[srikanthccv]

SigNoz also follows a similar approach since the attributes can be arbitrary, and ClickHouse needs a fixed schema ahead. The options are map, parried arrays etc.. but they all are slow depending on the object unpacking ClickHouse needs to do. ClickHouse does its best on the regular columns as it's built for it. If the access is on Map/Array types, it is faster than other DB systems but slower than regular columns.