MongoDB索引案例一则

本文揭示MongoDB中出现的奇特现象:使用分片键无法检索数据但_id可行,同时唯一索引失效。作者通过实例演示了问题发生的原因——索引条目长度限制导致的查询失效,强调阅读官方文档的重要性。

奇技 · 指南

某日公司研发同事突然反馈MongoDB的某个分片集合按照分片键无法检索到对应内容,但是按照_id却可以检索到对应内容,一瓜未平,一瓜又起,另一个研发同事反馈该集合唯一索引失效了,存在重复数据,这简直是比对面老王有女朋友还让人震惊的事情。接下来我会给大家复现这个现象并说明具体的原理。

1

问题现象模拟

因为涉及到公司的一些信息安全政策故对集合的字段名进行替换,数据里面敏感信息进行值替换,但是不影响最终结果。

MongoDB版本:  mongos 4.0.12  社区版本
数据库:mdb_test
哈希分片集合:mdb_test_coll
分片键:key3

集合索引信息如下,key3是分片键 ,还有一个联合唯一索引key3_1_key1_1_key2_1_key4_1。

db.mdb_test_coll.getIndexes()
[
    {
        "v" : 2,
        "key" : {
            "_id" : 1
        },
        "name" : "_id_",
        "ns" : "mdb_test.mdb_test_coll"
    },
    {
        "v" : 2,
        "key" : {
            "key3" : "hashed"
        },
        "name" : "key3_hashed",
        "ns" : "mdb_test.mdb_test_coll"
    },
    {
        "v" : 2,
        "key" : {
            "key2" : 1
        },
        "name" : "key2_1",
        "background" : true,
        "ns" : "mdb_test.mdb_test_coll"
    },
    {
        "v" : 2,
        "unique" : true,
        "key" : {
            "key3" : 1,
            "key1" : 1,
            "key2" : 1,
            "key4" : 1
        },
        "name" : "key3_1_key1_1_key2_1_key4_1",
        "background" : true,
        "ns" : "mdb_test.mdb_test_coll"
    }
]

模拟数据

注:在使用下面数据的时候建议将每一条都调整到一行进行插入,每条记录的_id是不一样的

{
    "_id" : ObjectId("606ed113137fa535ac53d3ee"),
    "key1" : null,
    "key2" : 1033072826,
    "key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA=="),
    "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
}
{
    "_id" : ObjectId("5fb2df3b32b0f42dced04ea7"),
    "key1" : null,
    "key2" : 2100000000,
    "key3" : BinData(5,"AnQTYWNGHKoj4xx+KTjNxQ=="),
    "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
}
{
    "_id" : ObjectId("5fb2df3b32b0f42dced01127"),
    "key1" : null,
    "key2" : 2100000000,
    "key3" : BinData(5,"AnQTYWNGHKoj4xx+KTjNxQ=="),
    "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
}
{
    "_id" : ObjectId("5fb2df3b32b0f42dced01130"),
    "key1" : null,
    "key2" : 2100000000,
    "key3" : BinData(5,"AnQTYWNGHKoj4xx+KTjNxQ=="),
    "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
}

操作步骤

先模拟研发反馈的无法通过分片键查询到数据,但是可以根据_id查询到数据。将模拟数据第一条插入集合中。

mongos> db.mdb_test_coll.find()
mongos> db.mdb_test_coll.save({
... "_id" : ObjectId("606ed113137fa535ac53d3ee"),
... "key1" : null,
... "key2" : 1033072826,
... "key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA=="),
... "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
... })
WriteResult({
    "nMatched" : 0,
    "nUpserted" : 1,
    "nModified" : 0,
    "_id" : ObjectId("606ed113137fa535ac53d3ee")
})
mongos> db.mdb_test_coll.find()
{ "_id" : ObjectId("606ed113137fa535ac53d3ee"), "key1" : null, "key2" : 1033072826, "key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA=="), "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl" }

#按照_id查询可以得到数据,但是将条件换成分片键或者带分片键条件的联合查询条件都无法获得任何结果。

mongos> db.mdb_test_coll.find({"_id" : ObjectId("606ed113137fa535ac53d3ee")})
{ "_id" : ObjectId("606ed113137fa535ac53d3ee"), "key1" : null, "key2" : 1033072826, "key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA=="), "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl" }
mongos> db.mdb_test_coll.find({"key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA=="),"key2" : 1033072826})
mongos> db.mdb_test_coll.find({"key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA==")})
mongos> db.mdb_test_coll.find({"key2" : 1033072826,"key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA==")})

再来模拟一下研发反馈的唯一索引失效的现象。将模拟数据第二,三条插入集合中,请注意模拟数据二三两条除_id不一致,其余字段值都是相同的

mongos> db.mdb_test_coll.save({
... "_id" : ObjectId("5fb2df3b32b0f42dced04ea7"),
... "key1" : null,
... "key2" : 2100000000,
... "key3" : BinData(5,"AnQTYWNGHKoj4xx+KTjNxQ=="),
... "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
... })
WriteResult({
    "nMatched" : 0,
    "nUpserted" : 1,
    "nModified" : 0,
    "_id" : ObjectId("5fb2df3b32b0f42dced04ea7")
})
mongos> db.mdb_test_coll.save({
... "_id" : ObjectId("5fb2df3b32b0f42dced01127"),
... "key1" : null,
... "key2" : 2100000000,
... "key3" : BinData(5,"AnQTYWNGHKoj4xx+KTjNxQ=="),
... "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
... })
WriteResult({
    "nMatched" : 0,
    "nUpserted" : 1,
    "nModified" : 0,
    "_id" : ObjectId("5fb2df3b32b0f42dced01127")
})

mongos> db.mdb_test_coll.find().pretty()
{
    "_id" : ObjectId("606ed113137fa535ac53d3ee"),
    "key1" : null,
    "key2" : 1033072826,
    "key3" : BinData(5,"N0YSB7m2iXUEzQnFsTQWPA=="),
    "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
}
{
    "_id" : ObjectId("5fb2df3b32b0f42dced04ea7"),
    "key1" : null,
    "key2" : 2100000000,
    "key3" : BinData(5,"AnQTYWNGHKoj4xx+KTjNxQ=="),
    "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
}
{
    "_id" : ObjectId("5fb2df3b32b0f42dced01127"),
    "key1" : null,
    "key2" : 2100000000,
    "key3" : BinData(5,"AnQTYWNGHKoj4xx+KTjNxQ=="),
    "key4" : "hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hls/hl"
}

可以看见连续插入两条唯一字段值相同的记录,而且并没有触发唯一约束的,并且值是真实插入到集合中了。

2

原理分析

先来说一下问题现象2的根本原因,之所以可以插入重复数据而没有报错是因为设置了failIndexKeyTooLong,先来看一下官方文档中failIndexKeyTooLong这个参数定义

简单总结就是这个参数仅对mongod节点有效,并且这个参数主要作用就是如果当索引条目超过Index Key Length Limit 后的动作。默认为True也就是如果索引条目超过1024字节,报错给客户端。也可以设置为false,如果设置为False 超过1024字节的数据是可以插入到集合里面,但是不会在对应的索引里面,所以在查询的时候如果使用了对应索引,该索引并不会返回完整的数据给客户端(这块下面详细解释一下),这个参数是可以动态调整的。

动态调整语句如下:

db.adminCommand( { setParameter: 1, failIndexKeyTooLong: false } )

这里再解释一下什么是Index Key Limit, 也就是上面提到的Index Key Length Limit。看一下官方文档对这个参数的定义:

一句概括就是索引条目必须小于1024字节

举个????

failIndexKeyTooLong设置为true,然后插入数据。可以看见当设置为true的时候,插入模拟数据第四条是报错的。因为有一个唯一联合索引就是这四个字段组成的。

再来看一下failIndexKeyTooLong设置为false,当设置为false的时候是可以插入模拟数据第四条,并没有报错,而且也没有触发唯一约束,但是按照key3或者key3+key2联合条件查询不到数据。但是按照_id或者key2(最后插入的数据也是除了_id不同,别的字段值都相同)单独去匹配可以获得数据。

实际上到这里已经解释清了研发反馈的所有问题,在failIndexKeyTooLong设置为false的情况下,按照key3以及key3+key2联合去检索的时候实际使用的都是联合唯一索引,但是实际上因为索引条目超过1024字节,故没有录入到索引中同时也没有触发唯一索引约束,所以是查询不到数据的。但是按照_id或者key2单条件去检索都是使用了各自的单独索引, _id以及key2的索引条目在本案例中都是没有超过1024字节,故是可以检索到对应的结果的。实际key3如果单条件查询的时候强制指定key3_hashed也是可以查询到对应结果的,因为按照当前的已知的hash函数处理过后的结果都没有超过1024字节的。(这块留给爱学习的小伙伴一个疑问,是否还有另外的方法让本案例复现,如果所有的索引条目都没有超过1024字节,但是唯一索引仍然失效)

3

总结

对于研发同事来说,如果真是存在本案例情形,建议使用强制指定索引或者另外的索引去检索。同时也要反思一下为什么一个索引条目会超过1024字节,那么长的索引真的有必要存在么?对于DBA来说这个参数日常是否开启还是应该与研发一起商议在做决断。

实际从接到反馈到最后解决,总结就是可能日常很复杂的问题,到最后发现原理越简单,建议多读读官方文档。

END

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### MongoDB索引优化的最佳实践和方法 #### 一、索引的基本概念与作用 MongoDB中的索引是一种特殊的数据结构,用于加速查询操作。它通过减少扫描文档的数量来提高查询效率[^1]。如果没有合适的索引支持,MongoDB会执行全表扫描(Full Collection Scan),这可能导致严重的性能问题。 #### 二、索引的创建与管理 在实际应用中,可以通过以下方式创建索引: - **单字段索引**:适用于基于单一字段的查询条件。 - **复合索引**:当查询涉及多个字段时,可以创建复合索引来覆盖这些字段组合。 - **TTL索引**:对于需要自动过期删除的数据集合非常有用。 - **全文索引**:适合于文本搜索场景。 以下是创建复合索引的一个例子: ```javascript db.collection.createIndex({ fieldA: 1, fieldB: -1 }); ``` 此命令会在 `fieldA` 和 `fieldB` 上创建一个升序降序混合的复合索引。 #### 三、索引优化的关键技术 为了实现更高效的查询处理,可以从以下几个方面入手: ##### 1. 查询计划分析 利用 `explain()` 函数可以帮助开发者理解当前查询是如何被执行的以及哪些索引被使用到了。如果发现有未命中索引的情况,则可能需要重新设计或者新增加相应的索引[^2]。 示例代码如下所示: ```javascript db.orders.find({ status: "A", amount: { $gt: 100 } }).sort({ date: -1 }).explain("executionStats"); ``` ##### 2. 避免不必要的索引 虽然索引能够加快读取速度,但是过多无意义的索引反而会影响写入性能,因为每次更新都需要同步维护各个相关联的索引条目。因此,在规划阶段就应该仔细权衡利弊关系[^3]。 ##### 3. 使用覆盖查询(Covered Query) 所谓覆盖查询是指整个查询过程完全依赖某个已存在的索引来完成而无需访问原始记录本身即可返回所需的结果集。这样的做法显著降低了I/O消耗从而提升了整体表现水平。 #### 四、实战案例分享 假设存在这样一个业务需求——统计过去一年内每种商品类别下的销售总额排名前五名的品牌名单及其对应的销售额明细信息。针对该类复杂报表型任务通常采用管道式聚合框架配合恰当设置好的辅助性指标共同协作达成目标效果。 具体步骤分解如下: 1. 利用 `$match` 过滤掉不符合时间范围内的订单项; 2. 接着借助 `$unwind` 展开数组形式存储的商品详情列表以便单独计算各单品贡献度; 3. 再经过一系列分组累积运算得出最终汇总数值; 4. 最后再按照指定维度排序截取出限定数量结果呈现给前端调用方消费展示出来。 值得注意的是在整个链路当中每一个环节都应当尽可能早地引入有效的筛选逻辑以缩小后续参与加工的基础规模进而达到全局提速的目的。 ---
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