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 basisBest valuePackage Downloads 0.16Integrations 0.15Price Level 0.15Github 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	Apache Spark	80	low · 19%	n/a
2	CensusThe data foundation for AI	78	medium · 61%	n/a
3	Airbyte	74	medium · 61%	n/a
4	MeltanoThe only EL tool built for data engineers	74	low · 40%	n/a
5	DagsterAI-native DataOps platform	72	medium · 54%	n/a
6	Apache Airflow	71	low · 49%	n/a
7	KestraOpen-source orchestration platform for data, AI, and infrastructure workflows	71	medium · 50%	n/a
8	Estuary FlowBuild fully managed real-time data pipelines in minutes	71	medium · 60%	n/a
9	PrefectDurable orchestration for data, ML, and agents	68	low · 46%	n/a
10	RiveryYour complete data stack solution	65	medium · 60%	n/a
11	Apache FlinkStateful Computations over Data Streams	62	low · 25%	n/a
12	Hightouch	62	medium · 60%	n/a
13	Apache NiFiAn easy to use, powerful, and reliable system to process and distribute data	61	low · 15%	n/a
14	MageData and AI Workflows That Run on Autopilot	61	medium · 59%	n/a
15	Mage AIData and AI Workflows That Run on Autopilot	61	medium · 60%	n/a
16	dbt Core	59	medium · 59%	n/a
17	Hevo DataFully managed, high-throughput data movement	57	low · 41%	n/a
18	StitchSimple, extensible ETL built for data teams	54	medium · 64%	n/a
19	dltBuild with dlt. Ship with dltHub.	51	medium · 50%	n/a
20	TalendTrusted, AI-Ready Data Integration & Quality	48	low · 23%	n/a
21	MatillionThe world's first AI Data Automation platform	36	low · 30%	n/a
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Ranked by the Vioscale composite: independent signals, not user reviews. See the method.