Saturday, 2 November 2024

Differences between Nested Loop Join and hash join

Nested Loop Join and Hash Join are two types of physical join operators in SQL Server, each optimized for different use cases depending on data size, availability of indexes, and whether the data is sorted. Below are the difference between them.

Sno

Feature

Nested Loop Join

Hash Join

1

Use Case

Small datasets or highly selective joins

Large, unsorted datasets

2

Data Requirements

No specific data order required

No specific data order required

3

Execution Strategy

Iteratively checks each row in one table against rows in the other

Builds a hash table on one input and probes with the other

4

Performance

Efficient for small datasets or when one input is small and indexed

Efficient for large datasets where no indexes exist

5

Index Dependency

May benefit from indexes but does not require them

No index needed

6

Memory Requirement

Low; does not require large memory allocations

High; requires memory to store the hash table

7

Typical Complexity

O(N*M), less efficient as dataset sizes increase

O(N + M), more efficient with large datasets

8

Data Matching Type

Effective for both equality and inequality joins

Best for equality joins (e.g., =)

9

Spill to Disk

Low risk, minimal memory usage

May spill to disk if memory is insufficient

10

Scenarios

Useful for small tables or small subsets of data

Ideal for large, unsorted tables

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