A dark analytics dashboard with layered charts and filters
Instrumentation review, week three — Product Signal Atelier
Mattingley · Established teaching desk

Quiet numbers. Loud products.

App Analytics, taught as a craft rather than a tour of buttons: what to fire, what to ignore, and how to sit with a cohort until it stops flattering you.


Enter the curriculum

A house position

Most dashboards are theatre. We teach the wiring.

Service Packetcore works with product people who already have a stack — Mixpanel, Amplitude, GA4, a warehouse, or a patchwork of all four — and still cannot answer a straight question about activation. The gap is rarely a missing widget. It is an event dictionary that drifted, a funnel that mixes intent with accident, and a weekly ritual of screenshots nobody trusts.

We teach from a studio in Hampshire, not a campus. Cohorts stay small. Assignments use your own app when you have one; when you do not, we lend a fictional mobility product with messy logs, duplicate user ids, and a marketing team that renamed “sign_up” twice last quarter. That is the real climate of App Analytics.

Quiet studio interior with timber, stone, and long tables
61programmes delivered since 2019
4.3mean score across 73 written reviews
19 daysmedian time to a trusted weekly readout
2,847events recatalogued with students
From the room

Voices after the homework

I arrived certain our Mixpanel project was “basically fine.” Helena made us print the event list and strike anything we could not define in one sentence. We lost forty-one events. Activation finally moved because we stopped counting a settings tap as intent.

Priya N. · Product lead, Bristol — Product Signal Atelier

★★★★☆

The Mobile Funnel Clinic is dense. I wanted more iOS-specific labs than we got. Still, the ATT walkthrough saved a quarter of paid spend we were attributing to a ghost campaign.

Client in grocery delivery · Manchester

Read the longer notes →

How study proceeds

Four habits we insist on

01

Name before you chart

Every programme starts with a dictionary. If an event cannot be explained to a new engineer on day one, it does not belong in a north-star funnel.

02

Cohorts over snapshots

A pretty week is not a story. We train people to hold a cohort for thirteen weeks and to write down what would falsify their reading.

03

Critique in public

Work is shown to the room. The flattering interpretation is usually the first one we retire. This is uncomfortable; it is also why the work lasts.

04

UK privacy as a constraint, not a footnote

Consent, PECR, and store-level tracking changes are part of the craft. We do not teach a 2018 playbook and then whisper “check with legal.”

Enrolment

Bring the messy project. Leave with a dictionary you can defend.

Fees are published without theatre. If the atelier is the wrong scale, write to us and we will say so.

Write to the studio