ELT and Data Transformation Tools | Parse

ELT and Data Transformation Tools in AI answers

Data as of Oct 18, 2026Based on 318 AI responsesReviewed by Dimitry Apollonsky

AI summary

Fivetran holds a clear lead across ELT scenarios, routinely suggested for automated pipelines, reliable pre-built connectors, and enterprise security. When teams focus on transparent usage pricing and controlling runaway warehouse costs, Airbyte becomes the usual answer.

Most-mentioned brands

Rank and Mentioned in · since Jul 6

#	Brand	Recommended for	Mentioned in
1	Fivetran 83% fully managed, automated data pipelines moving SaaS and database sources into warehouses	fully managed, automated data pipelines moving SaaS and database sources into warehouses	83%
2	Airbyte 68% self-hosted deployments needing flexible custom connectors and strict data sovereignty controls	self-hosted deployments needing flexible custom connectors and strict data sovereignty controls	68%
3	Matillion 42% pushdown ELT transforming data inside cloud platforms like Snowflake and Redshift	pushdown ELT transforming data inside cloud platforms like Snowflake and Redshift	42%
4	dbt 33% SQL-based transformations requiring transparent modeling, testing, and reviewable version control	SQL-based transformations requiring transparent modeling, testing, and reviewable version control	33%
5	Informatica 23% hybrid enterprise architectures moving massive legacy on-premise data with governance	hybrid enterprise architectures moving massive legacy on-premise data with governance	23%
6	Estuary 22% real-time streaming pipelines requiring key-based merge semantics and incremental backfills	real-time streaming pipelines requiring key-based merge semantics and incremental backfills	22%
7	Hevo Data 16%		16%
8	SQLMesh · tobikodata.comTobiko Data product line 11%		11%
9	Meltano 11% code-first data integration workflows managed as software development projects	code-first data integration workflows managed as software development projects	11%
10	Azure Data FactoryMicrosoft product line 10% native hybrid data movement designed specifically for the Microsoft cloud ecosystem	native hybrid data movement designed specifically for the Microsoft cloud ecosystem	10%
11	Databricks 10% unified lakehouse processing and large-scale enterprise data engineering workflows	unified lakehouse processing and large-scale enterprise data engineering workflows	10%
12	Snowflake 9%		9%
13	Google Cloud DataformAlphabet product line 9%		9%
14	dltHub 9%		9%
15	AWS GlueAmazon product line 9%		9%
16	Rivery 8%		8%
17	Google Cloud BigQueryAlphabet product line 8%		8%
18	Qlik Talend CloudQlik product line 8%		8%
19	Coalesce 8%		8%
20	Integrate.io 7%		7%
21	Qlik 7%		7%
22	Informatica Intelligent Data Management CloudInformatica product line 6%		6%
23	Workato 5%		5%
24	Snowflake AISnowflake product line 5% native warehouse transformations and cost management within cloud data environments	native warehouse transformations and cost management within cloud data environments	5%
25	Databricks Data Intelligence PlatformDatabricks product line 5%		5%
26	Skyvia 4%		4%
27	Microsoft FabricMicrosoft product line 4%		4%
28	Amazon RedshiftAmazon product line 4%		4%
29	Streamkap 4%		4%
30	Qlik ReplicateQlik product line 3%		3%
31	Talend 3%		3%
32	Microsoft AzureMicrosoft product line 3%		3%
33	Hightouch 3%		3%
34	Airbyte CloudAirbyte product line 3%		3%
35	MulesoftOwned by Salesforce 3%		3%
36	Apache AirflowApache Software Foundation product line 3%		3%
37	Stitch 2%		2%
38	Boomi 2%		2%
39	IBM DataStageIBM product line 2%		2%
40	Microsoft 2%		2%
41	SnapLogic 2%		2%
42	Dagster 2%		2%
43	HVRFivetran product line 2%		2%
44	AWSAmazon product line 2%		2%
45	SQLMesh · sqlmesh.readthedocs.io 2%		2%
46	Weld 2%		2%
47	dbt Clouddbt product line 2%		2%
48	Gemini for BigQuery 2%		2%
49	ETLWorks 1%		1%
50	Oracle Cloud Infrastructure Data IntegrationOracle product line 1%		1%
51	dbt Coredbt product line 1%		1%
52	Qlik Data IntegrationQlik product line 1%		1%
53	Striim 1%		1%
54	Microsoft Fabric Community 1%		1%
55	Google Cloud Integration ConnectorsAlphabet product line 1%		1%
56	AWS PrivateLinkAmazon product line 1%		1%
57	IBM 1%		1%
58	Azure Private LinkMicrosoft product line 1%		1%
59	Domo 1%		1%
60	Singer 1%		1%
61	Vanta 1%		1%
62	Drata 1%		1%
63	Oracle 1%		1%
64	Salesforce CRMSalesforce product line 1%		1%
65	AWS Database Migration ServiceAmazon product line 1%		1%
66	Debezium 1%		1%
67	Zendesk 1%		1%
68	Google Cloud DataflowAlphabet product line 1%		1%
69	Dataddo 1%		1%
70	MuleSoft Anypoint PlatformSalesforce product line 1%		1%
71	Celigo 1%		1%
72	Portable 1%		1%
73	Oracle IntegrationOracle product line 1%		1%
74	Atlan 1%		1%
75	Bruin 1%		1%
76	Amazon Web ServicesAmazon product line 1%		1%
77	DuckDB 1%		1%
78	Astronomer 1%		1%
79	Google CloudAlphabet product line 1%		1%
80	Tray.ai 1%		1%
81	Reco AI 1%		1%
82	GCP Private Service ConnectAlphabet product line 1%		1%
83	Zylo 1%		1%
84	Azure Synapse AnalyticsMicrosoft product line 1%		1%
85	Attunity 1%		1%
86	Prismatic 1%		1%
87	Microsoft Power BIMicrosoft product line 1%		1%
88	Prefect 1%		1%
89	Keboola <1%		<1%
90	Snowflake Open CatalogSnowflake product line <1%		<1%
91	Talend Data FabricTalend product line <1%		<1%
92	Etleap <1%		<1%
93	DataHub <1%		<1%
94	Qlik Data MovementQlik product line <1%		<1%
95	CData SyncCData Software product line <1%		<1%
96	Google Cloud Data FusionAlphabet product line <1%		<1%
97	Oracle Data IntegratorOracle product line <1%		<1%
98	Mage <1%		<1%
99	Tablum.io <1%		<1%
100	Artie <1%		<1%