且构网

分享程序员开发的那些事...
且构网 - 分享程序员编程开发的那些事

在DynamoDB上检索以指定文本开头的列的所有项目

更新时间:2023-11-26 19:30:34

DynamoDB的Query操作今天不直接支持您描述的用例-DynamoDB通常要求您指定一个hashkey然后进行查询按范围键。



但是,有一种流行的分散收集技术通常用于诸如您的用例。在这种情况下,您将添加属性 bucket_id 并使用 bucket_id 作为哈希键创建全局二级索引,并名称作为范围键。



bucket_id指的是固定范围的ID或数字,具有足够的基数以确保您的全局二级索引分布良好。例如, bucket_id 的范围可以从0到99。然后在更新基表时,每当添加新条目时,随机的 bucket_id 介于0到99之间。



在自动完成查询期间,应用程序将为每个bucket_id值(0至99),并在范围键名称上使用 BEGINS_WITH 。检索结果后,应用程序将必须组合100组响应并根据需要重新排序(收集)。



上面的过程似乎有点麻烦,但是通过确保负载均匀分布在固定键范围内,它可以使系统/表很好地扩展。您可以适当增加bucket_id的范围。为了节省成本,您可以选择将 KEYS_ONLY 投影到全局二级索引上,以使查询成本最小化。


I have a table in DynamoDB:

Id: int, hash key
Name: string

(there are many more columns, but I omitted them)

Typically I just pull out and update items by their Id, and this schema works fine for that.

However, one of the requirements is to have an auto-completing drop down box based on the name. I want to be able to query all items in this DynamoDB table for Name columns starting with a query string.

The SQL way of solving this would be to just add an index on Name and write a query like SELECT Id FROM table WHERE Name LIKE 'query%', but I can't figure out a DynamoDB-friendly way of doing this.

I have considered a few ways to solve this:

  1. Scan the table. This is the easiest option, but least efficient. There's a bit more data in this table than I would be comfortable frequently scanning.
  2. Scan + cache it in memory. But then I have to worry about cache invalidation etc.
  3. Make Name a range key, which supports a begins_with function on the query. However, I'd still have to Scan the table since I want to retrieve results for every single hash key, so this doesn't really work.
  4. Make a global secondary index and query it only with the range key. This also doesn't appear to be possible. I could have a column with a static value and use that as the hash key for the GSI, but that seems like a really ugly hack.
  5. Use a full text search engine like CloudSearch, but this seems like massive overkill for my use case.

Is there a simple solution to this issue?

The use case you described is not directly supported by DynamoDB's Query operation today - DynamoDB typically requires you to specify a hashkey then query on the range key accordingly.

However, there is a popular scatter-gather technique that is commonly used for usecase such as yours. In this case, you would add an attribute bucket_id and create a global secondary index with bucket_id as hash key, and Name as the range key.

The bucket_id refers to a fixed range of IDs or numbers, with enough cardinality to ensure your global secondary index is well-distributed. For instance, bucket_id could range from 0 to 99. Then when updating your base table, whenever a new entry is added, a random bucket_id between 0 and 99 is assigned to it.

During your autocomplete query, the application would send 100 separate queries (scatter) for each bucket_id value (0 to 99) and use BEGINS_WITH on the range key Name. After the results are retrieved, the application would have to combine the 100 sets of responses and re-sort as necessary (gather).

The above process may seem a bit cumbersome, but it allows your system/table to scale well by ensuring the load is evenly distributed over a fixed key range. You can increase the bucket_id range as appropriate. To save cost, you can choose to project KEYS_ONLY onto your global secondary index, so cost of querying is minimized.