Why it matters
Useful reports answer a customer decision. They need consistent definitions, a clear time period and permission-aware access to the underlying data.
A report helps a customer understand the value and activity inside their account. It must be trustworthy, explain its time range and account for late or corrected data.
Decisions to make
- Choose the customer questions each report answers.
- Define metrics and timezones in plain language.
- Decide which roles can view or export account-wide results.
- Choose the source of truth and refresh cadence for each metric.
- Define who can see organization-wide versus personal reports.
Build checklist
- Write metric definitions next to the query or aggregation.
- Test late events, deleted records and partial periods.
- Show the data freshness and scope alongside each report.
- Show time range, timezone and last updated time on each report.
- Test metric definitions against known raw records.
Common mistakes
- Adding attractive charts before agreeing on what each number means.
- Using a dashboard number without a documented definition.
- Counting an event twice when a job or webhook retries.
Tools & references
4 starting points to compare or study. Check fit, maintenance, terms and current capabilities before choosing one.
