Thanks to the recommendations.
A document of size ~3.5 mb, may not be fairly large size, based on this
[Indexing very large document in ES](https://elastic search discussion)
Do we have a quick workaround like increasing the memory , to address this problem as temporary fix, till we come up with a scalable solution?