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Editorial Team
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Editorial Team
Asked: May 11, 20262026-05-11T19:37:42+00:00 2026-05-11T19:37:42+00:00

I have a normalized database and need to produce web based reports frequently that

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I have a normalized database and need to produce web based reports frequently that involve joins across multiple tables. These queries are taking too long, so I’d like to keep the results computed so that I can load pages quickly. There are frequent updates to the tables I am summarising, and I need the summary to reflect all update so far.

All tables have autoincrement primary integer keys, and I almost always add new rows and can arrange to clear the computed results in they change.

I approached a similar problem where I needed a summary of a single table by arranging to iterate over each row in the table, and keep track of the iterator state and the highest primary keen (i.e. “highwater”) seen. That’s fine for a single table, but for multiple tables I’d end up keeping one highwater value per table, and that feels complicated. Alternatively I could denormalise down to one table (with fairly extensive application changes), which feels a step backwards and would probably change my database size from about 5GB to about 20GB.

(I’m using sqlite3 at the moment, but MySQL is also an option).

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  1. Editorial Team
    Editorial Team
    2026-05-11T19:37:43+00:00Added an answer on May 11, 2026 at 7:37 pm

    Can the reports be refreshed incrementally, or is it a full recalculation to rework the report? If it has to be a full recalculation then you basically just want to cache the result set until the next refresh is required. You can create some tables to contain the report output (and metadata table to define what report output versions are available), but most of the time this is overkill and you are better off just saving the query results off to a file or other cache store.

    If it is an incremental refresh then you need the PK ranges to work with anyhow, so you would want something like your high water mark data (except you may want to store min/max pairs).

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