Hello @Muhammed_Saajid ,
Welcome to The MongoDB Community Forums! 
I noticed that you have not had a response to this topic yet, were you able to find a solution?
If not, then I would suggest you to use $lookup for this. As per documentation on Database References
This page outlines alternative procedures that predate the $lookup and $graphLookup pipeline stages.
$lookup - Performs a left outer join to a collection in the same database to filter in documents from the “joined” collection for processing. Below is an example for the same.
Perform a Single Equality Join with $lookup 
Create a collection orders with these documents:
db.orders.insertMany( [
{ "_id" : 1, "item" : "almonds", "price" : 12, "quantity" : 2 },
{ "_id" : 2, "item" : "pecans", "price" : 20, "quantity" : 1 },
{ "_id" : 3 }
] )
Create another collection inventory with these documents:
db.inventory.insertMany( [
{ "_id" : 1, "sku" : "almonds", "description": "product 1", "instock" : 120 },
{ "_id" : 2, "sku" : "bread", "description": "product 2", "instock" : 80 },
{ "_id" : 3, "sku" : "cashews", "description": "product 3", "instock" : 60 },
{ "_id" : 4, "sku" : "pecans", "description": "product 4", "instock" : 70 },
{ "_id" : 5, "sku": null, "description": "Incomplete" },
{ "_id" : 6 }
] )
The following aggregation operation on the orders collection joins the documents from orders with the documents from the inventory collection using the fields item from the orders collection and the sku field from the inventory collection:
db.orders.aggregate( [
{
$lookup:
{
from: "inventory",
localField: "item",
foreignField: "sku",
as: "inventory_docs"
}
}
] )
The operation returns these documents:
{
"_id" : 1,
"item" : "almonds",
"price" : 12,
"quantity" : 2,
"inventory_docs" : [
{ "_id" : 1, "sku" : "almonds", "description" : "product 1", "instock" : 120 }
]
}
{
"_id" : 2,
"item" : "pecans",
"price" : 20,
"quantity" : 1,
"inventory_docs" : [
{ "_id" : 4, "sku" : "pecans", "description" : "product 4", "instock" : 70 }
]
}
{
"_id" : 3,
"inventory_docs" : [
{ "_id" : 5, "sku" : null, "description" : "Incomplete" },
{ "_id" : 6 }
]
}
Regards,
Tarun