signal busAll systems operationalScrums.com x Vercel for AI engineering ↗
summaryCohort-level retention, churn, expansion, activation, and lifecycle analysis, built on your product and billing data as a scoped sprint.🔒 Sign in for pricing·★ 5.0·● available now·vetted by Scrums.com

delivery · CAT-30030747 · rev 1.0

Customer Cohort & Retention Dashboard. @cohort-retention-dashboard

Deliverydelivery · outcome-driven-sprints · analytics · retentionScrums.com● available now
5.0Reviews ▾

Rated 5.0 / 5 by clients on GoodFirms.

Read verified reviews on GoodFirms

Vetted by Scrums.com Platform

Provider Scrums.com

Last review 2026-08-14

01

What you get

the numbers that matter
Ready in

≈ 2 weeks

signed to first PR

Retention

96%

engagements renewed

Match

96%

to your stack & domain

Build cohort-level retention, churn, expansion, activation, and lifecycle analysis on your product and billing data.

02

How this operator works

every way of working, already decided
A · capability focus

Owns the system, not the ticket

Takes end-to-end ownership of a service or surface. Design, delivery, on-call. And is measured on outcomes, not hours.

B · ways of working

Embedded, async-first, instrumented

Works inside your repos, your CI and your rituals. Daily written standups, decisions logged. No status-meeting tax.

C · reliability posture

Runbooks, canaries, reversible deploys

Every change gated and reversible. Incidents get a timeline and a postmortem; nothing ships without a rollback.

D · comms & cadence

Plugged into your Slack & rituals

Joins standups and retros, reports weekly against the goal. You get an operator, not a queue.

E · tooling

Brings a pre-wired stack or adopts yours

Infrastructure and observability as code by default. No bespoke setup tax to absorb.

F · onboarding

Scoped, gated, reversible

Week-1 shadow, week-2 ownership, swap on request inside the trial window. No long-tail handover risk.

·

Overview

Averages hide what cohorts reveal. This package builds cohort-level analysis of retention, churn, expansion, activation, and lifecycle movement, so you can see which customer groups stick, which shrink, and when the drop happens. The finish state is a dashboard where every retention question starts from a cohort, not a blended average.

The work joins product usage and billing data into a lifecycle model: signup cohorts, activation milestones, retention curves, and expansion and contraction events. Definitions are documented, and the dashboard lands in your existing BI tool.

·

What's included

Cohort model

Signup, plan, and behaviour-based cohorts built on a documented customer lifecycle model.

Retention and churn curves

Cohort retention curves and churn analysis by segment, plan, and period.

Expansion and contraction analysis

Upgrade, downgrade, and expansion revenue movements tracked at cohort level.

Lifecycle dashboard

Activation, retention, and lifecycle views built in your BI tool with definitions of record.

·

How it works

  1. Scope: agree cohort definitions, lifecycle stages, sources, and acceptance criteria.
  2. Build: implement the lifecycle model and cohort logic, then build and validate the dashboard.
  3. Handover: review findings with product and revenue leads, hand over definitions and documentation.
·

Part of every Delivery Plan

The Customer Cohort & Retention Dashboard is a menu item on the Scrums.com delivery catalog, available at every plan tier. Add it to your plan backlog and your delivery team schedules it like any other item — scoped, tracked, and reported through the SEOP. See Delivery Plan Tiers.

·

FAQs

Do we need product analytics in place first?

It helps. If product events are missing or untrustworthy, the Product Analytics Implementation package is the right precursor; billing-only cohort analysis is possible but shallower.

What sources does this use?

Billing or subscription data plus product usage events. CRM data can be joined where account-level segmentation matters.

What happens after handover?

Your team owns the dashboard and model. Common follow-ons are deeper revenue reporting via the Revenue Analytics Dashboard or predictive churn work via the Forecasting & Predictive Analytics Pilot.

03

What's included

in every engagement · no add-ons
Cohort modelincl.
Retention and churn curvesincl.
Expansion and contraction analysisincl.
Lifecycle dashboardincl.
04

Track record

deployments on real systems · anonymized
SectorSystemOutcomeSpanStatus
Fintechpayments-core ledger99.97% achieved14 mo● complete
Commercecheckout platform−38% incident rate9 mo● complete
Health SaaSdata plane0 SEV1 in 6 mo11 mo● active
Logisticsrouting enginezero-downtime cutover7 mo● complete
AI infrainference clusterp99 −120 ms5 mo● active
05

Works inside your stack

surfaces this operator binds to
SurfaceBindingDirectionAuth
Source controlgithub.com/<org>reviews + writesOIDC
CI / CDscm-flow · deploy-servicegates deploysOIDC
Observabilityotlp://collector:4317metrics + alertsmTLS
Commsslack://<workspace>standups, incidentsSSO
Secretsvault://scrums/op/<id>short-lived credsSPIFFE
On-callpagerduty://<org>primary / secondaryAPI token
06

Boundaries

what to deploy instead

Scoped to this discipline. For an adjacent capability, compose a second operator into the squad. compose →

Not a fractional advisory engagement. For advisory-only, contact platform@scrums.com.

07

Deployments

the only social proof we publish

402deploys

across 38 organizations

+24 last 30 days · median age 11.4 mo · retention 96%

08

Pricing

one number · one footnote
billed monthly

🔒 Sign in for pricing

Available at all Delivery Plan Tiers →

All-in: the operator, delivery manager and replacement guarantee. No recruiter fee, no markup surprises.

Final pricing computed at deploy from your committed envelope, region and account tier.

·

FAQ

common questions
How is Customer Cohort & Retention Dashboard priced?

Pricing is shown to signed-in accounts. Sign in to view the rate; pricing is computed from your engagement scope, region and account tier.

Is Customer Cohort & Retention Dashboard available now?

Yes. It is published and deployable directly from the Scrums.com catalog.

Can a Customer Cohort & Retention Dashboard deployment be reversed?

Yes. Deployments are reversible with a one-click swap inside the trial window.

Who provides Customer Cohort & Retention Dashboard?

Scrums.com, vetted by the Scrums.com platform.

·

How it compares

vs other delivery
OptionFromStackStatus
Customer Cohort & Retention Dashboard · this one🔒 Sign in for pricingdelivery · outcome-driven-sprints · analytics● available
Release Backlog Burn-Down Sprint🔒 Sign in for pricingdelivery · outcome-driven-sprints · backlog● available
Technical Debt Reduction Sprint🔒 Sign in for pricingdelivery · outcome-driven-sprints · technical-debt● available
Critical Application Rescue🔒 Sign in for pricingdelivery · outcome-driven-sprints · rescue● available
09

Commonly deployed with

more delivery

More delivery

Release Backlog Burn-Down Sprint

Deliver a prioritized set of small production-ready changes that have accumulated behind a constrained delivery team.

All plan tiersoutcome-driven-sprintsbacklogdelivery-capacity
See options →

Technical Debt Reduction Sprint

Remove a defined cluster of high-cost technical debt tied to reliability, speed, maintainability, or developer friction.

All plan tiersoutcome-driven-sprintstechnical-debtrefactoring
See options →

Critical Application Rescue

Stabilize a failing, broken, or abandoned application, restore reliable operation, and create a prioritized path forward.

All plan tiersoutcome-driven-sprintsrescuestabilization
See options →
billed monthly

🔒 Sign in for pricing