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 adoptedPackage Downloads 0.26Integrations 0.15Github Activity 0.09Stackoverflow 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	78	medium · 61%	n/a
2	PrefectDurable orchestration for data, ML, and agents	76	low · 44%	n/a
3	Apache Airflow	74	low · 49%	n/a
4	Apache Spark	74	low · 12%	n/a
5	Airbyte	73	medium · 58%	n/a
6	MeltanoThe only EL tool built for data engineers	72	low · 36%	n/a
7	DagsterAI-native DataOps platform	72	medium · 52%	n/a
8	KestraOpen-source orchestration platform for data, AI, and infrastructure workflows	69	low · 48%	n/a
9	Estuary FlowBuild fully managed real-time data pipelines in minutes	69	medium · 60%	n/a
10	dbt Core	67	medium · 57%	n/a
11	Hevo DataFully managed, high-throughput data movement	66	low · 37%	n/a
12	RiveryYour complete data stack solution	63	medium · 60%	n/a
13	Apache FlinkStateful Computations over Data Streams	62	low · 28%	n/a
14	Apache NiFiAn easy to use, powerful, and reliable system to process and distribute data	61	low · 11%	n/a
15	StitchSimple, extensible ETL built for data teams	60	medium · 64%	n/a
16	Hightouch	58	medium · 60%	n/a
17	dltBuild with dlt. Ship with dltHub.	57	low · 48%	n/a
18	MageData and AI Workflows That Run on Autopilot	57	medium · 59%	n/a
19	Mage AIData and AI Workflows That Run on Autopilot	57	medium · 60%	n/a
20	TalendTrusted, AI-Ready Data Integration & Quality	49	low · 30%	n/a
21	MatillionThe world's first AI Data Automation platform	36	low · 40%	n/a
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Ranked by the Vioscale composite: independent signals, not user reviews. See the method.