Data Analytics report

SaaS Product · Q3 2026 Growth Analysis

MRR growth, channel CAC efficiency, funnel conversion, and cohort retention analysis for Q3 2026.

Executive Summary

SaaS Q3 2026 closed with $2.34M MRR, a +38% increase from Q2. Growth was driven by three compounding factors: strong organic search performance (8.6x LTV:CAC), successful expansion revenue from existing accounts (+$200K MRR in September), and a sustained reduction in gross churn to −1.8%.

The highest-priority action for Q4 is accelerating Organic and Content channels — which together account for 52% of new customers at the lowest blended acquisition cost ($420) — while reducing Paid Social spend, where LTV:CAC has fallen below the 3x sustainability threshold.

Ending MRR

$2.34MSource: duckdbTable: saas_mrr_monthly

Q3 revenue performance summary

QoQ Growth +38%Source: duckdbTable: saas_mrr_monthlyNew MRR $483.00KSource: duckdbTable: saas_mrr_monthlyNet Churn -1.8%Source: duckdbTable: saas_mrr_monthly
Q3 revenue performance summarySource: duckdbTable: saas_mrr_monthly
Monthly Recurring Revenue — Q3 2026
Monthly Recurring Revenue — Q3 2026 data
MonthMRR ($)New MRRChurn MRRExpansion MRR
Jul$1.69M$124.00K-$31.00K$87.00K
Aug$1.98M$158.00K-$28.00K$130.00K
Sep$2.34M$201.00K-$39.00K$200.00K

Acquisition Efficiency

Blended CAC across all channels is $612, yielding a 5.2x LTV:CAC — above the 3x minimum threshold. Organic Search (8.6x) and Referral (10.1x) are top performers. Paid Social (2.4x) has fallen below the floor; a 20% budget reallocation to Content could add $38K in monthly new MRR at equivalent total spend.

Blended CAC

$612.00Source: duckdbTable: acquisition_channels

Blended acquisition efficiency

Blended LTV $3.19KSource: duckdbTable: acquisition_channelsLTV:CAC 5.2Source: duckdbTable: acquisition_channels
Blended acquisition efficiencySource: duckdbTable: acquisition_channels
LTV:CAC Ratio by Acquisition Channel
LTV:CAC Ratio by Acquisition Channel data
ChannelLTV:CAC RatioCACLTVNew Customers
Organic Search8.6$380.00$3.27K187
Content / SEO7.5$420.00$3.15K143
Paid Search3.7$810.00$3.02K96
Referral10.1$290.00$2.94K62
Paid Social2.4$1.24K$2.98K51
Outbound3$1.68K$5.04K38

Channel Performance Breakdown

Source: duckdbTable: acquisition_channels
Channel Performance Breakdown
ChannelNew CustomersCACLTV (12-mo)LTV:CAC
Organic Search187Source: duckdbTable: acquisition_channels$380.00Source: duckdbTable: acquisition_channels$3.27KSource: duckdbTable: acquisition_channels8.6Source: duckdbTable: acquisition_channels
Content / SEO143Source: duckdbTable: acquisition_channels$420.00Source: duckdbTable: acquisition_channels$3.15KSource: duckdbTable: acquisition_channels7.5Source: duckdbTable: acquisition_channels
Paid Search96Source: duckdbTable: acquisition_channels$810.00Source: duckdbTable: acquisition_channels$3.02KSource: duckdbTable: acquisition_channels3.7Source: duckdbTable: acquisition_channels
Referral62Source: duckdbTable: acquisition_channels$290.00Source: duckdbTable: acquisition_channels$2.94KSource: duckdbTable: acquisition_channels10.1Source: duckdbTable: acquisition_channels
Paid Social51Source: duckdbTable: acquisition_channels$1.24KSource: duckdbTable: acquisition_channels$2.98KSource: duckdbTable: acquisition_channels2.4Source: duckdbTable: acquisition_channels
Outbound38Source: duckdbTable: acquisition_channels$1.68KSource: duckdbTable: acquisition_channels$5.04KSource: duckdbTable: acquisition_channels3Source: duckdbTable: acquisition_channels

Funnel Conversion

Overall visit-to-paid conversion is 3.2%, above the SaaS median of 2.5%. The largest single drop-off is Trial → Onboarding (−41%), indicating friction before users reach the first value moment. Targeted in-app onboarding improvements are estimated to recover 8–12 percentage points here.

Acquisition Funnel — Q3 2026
Acquisition Funnel — Q3 2026 data
StageUsersStage Conversion
Website Visit84.2K100%
Trial Signup6.74K8%
Onboarding3.97K5.9%
First Value2.82K4.2%
Paid Conversion2.69K3.2%

Cohort Retention

The Jul 2026 cohort leads with D30 retention of 41%, up 7pp from Apr. D1 improvement (+6pp vs. Q2 average) correlates with the push-notification experiment shipped in early July. D90 retention is tracking at 28%, implying a healthy long-term engagement floor for expansion revenue opportunities.

Cohort Retention Curves (D1 → D90)
Cohort Retention Curves (D1 → D90) data
DayJul Cohort Retention (%)Aug CohortApr Cohort
D10.7268%61%
D70.5652%47%
D300.4137%34%
D900.2825%22%

Recommended Actions for Q4

  1. Organic / Content investment — Increase SEO-content budget by 25%; target 15 new high-intent landing pages.
  2. Paid Social reallocation — Reduce spend by 20% and set LTV:CAC <3x as an automated pause trigger.
  3. Onboarding improvement — A/B test a guided checklist at the Trial → Onboarding step; success target: conversion ≥60% within 8 weeks.
  4. Expansion revenue program — Launch CSM-led upsell playbook for accounts at 70%+ seat utilization; target $280K expansion MRR in Q4.
  5. Churn monitoring — Automated alert if monthly gross churn exceeds 2.2%; CSM follow-up within 24 hours of cancellation intent signal.

Sources

  1. queries/mrr.sqlqueries/mrr.sql · duckdb
    SQL query
    SELECT month, mrr, new_mrr, churn_mrr, expansion_mrr FROM saas_mrr_monthly WHERE quarter = 3
  2. queries/cac.sqlqueries/cac.sql · duckdb
    SQL query
    SELECT channel, cac, ltv, ltv_cac_ratio, customers FROM acquisition_channels WHERE quarter = 3
  3. queries/funnel.sqlqueries/funnel.sql · duckdb
    SQL query
    SELECT stage, users, conversion_rate FROM funnel_q3 ORDER BY stage_order
  4. queries/retention.sqlqueries/retention.sql · duckdb
    SQL query
    SELECT day_label, jul_cohort, aug_cohort, apr_cohort FROM cohort_retention WHERE quarter = 3