I am fighting quite a while with the Aggregation Framework of MongoDB and Spring Data and I am actually wondering if the stuff I would like to do is actually possible.
I have the following Mongo documents:
{
"_id": ObjectId("564520fad4c64dd36fb1f0a4"),
"_class": "com.sample.Purchase",
"created": new Date(1447371002645),
"productId": NumberLong(12),
"clientId": "c1",
"price": NumberLong(20)
}
I would like to create the following stats:
List<ClientStatsEntry> entries;
public class ClientStatsEntry {
private String clientId;
private Date firstSeen;
private Date lastSeen;
private Long totalPriceSpend;
private long totalCount;
}
So basically the steps are:
I tried to start with that approach, but I can't find a way how to do everything in one aggregation pipepline:
Aggregation agg = newAggregation(
match(Criteria.where("productId").is(productId)),
group("clientId").sum("price").as("totalPriceSpend"),
Aggregation.project("totalPriceSpend", "productId").and("productId").previousOperation());
I believe you are looking for this aggregation pipeline (comments denote the steps outlined):
db.purchase.aggregate([
/* 1. Filter collection by productId (match) */
{
"$match": {
"productId": productId
}
},
/* 2. Split all remaining elements by clientIds (groupBy) */
{
"$group": {
"_id": "$clientId",
"firstSeen": { "$min": "$createdDate"}, // 3. a) Retrieve the created date of the first entry
"lastSeen": { "$max": "$createdDate"}, // 3. b) Retrieve the created date of the last entry
/* 4. Sum up all prices and store in "totalPrice" */
"totalPriceSpend": {
"$sum": "$price"
},
/* 5. Count all purchases and store it in "totalCount" */
"totalCount": {
"$sum": 1
}
}
}
])
The Spring Data MongoDB aggregation equivalent follows:
Aggregation agg = Aggregation.newAggregation(
match(Criteria.where("productId").is(productId)),
group("clientId")
.min("createdDate").as("firstSeen")
.max("createdDate").as("lastSeen")
.sum("price").as("totalPriceSpend")
.count().as("totalCount"),
project("firstSeen", "lastSeen", "totalPriceSpend", "totalCount")
.and("clientId").previousOperation()
);
AggregationResults<ClientStatsEntry> result =
mongoTemplate.aggregate(agg, ClientStatsEntry.class);
List<ClientStatsEntry> clientStatsList = result.getMappedResults();
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