Measurement field guideHow this service works as a complete business system.
The sections below establish the operating principles that govern the work in Singapore. They explain what is examined, what decisions follow and where responsibility remains with search engines, platforms, legal advisers or the business.
01How the evidence chain is mapped
The map follows a customer from campaign or referral through the landing page, consent state, form, call or booking, qualification process and recorded revenue. Advertising platforms, analytics, websites, call systems, customer records and payment systems use different identifiers and definitions. Every handoff is documented so missing data is treated as a known gap instead of being silently assigned to a channel.
02How conversions are defined and tested
A button click is not automatically a lead, and a submitted form is not automatically qualified demand. Events are named according to the business outcome they represent. Controlled test journeys confirm browser behaviour, server requests, notifications and downstream records. Duplicate events, blocked scripts, cross-domain journeys, time zones and consent choices are examined because they can change totals without changing real customer activity.
03How attribution models should be read
Last-click, first-click, position-based and data-driven approaches answer different questions and can assign different credit to the same journey. Platform models depend on the evidence available inside that platform. Offline conversations, cross-device behaviour and incomplete identifiers create uncertainty. Reports therefore show observed, modelled and unknown sources separately and explain which decision each view is suited to support.
04How reporting leads to action
Executive reporting connects spend, qualified demand, revenue evidence, data limitations and required decisions. Channel totals are reconciled against business records within stated tolerances. Changes in tracking configuration are recorded so trends are not misread. Privacy, consent, access and retention requirements are documented with appropriate legal review. The goal is better allocation decisions using source, campaign and revenue data the business can reconcile.