Signal Without Identity
The studio that rewrites your event grammar so funnels, retention, and crash notes survive a consent reset.
Open the syllabusField notes · Bangkok desk
Measurementwithout thesurveillance tax.
Mindtracegrid trains product and data teams to read app behaviour while leaving identity on the table. No fake urgency. No vendor lock-in sermon. Just first-party signal you can defend.
Enter the programs
On the desk this season
Programs that change what you keep.
Event Schema Craft
Name events once. Stop renaming them every quarter. A taxonomy lab for apps that already ship too many verbs.
See on the listing
Consent-Aware Funnels
Build drop-off views that treat consent state as a dimension, not a footnote after the slide deck.
See on the listing
Why the desk exists
App analytics grew a habit of keeping people. We teach the opposite habit.
Most measurement stacks still ask for a durable ID “just in case legal warms up later.” That later rarely comes, and the warehouse fills with names you cannot justify under Thailand’s PDPA or a partner’s ATT prompt.
Mindtracegrid is a teaching studio, not a tracking vendor. We sit with product, data, and counsel in the same room and decide what an event is allowed to remember. The work is slower in week one. It is quieter in month six.
Read the methodWhat changes on the job
Four desks, one rule: if you cannot explain the identifier, delete it.
- Event grammar Replace “user_did_x” sprawl with object–action names that survive a consent flip and a new SDK version.
- Cohort honesty Build windows from first-party timestamps, not cookie life. Learn where a 7-day cohort actually dies.
- SDK hygiene Inventory every extra field your crash and analytics kits emit. Refuse the ones that re-identify.
- Legal-readable reports Ship weekly reviews that a counsel can sit through without asking where the names went.
Voices from the programs
Specific, not glowing.
“Signal Without Identity forced us to drop device_id from the checkout funnel. Conversion looked worse for two weeks. Then legal stopped blocking the dashboard. That trade is the whole point.”
The Event Schema Craft lab is dry on purpose. We left with 41 events instead of 190. Nobody clapped. The warehouse query time did.
★★★★☆Consent-Aware Funnels is exacting. I still wish week three compared a vendor funnel side by side — that gap is real — but the export we ship now is something I can stand behind.
Measurement Journal
Notes from the desk, not recaps of vendor blogs.
Why hashed device IDs still leak identity in Thai fintech apps
Hashing is not anonymisation when the input space is a phone shop IMEI list. A Bangkok case from last rainy season.
Designing an event taxonomy that survives a consent reset
What to version, what to freeze, and which properties should never come back after a user says no.
Bangkok desk
Bring the warehouse you are uneasy about.
Write the desk with a sketch of your current event list. We reply within two working days with whether a program, a seat, or a short audit is the honest next step. Pricing stays informational until you choose a seat.
Write the desk