Top 37 Data Pipelines Tools — May 2026

Data pipeline buyers have to compare tools that solve different parts of the problem: ingestion, streaming, orchestration, transformation, reverse ETL, CDC, and ML/data workloads. The May 2026 ToolVitals data gives a compact view across 37 tools using ToolVitals score, health score, shipping score, GitHub stars, and status.

This ranking is ordered by ToolVitals score first, with GitHub stars used only as a secondary popularity signal when scores are tied. That means highly starred projects can rank below smaller projects if their ToolVitals score is lower, while ties at the top are separated by GitHub star count.

Rankings

Rank	Tool	Health	Shipping	GitHub Stars	Score	Status
1	CocoIndex	92	100	9201	94	🟢 Excellent
2	Benthos	97	100	8662	94	🟢 Excellent
3	Jitsu	97	100	4759	94	🟢 Excellent
4	RudderStack	97	100	4405	94	🟢 Excellent
5	Sail	92	100	2447	94	🟢 Excellent
6	Pixeltable	92	100	1550	94	🟢 Excellent
7	dbmazz	92	100	10	94	🟢 Excellent
8	Dagster	97	88	15467	93	🟢 Excellent
9	dbt	97	88	12731	93	🟢 Excellent
10	Altimate Code	88	100	571	93	🟢 Excellent
11	CloudQuery	91	95	0	93	🟢 Excellent
12	MLRun	86	100	1666	92	🟢 Excellent
13	Bruin	86	100	1583	92	🟢 Excellent
14	Apache Airflow	92	88	45339	90	🟢 Excellent
15	Open Wearables	89	88	1601	89	🟢 Excellent
16	Multiwoven	92	100	1652	86	🟢 Excellent
17	parsimony	80	88	0	84	🟢 Excellent
18	Apache DevLake	91	72	3005	82	🟢 Excellent
19	Pathway	88	72	63285	81	🟢 Excellent
20	Meltano	81	56	2477	70	🟢 Good
21	HRFlow	70	56	39	64	🟢 Good
22	Airbyte	83	0	21231	46	🟡 Fair
23	Arroyo	71	0	4902	39	🔴 Needs Attention
24	qData	70	0	425	38	🔴 Needs Attention
25	AtroCore	70	0	217	38	🔴 Needs Attention
26	Mage	67	0	8720	37	🔴 Needs Attention
27	Zinc Labs	52	0	17822	29	🔴 Needs Attention
28	Seldon	52	0	4747	29	🔴 Needs Attention
29	DocETL	52	0	3746	29	🔴 Needs Attention
30	SyncMaven	52	0	22	29	🔴 Needs Attention
31	Automate DV	39	0	587	21	🔴 Needs Attention
32	AppBase	36	0	4921	20	🔴 Needs Attention
33	Ploomber	36	0	3626	20	🔴 Needs Attention
34	Documind	36	0	1473	20	🔴 Needs Attention
35	Neosync	32	0	4151	18	🔴 Needs Attention
36	Grouparoo	33	0	773	18	🔴 Needs Attention
37	Orchest	16	0	4140	9	🔴 Needs Attention

Top 3 Highlights

CocoIndex ranks first with a ToolVitals score of 94, a shipping score of 100, and 9,201 GitHub stars. Its description points to an incremental engine for long horizon agents, which makes it a different kind of data pipeline entry than traditional ETL or orchestration tools.

Benthos ranks second with the same ToolVitals score as CocoIndex at 94, but fewer GitHub stars at 8,662. It has a 97 health score and 100 shipping score, and its YAML-driven streaming pipeline model makes it one of the strongest-ranked general-purpose pipeline processors in this set.

Jitsu ranks third with a ToolVitals score of 94, 4,759 GitHub stars, a 97 health score, and a 100 shipping score. Its positioning as an open-source Segment alternative and real-time ingestion engine puts it squarely in the customer-data and event-pipeline category.

Want to see the full details, pricing, and trend data for every tool in Data Pipelines? Browse all Data Pipelines Tools →