Data Engineering Tools

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Top signal weightsIntegrations 0.17Package Downloads 0.15Github Activity 0.10Capabilities 0.09

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Ranking basisMost secureSecurity Posture 0.21Integrations 0.15Package Downloads 0.13Github Activity 0.09

Same facts, re-weighted. Only the weighting changes, never the underlying evidence.

Data Engineering Tools ranked by Vioscale composite score
#	Software	Score	Confidence	Vendor
1	CensusThe data foundation for AI	81	medium · 61%	n/a
2	Apache Spark	74	low · 13%	n/a
3	Airbyte	73	medium · 61%	n/a
4	MeltanoThe only EL tool built for data engineers	72	low · 25%	n/a
5	PrefectDurable orchestration for data, ML, and agents	71	low · 47%	n/a
6	Apache Airflow	71	low · 36%	n/a
7	DagsterAI-native DataOps platform	69	medium · 54%	n/a
8	Estuary FlowBuild fully managed real-time data pipelines in minutes	65	medium · 60%	n/a
9	Hevo DataFully managed, high-throughput data movement	64	low · 42%	n/a
10	Hightouch	63	medium · 60%	n/a
11	KestraOpen-source orchestration platform for data, AI, and infrastructure workflows	63	medium · 51%	n/a
12	StitchSimple, extensible ETL built for data teams	63	medium · 64%	n/a
13	Apache FlinkStateful Computations over Data Streams	62	low · 18%	n/a
14	Apache NiFiAn easy to use, powerful, and reliable system to process and distribute data	61	low · 11%	n/a
15	RiveryYour complete data stack solution	58	medium · 60%	n/a
16	dltBuild with dlt. Ship with dltHub.	57	low · 33%	n/a
17	TalendTrusted, AI-Ready Data Integration & Quality	57	low · 37%	n/a
18	dbt Core	57	medium · 59%	n/a
19	MageData and AI Workflows That Run on Autopilot	54	medium · 59%	n/a
20	Mage AIData and AI Workflows That Run on Autopilot	54	medium · 60%	n/a
21	MatillionThe world's first AI Data Automation platform	36	low · 27%	n/a
No tools on this page match that name.

Ranked by the Vioscale composite: independent signals, not user reviews. See the method.