Signal Trail Workshop
Our flagship Push Notification Analytics path for teams who need trustworthy delivery, engagement, and retention reads.
What you practice
Modules that follow a live campaign
Receipt reality
Parse APNs and FCM receipts, classify soft vs hard failures, and build a delivery health score that refuses vanity.
Open integrity
Separate human opens from previews, bots, and duplicate events using platform quirks as evidence.
Quiet-hour geometry
Overlay Bangkok commute and sleep curves onto send calendars, then measure complaint elasticity.
Cohort trails
Track re-entry after first push, not just day-zero spikes, with retention windows your CRM can own.
Permission decay
Model how OS prompts and in-app soft asks erode reachable audiences over time.
Stakeholder narrative
Package uncertainty and trade-offs so leadership can decide without demanding false precision.
Outcomes
Learning outcomes
- Diagnose why a “successful send” never reached a lock screen
- Design an analytics dictionary shared by product, CRM, and data
- Run a weekly trail review that surfaces silent token loss
- Explain Push Notification Analytics limits without losing trust
Anya Ratchada
Anya teaches from production incident notes collected across Bangkok product teams — including campaigns that looked healthy until token churn erased the audience overnight.
Learner notes
The open-integrity lab forced us to rebuild our dashboard filters. We still argue about bot thresholds, but at least the argument has evidence now.
Kenji O. · growth engineer
Clear on delivery health. The stakeholder narrative module felt brief if your execs prefer dense decks.
Platform review · verified learner
FAQ
Do I need a data warehouse already?
No. We start with CSV and console exports. Warehouse connectors help later but are not required for the labs.
Is this only for Thailand audiences?
Examples lean on Thailand timing and bilingual copy tests, yet the measurement methods transfer to any locale with strong mobile usage.
What is a real limitation of this course?
We do not teach vendor-specific campaign builders end to end. If your stack’s UI changes monthly, you will still need your vendor’s docs for click-paths; we focus on the analytics spine underneath.
Can finance buy seats here?
Pricing is informational only. Contact us to arrange invoices — there is no payment checkout on Bundletrailhub.