Cloudcacheline · Rayong

Event names outlive the people who typed them.

We teach analytics teams to treat schemas, consent flags, and retention clocks as owned work — not a backlog item for later. App analytics data governance is the craft; the warehouse is just where the mistakes accumulate.

Read the flagship path →

Quiet office interior with long tables and daylight, used as the Cloudcacheline studio reference
Week-three desk review, Rayong cohort — paper contracts before dashboards.

18teaching cohorts since 2020

11Thai product organisations we have sat with

7 wksflagship stewardship path

6 hrslive desk review each cohort week

Flagship

Modern office interior used for Cloudcacheline desk reviews

The Analytics Data Contract

A seven-week studio path for people who already ship events and are tired of unnamed properties, silent PII, and “temporary” tables that never expire. You leave with a contract template, an owner map, and a change-request ritual your warehouse team will actually honour.

Informational tuition: ฿48,500 per seat · teams of five from ฿186,000. No checkout on this site.

Course outline

How the desk works

We mark paper before we open Looker.

Most analytics training starts with charts. We start with who is allowed to invent a property name, and what happens when that name is wrong six months later.

01

Inventory, not ideology

You bring a real stream — even a messy one. We list events, owners, and downstream copies before we argue about taxonomy philosophy.

02

Contracts on the table

Each week a pair presents a one-page data contract. The room edits it out loud. Vanity metrics do not survive that exercise.

03

Evidence a counsel can read

Retention clocks, consent flags, and access notes are written so a legal reviewer in Thailand can follow them without a decoder ring.

From recent seats

What people actually used after class

The owner-map from week two replaced our Notion graveyard. We still argue about naming, but at least we know who is allowed to rename checkout_started.

Siriwan K., Head of Analytics, Bangkok commerce app — Analytics Data Contract, 2025

I came for PDPA retention windows and got more value from the consent-flag lab. The warehouse lineage module felt rushed for our stack, so we booked a Resident Desk day afterwards.

Anan, Chiang Mai

★★★★☆ · Verified cohort seat · August 2025 — “Useful, occasionally slow. The change-request ritual stuck; the sampling lecture did not.”

Longer notes and two case write-ups →

What we insist on

Four habits that keep event data governable

Names are a control surface

If anyone on the squad can invent user_email_raw, you do not have a taxonomy problem. You have an access problem dressed as analytics.

Consent must survive hops

A flag that dies at the first ETL step is decoration. We teach how to carry it into warehouse copies without inventing a second truth.

Retention is a clock, not a slogan

PDPA-aware windows only matter if someone can show when a table is due to die — including the “debug” extract on a laptop.

Owners beat wikis

A living owner map, reviewed monthly, beats a beautiful Confluence tree that nobody updates after the reorg.

Journal

Notes from the desk

All entries →
Small product team around a table

Operating model

Owner maps, not wiki gardens

Why we retired the “single source of truth” page and started assigning humans to event families.

Visit or write

The studio is in Rayong. The inbox is faster.

Tell us which stream is misbehaving. We reply within two working days and will not invent a checkout flow.

Open the desk