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DB-Engines Ranking of Document Stores

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The DB-Engines Ranking ranks database management systems according to their popularity. The ranking is updated monthly.

This is a partial list of the complete ranking showing only document stores.

Read more about the method of calculating the scores.

☐ include secondary database models				58 systems in ranking, September 2026
Rank			DBMS	Database Model	Score
Sep 2026	Aug 2026	Sep 2025			Sep 2026	Aug 2026	Sep 2025
1.	1.	1.	MongoDB	Document, Multi-model Document store Key-value store Spatial DBMS Search engine Time Series DBMS Vector DBMS	381.31	-3.57	+0.81
2.	2.	2.	Databricks	Multi-model Document store Relational DBMS	168.34	+2.53	+44.27
3.	3.	3.	Amazon DynamoDB	Multi-model Document store Key-value store	56.36	+2.16	-23.92
4.	4.	4.	Microsoft Azure Cosmos DB	Multi-model Document store Graph DBMS Key-value store Wide column store Spatial DBMS	20.35	-0.31	-3.59
5.	5.	5.	Firebase Realtime Database	Document	14.96	-0.89	-0.44
6.	6.	6.	Couchbase	Multi-model Document store Vector DBMS Key-value store Spatial DBMS Search engine Time Series DBMS Vector DBMS Wide column store	9.43	-0.25	-3.15
7.	7.	7.	Google Cloud Firestore	Document	8.87	-0.08	-0.30
8.	8.	8.	Realm	Document	6.41	-0.06	-0.40
9.	9.	9.	CouchDB	Document, Multi-model Document store Spatial DBMS	5.94	-0.33	-0.61
10.	10.	10.	Aerospike	Multi-model Document store Graph DBMS Key-value store Spatial DBMS	4.12	-0.21	-0.98
11.	11.	11.	MarkLogic	Multi-model Document store Native XML DBMS RDF store Search engine Vector DBMS	3.81	+0.15	-0.51
12.	12.	13.	Oracle NoSQL	Multi-model Document store Key-value store Relational DBMS	3.57	+0.08	-0.05
13.	13.	14.	Arango Detailed vendor-provided information available	Multi-model Document store Graph DBMS Key-value store Multi-Model DBMS Search engine Vector DBMS	3.38	-0.07	+0.44
14.	14.	12.	Google Cloud Datastore	Document	3.33	+0.06	-0.37
15.	16.	16.	OrientDB	Multi-model Document store Graph DBMS Key-value store	2.50	+0.06	-0.09
16.	17.	17.	Virtuoso	Multi-model Document store Graph DBMS Native XML DBMS Relational DBMS RDF store Search engine Spatial DBMS	2.36	-0.07	-0.17
17.	18.	15.	IBM Cloudant	Document	2.33	+0.03	-0.46
18.	19.	18.	RavenDB	Document, Multi-model Document store Graph DBMS Spatial DBMS Time Series DBMS	2.26	+0.02	-0.17
19.	20.	34.	Rockset	Document, Multi-model Document store Relational DBMS Search engine	2.24	+0.07	+1.47
20.	15.	19.	RethinkDB	Document, Multi-model Document store Spatial DBMS	2.19	-0.32	-0.20
21.	21.	23.	CloudKit	Document	2.12	+0.09	+0.20
22.	22.	20.	InterSystems IRIS	Multi-model Document store Key-value store Object oriented DBMS Relational DBMS	2.05	+0.04	-0.22
23.	23.	22.	Amazon DocumentDB	Document	1.93	+0.04	-0.03
24.	24.	21.	PouchDB	Document	1.80	+0.02	-0.17
25.	25.	24.	Apache Drill	Multi-model Document store Relational DBMS	1.70	+0.00	-0.16
26.	26.	25.	Fauna	Multi-model Document store Graph DBMS Relational DBMS Time Series DBMS	1.57	-0.01	0.00
27.	27.	27.	SurrealDB	Multi-model Document store Graph DBMS	1.42	-0.01	+0.14
28.	28.	26.	Tarantool	Multi-model Document store Key-value store Relational DBMS Spatial DBMS	1.24	-0.03	-0.13
29.	30.	28.	Mnesia	Document	1.13	-0.01	-0.12
30.	31.	29.	LiteDB	Document	1.12	+0.01	-0.07
31.	29.	32.	FoundationDB	Multi-model Document store Key-value store Relational DBMS	1.10	-0.14	+0.13
32.	32.	30.	Datameer	Document	1.02	-0.01	-0.10
33.	33.	31.	GigaSpaces	Multi-model Document store Object oriented DBMS Graph DBMS Search engine	0.80	-0.03	-0.24
34.	34.	33.	HPE Ezmeral Data Fabric	Multi-model Document store Wide column store	0.74	+0.02	-0.08
35.	35.	36.	AllegroGraph	Multi-model Document store Graph DBMS RDF store Vector DBMS Spatial DBMS	0.73	+0.02	+0.00
36.	36.	35.	BigchainDB	Document	0.67	-0.01	-0.08
37.	37.	37.	CrateDB	Multi-model Document store Spatial DBMS Search engine Time Series DBMS Vector DBMS Relational DBMS	0.57	0.00	-0.08
38.	38.	39.	Percona Server for MongoDB	Document	0.50	+0.01	+0.00
39.	39.	40.	YDB	Multi-model Document store Relational DBMS	0.42	0.00	-0.02
40.	41.	38.	Harper	Document	0.34	+0.01	-0.20
41.	40.	44.	LokiJS	Document	0.33	0.00	-0.03
42.	42.	42.	AlaSQL	Multi-model Document store Relational DBMS	0.32	0.00	-0.10
43.	43.	41.	RaptorDB	Document	0.30	-0.02	-0.12
44.	45.	47.	ArcadeDB	Multi-model Document store Graph DBMS Key-value store Search engine Time Series DBMS Vector DBMS	0.28	+0.02	+0.11
45.	44.	43.	Sequoiadb	Multi-model Document store Relational DBMS	0.28	-0.01	-0.08
46.	46.	46.	XTDB	Document	0.22	0.00	+0.01
47.	47.	45.	YTsaurus	Multi-model Document store Key-value store	0.22	+0.01	-0.01
48.	48.	54.	OrigoDB	Multi-model Document store Object oriented DBMS	0.17	+0.01	+0.17
49.	49.	48.	Bangdb	Multi-model Document store Graph DBMS Time Series DBMS Spatial DBMS	0.09	+0.00	+0.01
50.	50.	49.	EJDB	Document	0.07	+0.02	+0.01
51.	51.	51.	SenseiDB	Document	0.05	0.00	+0.00
52.	52.	52.	NosDB	Document	0.04	0.00	+0.00
53.	53.	53.	Acebase	Document	0.01	+0.00	0.00
54.	54.	54.	CortexDB	Multi-model Document store Key-value store	0.00	±0.00	±0.00
54.	54.	54.	iBoxDB	Document	0.00	±0.00	±0.00
54.	54.	54.	JasDB	Document	0.00	±0.00	±0.00
54.	54.	50.	Tigris	Multi-model Document store Key-value store Search engine Time Series DBMS	0.00	±0.00	-0.05
54.	54.	54.	WhiteDB	Document	0.00	±0.00	±0.00

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