Graph visualization & interactive ui behavior, curious about best practices

Hi everyone, hope you’re all doing well!

Quick question — when building interactive graph visualizations or dashboards with neo4j, have you ever run into situations where dynamic elements (like hover tooltips, node expansion, or embedded visuals) behave inconsistently across devices or refreshes? I saw a fun discussion recently about how some interactive UI elements in browser-based games (like the word puzzles at [spellbeegame.com](https://spellbeegame.com/) sometimes reposition or redraw unexpectedly depending on screen size or script timing, and it made me think about similar challenges in graph UIs.

So I’m curious — when you notice things like floating info boxes misaligning, visual elements flickering, or dynamic panels not updating smoothly, do you usually trace it back to css rendering quirks, event binding order, or something in the graph layout engine itself? And are there any go-to strategies for making interactive elements behave consistently before diving deep into code fixes?

Really appreciate any tips!