How to cluster big data on a server

1150415 pts.
Tags:
Ajax
Big Data
I have roughly thousands of points that I need plotted with Highcharts. Would there be a way to cluster the data on a server (so it shows less than 1,000 points but when you zoom in, it will make Ajax calls to get the data for that zoomed in region). Hopefully that makes sense. I would appreciate the help.
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