Scalability

Scalability

Design to handle growth smoothly and predictably

Enforceable guidelines from our catalog

Initialize Collections with Capacity Hints When Possible

When initializing collections with known sizes, consider pre-allocating or using appropriate data structures to reduce memory allocations and improve performance.

Avoid N+1 Query Problems with Eager Loading

Use eager loading or batch queries to fetch related data in a single operation instead of making separate database calls for each item in a collection.

Implement Pagination for Large Data Sets

Return data in manageable chunks rather than loading entire result sets into memory, reducing resource consumption and improving response times for large queries.

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