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Home/ Questions/Q 204899
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Editorial Team
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Editorial Team
Asked: May 11, 20262026-05-11T17:30:31+00:00 2026-05-11T17:30:31+00:00

How do you optimize the heap size usage of an application that has a

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How do you optimize the heap size usage of an application that has a lot (millions) of long-lived objects? (big cache, loading lots of records from a db)

  • Use the right data type
    • Avoid java.lang.String to represent other data types
  • Avoid duplicated objects
    • Use enums if the values are known in advance
    • Use object pools
    • String.intern() (good idea?)
  • Load/keep only the objects you need

I am looking for general programming or Java specific answers. No funky compiler switch.

Edit:

Optimize the memory representation of a POJO that can appear millions of times in the heap.

Use cases

  • Load a huge csv file in memory (converted into POJOs)
  • Use hibernate to retrieve million of records from a database

Resume of answers:

  • Use flyweight pattern
  • Copy on write
  • Instead of loading 10M objects with 3 properties, is it more efficient to have 3 arrays (or other data structure) of size 10M? (Could be a pain to manipulate data but if you are really short on memory…)
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1 Answer

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  1. Editorial Team
    Editorial Team
    2026-05-11T17:30:31+00:00Added an answer on May 11, 2026 at 5:30 pm

    You don’t say what sort of objects you’re looking to store, so it’s a little difficult to offer detailed advice. However some (not exclusive) approaches, in no particular order, are:

    • Use a flyweight pattern wherever
      possible.
    • Caching to disc. There are
      numerous cache solutions for
      Java.
    • There is some debate as to whether
      String.intern is a good idea. See
      here for a question re.
      String.intern(), and the amount of
      debate around its suitability.
    • Make use of soft or weak
      references to store data that you can
      recreate/reload on demand. See
      here for how to use soft
      references with caching techniques.

    Knowing more about the internals and lifetime of the objects you’re storing would result in a more detailed answer.

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