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PerformanceArchitecture

Shipping a cybersecurity SaaS dashboard under load

Thousands of live events, virtualized tables, and a render budget. Notes from NAXON on making real-time feel calm.

KB Kambiz BaghieDec 202512 min

Calm under a firehose

A security operations dashboard ingests thousands of events a minute. The design goal isn’t to show all of them — it’s to make the stream feel calm and legible while staying genuinely live.

Windowing is non-negotiable

Virtualize every long list and table. Render the ~30 rows in view, recycle the DOM nodes as the user scrolls, and the table stays buttery whether it holds 100 rows or 100,000.

Suspense boundaries as a budget

  • Each panel streams in behind its own boundary, so one slow query never blocks the whole board.
  • Skeletons hold layout so nothing reflows when data lands.
  • Stale-while-revalidate keeps numbers on screen while they refresh in the background.
“Real-time” should lower the operator’s heart rate, not raise it.

The payoff at NAXON: an SOC dashboard that feels instant and unflappable even during an event spike, instead of a frantic wall of flashing rows.

Working draft. An outline of the real article — the full write-up is on the way. The notes below are genuine takeaways from shipping this in production.