Dashboards are where users spend hours every day, so small design decisions add up fast. A chart that takes five seconds to read, or a table that loses your filters on refresh, costs real time. These are the rules I follow when designing SaaS dashboards and admin panels.
1. Start from decisions, not data
Ask "what does this person need to decide or do today?" before asking "what data do we have?". An operations manager needs to see late orders and act on them, not a wall of twelve charts. Put the answer to the most frequent question at the top.
2. Use a clear hierarchy of numbers
Show 3–5 key metrics in summary cards at the top, each with a comparison (vs. last week, vs. target). Everything else goes lower or behind a click. If everything is highlighted, nothing is.
3. Pick the chart for the question
- Change over time: line chart
- Comparing categories: bar chart, sorted
- Part of a whole: a single stacked bar, or a short list with percentages
- One number that matters: just show the number
Avoid pie charts with more than 3–4 slices and 3D anything.
4. Design tables as the main tool
In most admin panels, the table is where the work happens. Make it good:
- Right-align numbers and use consistent decimal places
- Keep the header and first column visible while scrolling
- Give each row a clear primary action, and put the rest in an overflow menu
- Support bulk actions with a visible count ("3 orders selected")
5. Make filters visible and persistent
Show active filters as chips the user can remove one by one. Keep filters in the URL so a refresh, the back button or a shared link keeps the same view. Losing filters is one of the most frustrating dashboard bugs, and it's a design decision as much as an engineering one.
6. Design every state
Each widget needs a loading state (skeletons, not spinners everywhere), an empty state that explains what will appear and how to get there, and an error state with a retry. These states are seen far more often than most teams expect.
7. Respect roles and permissions
An admin, a manager and an agent shouldn't see the same dashboard. Hide what a role can't use instead of showing disabled buttons everywhere, and make it clear when an action affects other people's data.
8. Build on a component system
Dashboards grow quickly. A shared set of cards, tables, filters, form fields and status badges keeps new pages consistent and makes them faster to design and build. Define your status colors once (for example success, warning, danger and neutral) and use them everywhere.
Bonus: Arabic and RTL dashboards
For RTL dashboards, mirror the layout and navigation, but keep time-series charts reading left to right, and test tables with mixed Arabic and English content. Number formatting needs extra care.
See these rules in practice
Examples from my work include the Qarib food delivery admin dashboard, the Almenasa financial analytics dashboard, the Track Net law firm system and the Edus teacher dashboard.