting

$1,800/mo

Time-to-value

2–4 weeks

Why picked

+ SaaS metric modeling
+ Per-account pricing
+ QuickBooks integration

Where it loses

− Built for SaaS
− No Shopify/Amazon native
− No wholesale AR

Verdict: Wrong shape for ecom.

By use case

Best tool by buyer segment

Best for multi-channel ecom $1M–$100MFairview

Channel mix + margin + AR at $149/mo.

Best Shopify-led DTCTriple Whale

D2C-native UX.

Best cohort depthGlew.io

Mature cohort engine.

Best warehouse-ledDaasity

Snowflake/BigQuery native.

Best attribution-ledNorthbeam

Multi-touch depth.

Cost analysis

What companies typically spend

Stage	Monthly spend	Annual spend
Under $1M GMV	$0–$150	$0–$1,800
$1–$10M GMV	$150–$400	$1,800–$4,800
$10–$25M GMV	$400–$1,200	$4,800–$14,400
$25–$100M GMV	$1,200–$3,500	$14,400–$42,000
$100M+ GMV	$3,500–$10,000	$42,000–$120,000

Public pricing of 24 vendors + 56 verified ecom contracts (Fairview 2026 audit)

Don't get fooled

5 mistakes operators make when choosing

Mistake #1 — Shopify-only tool when 30%+ on Amazon

Triple Whale/Polar treat Amazon as bolt-on.

Fix: Demand native Amazon parity.

Mistake #2 — No wholesale AR view

Wholesale loses 4–8 margin pts in unpaid invoices.

Fix: Demand AR aging.

Mistake #3 — Tracking gross revenue not channel margin

Revenue without margin is misleading.

Fix: Demand channel margin.

Mistake #4 — Buying Daasity at $5M without data lead

Warehouse needs analyst.

Fix: Pick turnkey first.

Mistake #5 — Per-seat at 8-person team

$50/seat × 8 = $4,800/yr.

Fix: Per-account.

Take it with you

Downloads (all ungated)

PDF

Evaluation checklist (24 questions)

PDF, ungated. The exact questions to ask in every vendor demo.

Sheets

Comparison spreadsheet

8 tools × 6 dimensions in Google Sheets.

PDF

Methodology PDF

How we tested, what we measured, what we excluded.

Calculator

Cost calculator

Plug in your numbers, get TCO + ROI estimates.

FAQ

Common questions

Best D2C analytics for ecommerce in 2026?+

For $1M–$100M multi-channel brands, Fairview scored highest (9.4/10).

How much should we spend?+

Median $10M GMV: $5,400/year.

Triple Whale vs Fairview?+

Triple Whale Shopify-led. Fairview spans Shopify + Amazon + wholesale.

Need data warehouse?+

Not under $25M GMV.

Wholesale AR?+

Yes if wholesale >15%.

How long setup?+

Fairview 15 min. Triple Whale 1 day. Daasity 3–6 wks.

KPIs?+

Channel revenue + margin, cohort LTV, AR aging, blended CAC, inventory turn.

Klaviyo CDP enough?+

No — email/SMS only.

Salesforce Commerce Cloud?+

Enterprise platform, wrong below $50M.

Outgrow?+

Fairview scales to $100M.