this post was submitted on 29 Nov 2023
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[–] dan@upvote.au 5 points 11 months ago* (last edited 11 months ago)

It can really slow things down if your views start calling other views in since they're not actually tables

They can be in some cases! There's a type of view called an "indexed" or "materialized" view where the view data is stored on disk like a regular table. It's automatically recomputed whenever the source tables change. Doesn't work well for tables that are very frequently updated, though.

Having said that, if you're doing a lot of data aggregation (especially if it's a sproc that runs daily), you'd probably want to set up a separate OLAP database so that large analytical queries don't slow down transactional queries. With open-source technologies, this is usually using Hive and Presto or Spark combined with Apache Airflow.

Also, if you have data that's usually aggregated by column, then a column-based database like Clickhouse is usually way faster than a regular row-based database. These store data per-column rather than per-row, so aggregating one column across millions or even billions of rows (eg average page load time for all hits ever recorded) is fast.