LAS, LAZ and COPC
A point cloud preserves the individual 3D measurements and their attributes. A DEM/DSM is a raster derived from those points.
LAS
LAS is the standard binary LiDAR point-cloud format. It can store XYZ, return number, classification, intensity, scan information, GPS time and other point attributes depending on version/point format.
LAZ
LAZ is losslessly compressed LAS. It is often much smaller and is a practical default for storage/distribution. LINZ national procurement guidance has used LAS/LAZ standards for LiDAR source deliverables.
COPC
Cloud Optimized Point Cloud is a LAZ-based organisation designed for efficient spatial streaming and range requests from local or remote storage. A COPC client can request only the hierarchy/chunks needed for the current view or analysis instead of downloading an enormous file first.
Use the point cloud when
- classification matters
- you need vegetation/building returns
- you want to make your own terrain/surface grid
- you need individual-point quality attributes
- you are checking a suspicious surface feature
Use the raster when
- slope/hillshade/catchment is the task
- you only need the standard bare-earth/surface model
- portability and simple GIS display matter more than point detail
Classification caution
Class numbers are useful only with the dataset's specification/metadata. Do not assume every survey classified buildings or vegetation just because LAS has standard class codes.
Last reviewed: 26 August 2026