Entity attribute value model - Performance alternative?

£可爱£侵袭症+ 提交于 2019-12-06 16:03:04

问题


I work with PHP and mySQL.

I have a page table and a meta table. It looks a little bit like this.

Page table

page_id | headline    | content
--------------------------
1       | My headline | My content
2       | Another one | Another text

Meta table

id | page_id | meta_key  | meta_value
------------------------------------
1  | 2       | seo_title | Hello world
2  | 2       | price     | 299

I've read that this type of model is called EAV. I also read that it is bad for performance.

My meta table is made for any kind of value connected to a page. I can not created a table with "static" columns this time.

Question

  • How bad is this for 300 pages with 30 meta values on each page? 9000 rows in the meta table that is.
  • Is there a better model for "dynamic" data?

回答1:


First, sometimes this model makes querying data much easier. I asked a question couple of days ago here and some users suggested why I didn't change my model to a 1NF form to make querying data easier. Only when they realized I was stuck with this design, they provided some answers to the question. The point is I was lucky enough to have only 12 columns to be summed up; otherwise, if my table contained 300 columns, perhaps no user bothered themselves to write a query for that problem. :-)

Second, sometimes the implementation of this design is easier due to some limitations naturally imposed by databases. If your meta_key values contain some lengthy values larger than 30 characters, either you have to shorten the values and do the mapping somewhere or this would possibly be the only option you could have.

Finally, performance is very important; that's true. But, on the other hand, there are certain techniques you could apply to improve the performance; such as by creating proper indexes, partitioning tables, and so on.

In this case, the table sizes are very small. So, unless your queries are very complicated such as having heavy calculations and complicated joins and aggregations, and if the application is not sensitive to small time fractions, I guess you wouldn't suffer from performance if adopted this model.

At the end, if you are still too much concerned about the performance, I would suggest create both models, populate them with some random or real data, and analyze the plan costs to see what model better suits your needs.




回答2:


A normalized database schema is basically optimized for the general case. Compared to that your highly denormalized schema is bad for performance.

But what this actually means depends on your use case. What queries are you running? So I'd recommend the following:

  • Make sure you have your complete persistence layer cleanly separated from everything else.

  • Make sure it is well covered with automated tests, including performance tests.

  • Implement your current solution, starting with the parts that will create the most complex performance critical queries. Don't invest to much in this step. Maybe something below 5% of your project budget.

  • Check if performance is sufficient.

  • If the check fails you have the following options:

    1. add materialized views

    2. use an alternative system better suited for the job. A key value store might be what you are looking for.

    3. Or maybe you need a hybrid approach: EAV for one part of the application + a duplication of the data using some other approach better suited for querying.



来源:https://stackoverflow.com/questions/12882531/entity-attribute-value-model-performance-alternative

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