A workflow-first product measurement playbook

Measuring
Products.

Measure products from workflows, not dashboards.

Learn how to turn product questions and observable behaviour into events, metrics, dashboards and decisions your team can trust.

By Karol Chojnowski

Start where you are

Choose the problem you need to solve

Read the playbook in sequence or jump directly to the article that matches the work in front of you.

Reusable tools

Open the measurement review checklist

Complete playbook

Contents

Section 1

Think in measurement, not dashboards

Understand why product measurement should start with questions, behaviour, evidence and decisions rather than dashboards.

  1. Why this playbook exists 1
  2. What product measurement is for 2
  3. Products generate events, not metrics 3
  4. The Workflow–Event–Metric model 4

Section 2

Map what matters

Define workflows, boundaries, steps, exits and completion rules so the team knows what is worth observing.

  1. What is a workflow? 5
  2. Workflow, feature, or user journey? 6
  3. Workflow steps and user behaviour 7
  4. Entry points, exits, and completion 8
  5. Example: mapping a registration workflow 9

Section 3

Turn behaviour into metrics

Turn observable behaviour into events, populations, metrics, dimensions and signals that can support product decisions.

  1. Events as evidence 10
  2. What makes a good event? 11
  3. From events to metrics 12
  4. Metrics should answer questions 13
  5. Dimensions and segments 14
  6. Metric quality and confidence 15
  7. Example: request, compare and accept service quotes 16

Section 4

Design the measurement system

Connect questions, workflows, evidence and metrics through frameworks, specifications, metric structures and decision-led views.

  1. Designing a measurement framework 17
  2. Building a metric tree 18
  3. Writing instrumentation requirements 19
  4. Designing dashboards around decisions 20

Section 5

Operate the measurement system

Keep measurement useful, trustworthy, owned and maintained as products, teams and decisions change.

  1. Who owns measurement? 21
  2. A lightweight measurement operating model 22
  3. Assessing measurement maturity 23
  4. Understanding measurement debt 24

Section 6

Use the toolkit

Apply the approach with practical catalogues, specifications, naming guidance and a measurement review checklist.

  1. Workflow catalogue template 25
  2. Event catalogue template 26
  3. Metric catalogue template 27
  4. Instrumentation specification template 28
  5. Event naming convention examples 29
  6. Measurement review checklist 30

Reference

Definitions and influences

Glossary Use the playbook’s canonical definitions for workflows, events, metrics and measurement operations. Sources and further reading Explore the research, frameworks and practitioner material that informed the playbook.