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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