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Remove Unnecessary Indexes

Overview

Indexes support the efficient execution of queries in MongoDB. However, each index you create has a negative performance impact on writes and requires some disk space.

Creating unnecessary indexes leads to a bloated collection and slow writes. Consider each query your application performs and whether it justifies an index. Remove indexes that are unused, either because the field is not used to query the database or because the index is redundant.

You should identify and drop unnecessary indexes. Use the Data Explorer to manage indexes in Ops Manager.

Example

Consider a game that awards coins to players. When a player reaches 20 coins, that player earns 1 star and their coins are reset to 0. The game has a players collection with documents such as the following:

// players collection
{
  "_id": "ObjectId(123)",
  "first_name": "John",
  "last_name": "Doe",
  "coins": 11,
  "stars": 2
}

The players collection has an index for every field:

  • _id is indexed by default.
  • { last_name: 1 }
  • { last_name: 1, first_name: 1 }
  • { coins: -1 }
  • { stars: -1 }

last_name Index

In this example, when the game queries the database for player information, it finds a single record using a player’s full name. The compound index { last_name: 1, first_name: 1 } covers this case, so the game should drop the index { last_name: 1 } because it is redundant.

coins Index

In this example, the coins field is never used to search the database. The game should drop the index { coins: -1 } because it is unused.

stars Index

In this example, at the end of a game, the players’ names are displayed on a leaderboard in descending order by number of stars. The game should maintain the index { stars: -1 }, even if it is used infrequently, to avoid scanning every document in the players collection.

Now, the game uses the following indexes:

  • _id is indexed by default.
  • { last_name: 1, first_name: 1 }
  • { stars: -1 }

After dropping unnecessary indexes, the players collection has more free space and can perform faster writes. The most frequent reads do not experience a drop in performance because the indexes supporting those reads still exist in the collection.

Identify & Drop Unnecessary Indexes

To identify unnecessary indexes in Ops Manager, View Indexes with Data Explorer.

Under the Indexes tab in Data Explorer, you can view Size, Usage, and other information for each of your indexes. If an index is unused or covered by another index, you should drop it.

To drop an index in Ops Manager, Drop an Index with Data Explorer.

Learn More

  • To learn more about indexes, see Indexes.
  • To learn more about indexing for your use case, see Indexing Strategies.
  • MongoDB also offers a free MongoDB University Course on improving database performance, including optimizing indexes: M201: MongoDB Performance.