Comparison of EclipseLink with Derby embedded vs DataNucleus with H2 server

Each of the following tables focuses on a specific database operation, where the last table presents average results comparison.

Speed comparison of JPA database persistence operations (normalized score, higher is better)

Transaction Size =>	Few Entities		Many Entities		Average Score
	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server
Basic Person Test	5.5	3.4	3.7	2.2	4.6	2.8
Element Collection Test	3.0	1.2	1.7	0.64	2.4	0.92
Inheritance Test	5.3	3.0	3.5	1.9	4.4	2.4
Indexing Test	6.9	5.3	4.6	3.5	5.8	4.4
Graph (Binary Tree) Test	2.0	2.1	1.9	1.3	1.9	1.7
Multithreading Test	9.3	10.0	4.1	4.3	6.7	7.2
All Tests	5.3	4.2	3.2	2.3	4.3	3.2

The results above show that in general EclipseLink with Derby embedded is more efficient than DataNucleus with H2 server in persisting JPA entity objects to the database.

A large performance gap has been detected when using JPA element collections with large transaction size. Comparing the normalized speed of DataNucleus with H2 database server (0.64) to the normalized speed of EclipseLink with Derby embedded database (1.7) reveals that in that case, EclipseLink with Derby embedded is 2.7 times faster than DataNucleus with H2 server.

Speed comparison of JPA database retrieval operations (normalized score, higher is better)

Retrieval Size =>	Few Entities		Many Entities		Average Score
	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server
Basic Person Test	16.4	2.5	58.7	5.2	37.5	3.9
Element Collection Test	7.5	0.56	13.3	1.1	10.4	0.82
Inheritance Test	17.1	2.2	58.9	6.1	38.0	4.2
Indexing Test	14.2	2.1	67.4	7.7	40.8	4.9
Graph (Binary Tree) Test	2.8	5.7	5.7	8.9	4.2	7.3
Multithreading Test	28.0	2.3	48.7	8.7	38.4	5.5
All Tests	14.3	2.5	42.1	6.3	28.2	4.4

The results above show that in general EclipseLink with Derby embedded is much more efficient than DataNucleus with H2 server in retrieving JPA entity objects from the database. Comparing the normalized speed of DataNucleus with H2 database server (4.4) to the normalized speed of EclipseLink with Derby embedded database (28.2) reveals that in these tests, EclipseLink with Derby embedded is 6.4 times faster than DataNucleus with H2 server.

A huge performance gap has been detected when using JPA element collections with small retrieval size. Comparing the normalized speed of DataNucleus with H2 database server (0.56) to the normalized speed of EclipseLink with Derby embedded database (7.5) reveals that in that case, EclipseLink with Derby embedded is 13.4 times faster than DataNucleus with H2 server.

On the other hand, EclipseLink with Derby embedded is slower, for instance, when using graphs of objects with small retrieval size. Comparing the normalized speed of EclipseLink with Derby embedded database (2.8) to the normalized speed of DataNucleus with H2 database server (5.7) reveals that in that case, EclipseLink with Derby embedded is 2.0 times slower than DataNucleus with H2 server.

Speed comparison of JPA database query operations (normalized score, higher is better)

Retrieval Size =>	Few Entities		Many Entities		Average Score
	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server
Basic Person Test	53.4	4.1	13.8	1.3	33.6	2.7
Element Collection Test	37.9	4.0	4.4	0.49	21.2	2.3
Inheritance Test	37.4	2.9	15.0	1.5	26.2	2.2
Indexing Test	7.6	0.0036	49.3	1.5	28.4	0.75
Multithreading Test	41.2	1.3	6.1	failed	23.6	1.3
All Tests	35.5	2.5	17.7	1.2	26.6	1.9

DataNucleus with H2 server has failed in 1 tests (see exceptions).

The results above show that in general EclipseLink with Derby embedded is much more efficient than DataNucleus with H2 server in executing the tested JPA queries. Comparing the normalized speed of DataNucleus with H2 database server (1.9) to the normalized speed of EclipseLink with Derby embedded database (26.6) reveals that in these tests, EclipseLink with Derby embedded is 14.0 times faster than DataNucleus with H2 server.

A huge performance gap has been detected when using database indexes with small retrieval size. Comparing the normalized speed of DataNucleus with H2 database server (0.0036) to the normalized speed of EclipseLink with Derby embedded database (7.6) reveals that in that case, EclipseLink with Derby embedded is 2,111 times faster than DataNucleus with H2 server.

Speed comparison of JPA database update operations (normalized score, higher is better)

Transaction Size =>	Few Entities		Many Entities		Average Score
	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server
Basic Person Test	6.4	2.5	6.7	1.4	6.5	1.9
Element Collection Test	5.4	2.0	6.2	1.0	5.8	1.5
Inheritance Test	6.5	2.4	9.2	2.3	7.8	2.3
Indexing Test	7.3	2.7	11.1	3.0	9.2	2.9
Graph (Binary Tree) Test	2.8	1.8	1.7	0.60	2.2	1.2
Multithreading Test	21.3	failed	5.0	failed	13.1	failed
All Tests	8.3	2.3	6.6	1.7	7.5	2.0

DataNucleus with H2 server has failed in 2 tests (see exceptions).

The results above show that in general EclipseLink with Derby embedded is much more efficient than DataNucleus with H2 server in updating JPA entity objects in the database. Comparing the normalized speed of DataNucleus with H2 database server (2.0) to the normalized speed of EclipseLink with Derby embedded database (7.5) reveals that in these tests, EclipseLink with Derby embedded is 3.8 times faster than DataNucleus with H2 server.

A large performance gap has been detected when using JPA element collections with large transaction size. Comparing the normalized speed of DataNucleus with H2 database server (1.0) to the normalized speed of EclipseLink with Derby embedded database (6.2) reveals that in that case, EclipseLink with Derby embedded is 6.2 times faster than DataNucleus with H2 server.

Speed comparison of JPA database removal operations (normalized score, higher is better)

Transaction Size =>	Few Entities		Many Entities		Average Score
	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server
Basic Person Test	4.6	3.4	4.7	1.3	4.6	2.3
Element Collection Test	2.5	1.5	1.4	0.68	1.9	1.1
Inheritance Test	3.9	2.7	4.5	1.3	4.2	2.0
Indexing Test	6.2	5.7	3.8	1.9	5.0	3.8
Graph (Binary Tree) Test	1.1	1.5	1.0	1.2	1.1	1.3
Multithreading Test	6.2	failed	5.8	5.1	6.0	5.1
All Tests	4.1	3.0	3.5	1.9	3.8	2.4

DataNucleus with H2 server has failed in 1 tests (see exceptions).

The results above show that in general EclipseLink with Derby embedded is more efficient than DataNucleus with H2 server in deleting JPA entity objects from the database.

A large performance gap has been detected when using simple basic entities with large transaction size. Comparing the normalized speed of DataNucleus with H2 database server (1.3) to the normalized speed of EclipseLink with Derby embedded database (4.7) reveals that in that case, EclipseLink with Derby embedded is 3.6 times faster than DataNucleus with H2 server.

Comparison of JPA/Database speed - the averages (normalized score, higher is better)

Transaction/Retrieval Size	Few Entities		Many Entities		Average Score
	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server	EclipseLink Derby embedded	DataNucleus H2 server
Basic Person Test	17.3	3.2	17.5	2.3	17.4	2.7
Element Collection Test	11.3	1.9	5.4	0.78	8.3	1.3
Inheritance Test	14.0	2.6	18.2	2.6	16.1	2.6
Indexing Test	8.4	3.2	27.2	3.5	17.8	3.3
Graph (Binary Tree) Test	2.2	2.8	2.6	3.0	2.4	2.9
Multithreading Test	21.2	4.5	13.9	6.0	17.6	5.3
All Tests	12.7	2.9	14.5	2.8	13.6	2.9

The results above show that in general EclipseLink with Derby embedded is much more efficient than DataNucleus with H2 server in performing JPA database operations. Comparing the normalized speed of DataNucleus with H2 database server (2.9) to the normalized speed of EclipseLink with Derby embedded database (13.6) reveals that in these tests, EclipseLink with Derby embedded is 4.7 times faster than DataNucleus with H2 server.

A large performance gap has been detected when using database indexes with large transaction/retrieval size. Comparing the normalized speed of DataNucleus with H2 database server (3.5) to the normalized speed of EclipseLink with Derby embedded database (27.2) reveals that in that case, EclipseLink with Derby embedded is 7.8 times faster than DataNucleus with H2 server.

JPA Performance Benchmark (JPAB)