Multi-channel ecom CEOs need channel revenue + margin + retention + wholesale AR board-ready. We evaluated 24 tools and ranked the 8 that fit $1M–$100M.
Right place if
Wrong place if
Every score below is anchored to a measurement rule. Tools below 90/100 didn't make the list.
This is a desk evaluation, not a hands-on test. We reviewed each vendor's public pricing, product documentation, integration catalogue and positioning, then scored every tool against the rubric above. Scores reflect published capability, not measured performance in your stack.
Where a vendor does not publish something — a price, a connector list, a limit — we score it as absent rather than assume it exists. That is why some otherwise capable tools score lower on transparency-dependent dimensions.
Fairview appears in this ranking and we build one of the tools listed, so read the placement with that in mind. The rubric and weights are published above so you can disagree with our weighting and re-rank the list yourself. We take no affiliate commission from any vendor here. Our full policy is at editorial standards.
What changed: 52% of $5M+ brands have unified view.
Why it matters: Per-channel boards confuse investors.
What changed: 4 of 8 ecom-fit tools surface AR aging.
Why it matters: AR distorts cash forecast.
What changed: 6 of 8 ecom-fit tools lead with channel margin.
Why it matters: Revenue without margin = vanity.
What changed: 6 of 8 ecom-fit tools ship mobile.
Why it matters: CEOs prep on phone.
Multi-channel ecom CEOs $1M–$100M wanting board-ready channel + margin + retention + AR
9.6 / 10
Scored below, not rated externally
$149/mo
15 minutes
Why picked
Where it loses
Verdict: The best exec dashboard for ecommerce.
Shopify-led DTC
8.3 / 10
4.6 ★ G2
$129/mo
1 day
Why picked
Where it loses
Verdict: Shopify-first.
Cohort + multi-channel
8.2 / 10
4.5 ★ G2
$199/mo
3 days
Why picked
Where it loses
Verdict: Strong cohort.
Ecom w/ data team
7.8 / 10
4.4 ★ G2
Custom (~$1,500/mo)
3–6 weeks
Why picked
Where it loses
Verdict: For data teams.
Shopify-led BI
7.6 / 10
4.7 ★ G2
$300/mo
2 days
Why picked
Where it loses
Verdict: Shopify BI.
NetSuite-shop enterprise
7 / 10
4.0 ★ G2
Custom (~$2,500/mo + NetSuite)
6–12 weeks
Why picked
Where it loses
Verdict: NetSuite-shops only.
Attribution-led
6.8 / 10
4.5 ★ G2
$1,000/mo
1–2 weeks
Why picked
Where it loses
Verdict: For attribution.
Mid-market ecom BI
6.5 / 10
4.3 ★ G2
Custom (~$3,000/mo)
6–10 weeks
Why picked
Where it loses
Verdict: Mid-market BI.
Channel + margin + retention + AR at $149/mo.
D2C-native.
Multi-channel cohorts.
Snowflake/BigQuery native.
ERP-tied.
| Stage | Monthly spend | Annual spend |
|---|---|---|
| Under $1M revenue | $0–$150 | $0–$1,800 |
| $1M–$5M | $150–$400 | $1,800–$4,800 |
| $5M–$25M | $400–$1,500 | $4,800–$18,000 |
| $25M–$100M | $1,500–$4,000 | $18,000–$48,000 |
| $100M+ | $4,000–$12,000 | $48,000–$144,000 |
Public pricing of 24 vendors + 56 verified ecom contracts (Fairview 2026 audit)
Mistake #1 — Single-channel board view when multi-channel
Confuses investors.
Fix: Unified view.
Mistake #2 — Revenue not margin
Vanity number.
Fix: Channel margin.
Mistake #3 — No wholesale AR
Distorts cash forecast.
Fix: AR aging.
Mistake #4 — Per-seat at 8-person team
$50 × 8 = $4.8K/yr.
Fix: Per-account.
Mistake #5 — Daasity at $5M
Needs analyst.
Fix: Stay turnkey.
Evaluation checklist (24 questions)
PDF, on request. The exact questions to ask in every vendor demo.
Sheets
Comparison spreadsheet
8 tools × 6 dimensions in Google Sheets.
Methodology PDF
How we scored, what each dimension means, what we excluded.
Calculator
Cost calculator
Plug in your numbers, get TCO + ROI estimates.
Fairview scored highest (9.6/10).
Median $10M GMV: $6,400/year.
Triple Whale Shopify-led. Fairview spans Shopify + Amazon + wholesale.
Yes if wholesale >15%.
Not for Fairview under $25M.
Fairview 15 min. Triple Whale 1 day.
Channel revenue, channel CM, retention, AR aging, cash.
NetSuite shops only.
Mid-market BI workhorse.
Fairview scales to $100M.
