The 8 Best Cohort Analysis Software in 2026

Cohort analysis turns retention into a decision. We tested 24 tools and ranked the 8 that fit SaaS and D2C at $1M–$100M ARR/GMV.

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

Skip to recommendation → Download evaluation checklist →

Right place if

✓ SaaS/D2C founder or growth lead
✓ You want retention curves + LTV cohorts
✓ You want it on Stripe or Shopify

Wrong place if

— Non-subscription, non-ecom
— Pre-revenue

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

Companies tracking cohort in spreadsheets

63% in 2024 → 34% in 2026

Fairview Buyer Survey 2026 · N=152

Median analyst hrs/wk on cohort

6 hrs in 2024 → 2 hrs in 2026

Fairview Buyer Survey 2026 · N=152

Companies w/ cohort live by acquisition channel

22% in 2024 → 54% in 2026

Fairview Buyer Survey 2026 · N=152

Tools w/ native Stripe + Shopify + Klaviyo under $200/mo

4 of 24

Fairview tool audit 2026 · N=24

Median annual cohort tool spend, $5M company

$3,400/year

Fairview 2026 contract audit · N=56

What changed in 2026

Market trends affecting your buying decision

Cohort by channel became standard

What changed: 7 of 8 cohort-fit tools split by acquisition channel.

Why it matters: Single curves hide source-specific retention.

CAC payback joined cohort views

What changed: 6 of 8 cohort-fit tools surface CAC payback per cohort.

Why it matters: Pure retention without payback misses unit economics.

Mobile cohort views emerged

What changed: 5 of 8 cohort-fit tools ship mobile.

Why it matters: Founders check on phone.

Per-account replaced per-seat

What changed: 4 of 24 tools dropped per-seat.

Why it matters: Teams avoid tax.

The 8 tools, ranked

Full list

Fairview

SaaS/D2C wanting cohort curves + LTV + CAC payback per channel

Score

9.3 / 10

User reviews

4.8 ★ G2 · 4.7 Capterra

Starting

$149/mo

Time-to-value

15 minutes

Why picked

+ Cohort curves + LTV + CAC payback live
+ Native Stripe + Shopify + Klaviyo + HubSpot
+ Per-channel breakdown
+ Per-account

Where it loses

− Less product-event cohort depth than Amplitude
− Newer brand

"Found a paid channel with 22% LTV variance."
— Head of Growth, B2B SaaS, $7M ARR · G2 review, May 2026

Verdict: The best cohort analysis software.

Book a demo

ChartMogul

SaaS subscription cohort

Score

8.6 / 10

User reviews

4.6 ★ G2

Starting

Free → $129/mo

Time-to-value

1 day

Why picked

+ Best SaaS cohort
+ Free tier
+ Native Stripe

Where it loses

− Subscription-only
− No CAC
− No D2C

Verdict: SaaS subscription pick.

Glew.io

D2C ecom cohort

Score

8.4 / 10

User reviews

4.5 ★ G2

Starting

$79/mo

Time-to-value

30 min

Why picked

+ D2C-native cohort
+ Native Shopify + Amazon
+ Affordable

Where it loses

− Ecom-only
− UI dated

Verdict: D2C cohort pick.

Amplitude

Product-led SaaS cohort

Score

8 / 10

User reviews

4.5 ★ G2

Starting

Free → $61/mo

Time-to-value

1 week

Why picked

+ Best behavioral cohort
+ Free tier
+ Mature platform

Where it loses

− Product analytics not revenue
− Event instrumentation
− No CAC

Verdict: PM cohort tool.

Lifetimely

Cheap Shopify LTV cohort

Score

7.6 / 10

User reviews

4.6 ★ Shopify

Starting

$49/mo

Time-to-value

1 day

Why picked

+ Cheap LTV
+ Shopify app
+ Strong cohorts

Where it loses

− Shopify-only
− LTV-led
− No SaaS

Verdict: Cheap Shopify pick.

Mixpanel

Cross-vertical event cohort

Score

7.4 / 10

User reviews

4.6 ★ G2

Starting

Free → $24/mo

Time-to-value

1 week

Why picked

+ Best funnel + cohort UX
+ Free tier
+ Generous

Where it loses

− Product analytics
− Event setup
− No CAC

Verdict: PM cohort tool.

Heap

Autocapture cohort

Score

7 / 10

User reviews

4.4 ★ G2

Starting

Free → $3,600/yr

Time-to-value

1 day

Why picked

+ Autocapture
+ Free tier
+ Strong retroactive cohort

Where it loses

− Product analytics
− Per-session pricing
− No CAC

Verdict: Autocapture pick.

Baremetrics

Solo founder simple cohort

Score

6.8 / 10

User reviews

4.5 ★ G2

Starting

$108/mo

Time-to-value

1 day

Why picked

+ Simple Stripe cohort
+ Public benchmarks
+ Cheap

Where it loses

− Lighter cohort than ChartMogul
− No CRM
− Subscription-only

Verdict: Simple Stripe cohort.

By use case

Best tool by buyer segment

Best SaaS + D2C comboFairview

Cohort + LTV + CAC payback at $149/mo.

Best SaaS subscriptionChartMogul

Free tier, clean Stripe cohort.

Best D2C ecomGlew.io

D2C-native cohorts.

Best PM behavioralAmplitude

Best behavioral depth.

Best cheap Shopify LTVLifetimely

$49/mo Shopify app.

Cost analysis

What companies typically spend

Stage	Monthly spend	Annual spend
Under $1M ARR/GMV	$0–$80	$0–$960
$1M–$5M	$80–$200	$960–$2,400
$5M–$25M	$150–$700	$1,800–$8,400
$25M–$100M	$500–$2,000	$6,000–$24,000
$100M+	$2,000–$6,000	$24,000–$72,000

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

Don't get fooled

5 mistakes operators make when choosing

Mistake #1 — Spreadsheet cohort

Stale fast.

Fix: Live tool.

Mistake #2 — No channel split

Misses source-specific retention.

Fix: Channel cohorts.

Mistake #3 — No CAC payback

Retention without unit economics = vanity.

Fix: Pair w/ CAC.

Mistake #4 — Amplitude as revenue tool

Product not revenue.

Fix: Pick revenue tool.

Mistake #5 — Per-seat at 6-person team

$50 × 6 = $3.6K/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 cohort analysis 2026?+

Fairview scored highest (9.3/10).

ChartMogul vs Fairview?+

ChartMogul SaaS subscription. Fairview adds CAC + D2C + Shopify.

Spend?+

Median $5M: $3,400/year.

Glew?+

D2C cohort.

Amplitude?+

Behavioral PM tool.

How long setup?+

Fairview 15 min. ChartMogul 1 day.

KPIs?+

Retention curve, LTV by cohort, CAC payback, churn rate.

Lifetimely?+

Cheap Shopify LTV.

Mixpanel vs Heap?+

Mixpanel funnels. Heap autocapture.

Outgrow?+

Fairview scales to $100M.