Decision brief
Name the audience, decisions, time horizon and questions before selecting charts or filters.
Marketing reporting implementation
Start with the question the team needs to answer. Then agree on metrics and sources, validate them, and design a reporting view people can maintain without confusing unlike numbers.
A useful report starts by resolving definitions, not by adding another chart.
The dashboard contains only metrics supported by the available sources and a stated decision.
Name the audience, decisions, time horizon and questions before selecting charts or filters.
Map direct connectors where appropriate; define KPI formulas, attribution and reporting grain, and flag what needs a warehouse or preprocessing layer.
Build a clear hierarchy of overview, diagnostic views and useful channel or segment filters rather than a dense collection of widgets.
Specify source credentials, editor and viewer access, refresh expectations, ownership and a review path when definitions change.
A metric dictionary records what a number means and where it came from.
State the numerator, denominator, exclusions and currency where relevant.
Identify the system of record, date, campaign or customer level and any join assumptions.
Name who maintains the source, permissions and an acceptable update expectation.
A Looker Studio chart is accepted only after its filters and underlying numbers can be explained.
Agree on the users, decisions, core KPI list and available source permissions.
Create the metric dictionary and resolve or flag source conflicts before layout work.
Implement the views and test selected metrics, filters, access and refresh behavior.
Hand over ownership, definitions, data dependencies and a procedure for changing the report.
Decisions, intended users, source map and prioritized views.
A scoped dashboard with clear hierarchy, filters and permissions in a client-owned workspace.
Definitions, sample reconciliations, known differences and source limitations.
Ownership, credential and refresh notes, plus instructions for maintaining or extending the view.
The underlying measurement must be sufficiently defined to support useful reporting.
Looker Studio cannot fix missing GA4 events, reconcile incompatible business definitions by itself or replace a warehouse and data model. New tracking, custom pipelines, broad infrastructure and continuous reporting operations are separate scopes.
Your team can update the report against the metric dictionary. If source quality or data integration prevents a valid answer, diagnose or repair that layer before expanding the dashboard.
Only those that answer the agreed decision for that audience. Supporting diagnostics can sit in a second view, with definitions available alongside the report.
Some sources have direct or partner connectors; others need a prepared table or warehouse. We assess permissions, grain and reliability before choosing an approach.
Sources may use different attribution, timing, counting and business definitions. The report labels the difference rather than silently treating unlike totals as identical.
It depends on the connector, source and freshness settings. We document the supported behavior and ownership instead of promising a universal real-time view.
No. Missing events or wrong parameters need a GA4 audit or implementation change before a report can be trusted.
We configure agreed access in a client-owned workspace and hand over the metric dictionary, source dependencies and change procedure.
Start with the decision
Share the decision, current sources and the number the team cannot reconcile. We can scope the metric definitions and a useful Looker Studio view.