Test the Boundaries Safely

Every analytics platform has limits. Understanding them helps you plan for production council reporting.

Safe to explore: These challenges won't break anything. You can always try again with different inputs.

Challenges completed: 0 of 3

Boundary challenges

Empty Dataset

Safe to try This experiment won't break anything. You can always reset.

3 minutes

What you'll learn:

Dashboards handle empty or missing data gracefully

The Challenge

Apply filters that result in zero matching records

Try this:

Filter to a date range with no data (e.g., future dates)

Expected Behavior

Charts show 'No data' message; KPIs display zero or dash

Business Implication

Users understand when no data exists vs. when there's an error

How to recover
Clear filters to restore data. Check filter combinations.

Large Date Range

Safe to try This experiment won't break anything. You can always reset.

4 minutes

What you'll learn:

Performance with very large datasets depends on SPICE capacity

The Challenge

Select the maximum available date range (e.g., 5 years)

Try this:

Set date filter to 'All Time' or the earliest available date

Expected Behavior

Charts may take longer to render; consider aggregation

Business Implication

Large queries may require scheduled reports instead of interactive exploration

How to recover
Reduce date range or apply additional filters to limit data volume.

Complex Calculations

Safe to try This experiment won't break anything. You can always reset.

5 minutes

What you'll learn:

Some calculations are expensive and may slow dashboard performance

The Challenge

Create a calculation with multiple nested functions

Try this:

Try: ifelse(datediff(today(), {Date},'DAY') < 30, 'Recent', 'Old')

Expected Behavior

Complex calculations work but may increase render time

Business Implication

Pre-calculate complex fields in ETL rather than in dashboard

How to recover
Simplify calculation or move to a calculated field in the dataset.

What's Next?

Production Guidance

Learn what changes for council reporting integration.

View production guidance

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