You chose RudderStack for the right reasons: open-source, warehouse-first, no vendor lock-in on your event data. That still holds. ChurnLoop is the intelligence layer that sits on top — reading those events, writing the briefings, and running the lifecycle work you don't have time to do yourself.
Honest comparison
Open-source, warehouse-first event routing was a smart choice. The pipeline works. What's missing is everything that comes after the data lands — the reading, the deciding, the acting.
Your events are in BigQuery. Now what? Someone still has to write the SQL, spot the cohort, draft the email, and hit send. That someone is you, after a long day of shipping.
RudderStack routes and warehouses. It doesn't notice when a power user goes cold, draft a win-back, or file a morning briefing about what changed overnight.
Even with a perfect data warehouse, the gap between "I see a trend" and "a message was sent" is still 3 tools, 2 engineers, and a project ticket.
BigQuery can't tell you "Maria is at risk." It can only confirm it if you already knew to look. ChurnLoop proactively surfaces the things worth your attention.
How they fit together
ChurnLoop doesn't replace your warehouse or your pipeline. It's an additional destination that reads the same events and adds the layer RudderStack was never designed to provide: lifecycle judgment.
Your warehouse keeps receiving events from RudderStack as before. Your existing destinations (Mixpanel, Customer.io, etc.) keep working. ChurnLoop is additive — it reads the same stream and adds the lifecycle layer those tools never provided.
Feature by feature
This table is honest: RudderStack wins on infrastructure control and routing breadth. ChurnLoop wins on everything that requires reading, thinking, and acting on user behavior.
Migration
ChurnLoop accepts the same wire format as RudderStack's HTTP API destination. Add it as a new destination in your RudderStack workspace — existing sources and destinations are completely unaffected.
In your RudderStack workspace, add a new HTTP destination. Paste your ChurnLoop ingest URL and write key. Every source you connect to this destination starts flowing to ChurnLoop immediately.
Your warehouse destinations (BigQuery, Postgres, Redshift) keep receiving events. ChurnLoop receives a copy of the same stream in parallel. No data is rerouted or lost.
ChurnLoop spends 24 hours learning from your event stream — building user reflections, calibrating playbook thresholds. Next morning: your first briefing. Trends, drafts, cohort changes.
// Existing RudderStack calls — nothing changes here
rudderanalytics.track('trial_activation', {
plan: 'trial',
feature: 'widget.installed',
})
// In RudderStack workspace, add an HTTP destination:
// Endpoint → https://ingest.churnloop.com/v1/compat/segment
// Auth → Bearer <your-churnloop-api-key>
//
// Your warehouse (BigQuery, Postgres) keeps receiving events as-is.
// ChurnLoop receives a parallel copy of the same stream.ChurnLoop uses the same wire format as Segment's HTTP API, so any RudderStack source that supports an HTTP destination (web, server, mobile) works out of the box. No custom transformations needed.
Privacy & data control
The reason people pick RudderStack over Segment is usually data sovereignty and privacy. ChurnLoop is designed with the same instincts: your event stream never trains the underlying models, PII stays in your region, and you can export everything at any time.
Your events, user profiles, and sent messages are never used to train or fine-tune the underlying models. Bring-your-own-key for completions on Scale plans.
Subject access and deletion requests are processed in one click. ChurnLoop cascades erasure across all stored events, reflections, and dispatches for the user.
Subject access and deletion requests are processed in one click. ChurnLoop cascades erasure across all stored reflections, events, and dispatches for the user.
On Scale plans, a continuous Postgres mirror gives you a live copy of everything ChurnLoop holds. S3 export also available. No lock-in.
For every message, pause, campaign enrollment, or playbook fire: the events seen, the reasoning followed, the approval or auto-run decision. Rewindable.
A master pause in the topbar halts every playbook, campaign, and autopilot run immediately. Your audit trail stays intact. Resume when you're ready.
Pricing
One price by event volume. Every plan includes every surface, every model call, every lifecycle feature — and every seat. 14-day free trial, cancel anytime.
Growing SaaS with a churn problem worth solving.
300,000 events/month
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