Index › Data platform › ETL › Enterprise › September 2026 Edition

ETL and ELT for enterprise buyers

Asked as “ETL tool”, and as “data pipeline and ELT platform”, on behalf of an enterprise B2B company. 39 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Fivetran

Clear leader

49% of first choices, clear leader.

ShowinginAll 67 categories in the September 2026 Edition →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

Small business

Airbyte36%ContestedStanding →Mid-market

Airbyte32%ContestedStanding →Enterprise

Fivetran49%Clear leaderThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

Fivetran25%53endorsed leader

Integrate.io4%25accepted challenger

Airbyte9%43accepted challenger

Matillion3%35accepted challenger

Informatica Intelligent Data Management Cloud36%11criticized challenger

Informatica38%24criticized challenger

Talend37%41criticized challenger

Informatica PowerCenter57%14criticized challenger

Show the nine products at 0%, ordered by negative rate

Microsoft SQL Server Integration Services62%13criticized challenger

IBM DataStage43%21criticized challenger

Hevo Data33%21criticized challenger

Stitch25%12criticized challenger

Azure Data Factory22%23accepted challenger

AWS Glue15%27accepted challenger

Apache Airflow8%13accepted challenger

dbt4%25accepted challenger

Databricks0%10accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Airbyte vs Fivetran Airbyte vs Integrate.io Fivetran vs Integrate.io

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default

Negative label rate →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative60%

Key

Fivetran49%

Integrate.io28%

Airbyte5%

Matillion5%

Informatica Intelligent Data Management Cloud5%

Informatica3%

Talend3%

Informatica PowerCenter3%

dbt0%

AWS Glue0%

Azure Data Factory0%

Apache Airflow0%

Databricks0%

Hevo Data0%

Stitch0%

IBM DataStage0%

Microsoft SQL Server Integration Services0%

02What they warned about

Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.1 Fast, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.

Fivetran

25%

13 of 53 labels negative · 9 of 12 models

“Fivetran uses consumption-based pricing on Monthly Active Rows, and as of 2026, deletes count toward MAR, so bills can climb with high-churn tables.” Claude Haiku 4.5, negative prompt

IBM DataStage

43%

9 of 21 labels negative · 8 of 12 models · 6 hard negative

“Categories of tools to avoid or use with caution ... Older **Informatica** versions, **IBM DataStage**” GLM 4.7 FlashX, negative prompt

Talend

37%

15 of 41 labels negative · 8 of 12 models · 6 hard negative

“Talend Open Studio was discontinued in January 2024... roadmap uncertainty, and per-connector pricing can become expensive” MiniMax M2.5, negative prompt

Informatica PowerCenter

57%

8 of 14 labels negative · 6 of 12 models · 4 hard negative

“Tools to Avoid or Approach with Extreme Caution: Informatica PowerCenter / IDMC ... High TCO ... TCO is a red flag” Grok 4.1 Fast, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

63 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 861 links across 229 sites, every framing counted. Ranked by the number of answers carrying the site or page.

integrate.io

vendor site · Integrate.io47 answers · 98 citations · 10 models

hevodata.com

vendor site · Hevo Data44 answers · 72 citations · 10 models

fivetran.com

vendor site · Fivetran26 answers · 47 citations · 11 models

stacksync.com

vendor site · Stacksync25 answers · 26 citations · 10 models

airbyte.com

vendor site · Airbyte20 answers · 33 citations · 10 models

solutionsreview.com

17 answers · 18 citations · 9 models

sqream.com

17 answers · 17 citations · 8 models

skyvia.com

vendor site · Skyvia15 answers · 18 citations · 7 models

g2.com

14 answers · 18 citations · 10 models

estuary.dev

vendor site · Estuary14 answers · 17 citations · 8 models

domo.com

vendor site · Domo14 answers · 15 citations · 8 models

freshcodeit.com

14 answers · 14 citations · 8 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

hevodata.com/learn/etl-tools-for-enterprise-data-integration

28 answers · 9 models

stacksync.com/blog/26-best-etl-tools-2025-curated-list

25 answers · 10 models

integrate.io/blog/top-7-etl-tools

24 answers · 10 models

sqream.com/blog/best-etl-tools

17 answers · 8 models

integrate.io/blog/best-etl-tools-for-large-scale-data-processing

16 answers · 10 models

fivetran.com/learn/etl-tools

14 answers · 8 models

freshcodeit.com/blog/top-5-enterprise-etl-tools

14 answers · 8 models

blog.coupler.io/etl-tools

10 answers · 9 models

g2.com/categories/etl-tools/enterprise

10 answers · 9 models

solutionsreview.com/data-integration/the-best-etl-tools-extract-transform-load

10 answers · 8 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.

ModelDirect“What is the best ETL tool for an enterprise B2B company?”Paraphrase“Which data pipeline and ELT platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ETL tools and how do they differ?”Budget-constrained“What is the best ETL tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a ETL tool. What should we look at?”Negative“Which ETL tools should a large enterprise avoid or be cautious about?”

Claude Haiku 4.5Informatica PowerCenter

Four alternatives

Apache NiFi, Matillion, Microsoft SQL Server Integration Services, Talend

Fivetran, Integrate.ioChanged

Five alternatives

Apache Airflow, Azure Data Factory, IBM DataStage, Informatica PowerCenter, dbt

Integrate.io

Three alternatives

AWS Glue, Airbyte, Informatica

against: FivetranIntegrate.iono first choiceagainst: Fivetran, Google Cloud Dataflow, Informatica PowerCenter

GPT-5.4 miniFivetran

Three alternatives

IBM DataStage, Informatica, Matillion

against: AirbyteFivetranHeld

Five alternatives

AWS Glue, Azure Data Factory, Databricks, Snowflake, dbt

Informatica

Seven alternatives

AWS Glue, Airbyte, Apache NiFi, Fivetran, Matillion, Microsoft SQL Server Integration Services, Talend

Fivetran

One alternative

Airbyte

against: Informatica Intelligent Data Management Cloudno first choicenothing named

Gemini 3.5 FlashFivetran

Eight alternatives

Census, Confluent Cloud, Estuary Flow, Hevo Data, Hightouch, Informatica Intelligent Data Management Cloud, Integrate.io, dbt

FivetranHeld

Three alternatives

Airbyte, Informatica, Matillion

no first choice

Six alternatives

AWS Glue, Fivetran + dbt Labs, IBM DataStage, Informatica Intelligent Data Management Cloud, Microsoft Azure Data Factory (ADF) / Microsoft Fabric, Talend

Airbyte

Seven alternatives

AWS Glue, Apache Airflow, Azure Data Factory, Etlworks, Integrate.io, Matillion, dbt

against: dbtFivetran

Two alternatives

Airbyte, Matillion

against: Informatica Intelligent Data Management Cloudagainst: Fivetran, IBM DataStage, Informatica Intelligent Data Management Cloud, Informatica PowerCenter, Make, Microsoft SQL Server Integration Services, Oracle Data Integrator, Stitch, Workato, Zapier

Perplexity SonarFivetran

Five alternatives

Airbyte, IBM DataStage, Informatica, Talend, dbt

FivetranHeld

Three alternatives

Informatica, Matillion, Talend

Fivetran

Five alternatives

Airbyte, IBM DataStage, Informatica, Integrate.io, Matillion

Integrate.iono first choiceagainst: AWS Glue, Azure Data Factory, Fivetran, Hevo Data, IBM DataStage, Informatica, Talend

Grok 4.1 FastInformatica Intelligent Data Management Cloud, Matillion

Three alternatives

Databricks, Fivetran, dbt

FivetranChanged

Two alternatives

Airbyte, dbt

against: Hevo Data, Informatica, StitchInformatica Intelligent Data Management Cloud (IDMC) / PowerCenter

Four alternatives

AWS Glue, Azure Data Factory, Matillion, Talend

against: Microsoft SQL Server Integration ServicesIntegrate.io

Four alternatives

AWS Glue, Airbyte, Hevo Data, Matillion

against: Fivetran, Informatica Intelligent Data Management CloudIntegrate.io

Six alternatives

Airbyte, Fivetran, Hevo Data, Matillion, Stitch, Talend

against: Fivetran, IBM DataStage, Informatica PowerCenter, Microsoft SQL Server Integration Services, SAP Data Services, Talend

Mistral Smallno first choiceFivetranChanged

Four alternatives

Airbyte, Informatica PowerCenter, Matillion, Talend

Informatica PowerCenter / IDMC

Eight alternatives

AWS Glue, Azure Data Factory, Fivetran, IBM DataStage, Matillion, Oracle Data Integrator, SAP Data Services, Talend

against: Microsoft SQL Server Integration ServicesIntegrate.ioagainst: Hevo Data, Talendno first choiceagainst: Fivetran, Hevo Data, IBM DataStage, IBM InfoSphere, Informatica PowerCenter, Integrate.io, Oracle GoldenGate

DeepSeek V4 FlashFivetran

Seven alternatives

AWS Glue, Airbyte, Apache Airflow, Azure Data Factory, Dagster, Google Cloud Dataflow, dbt

against: StitchFivetranHeld

Five alternatives

Airbyte, Apache Airflow, Dagster, Snowflake, dbt

against: Informatica, Talendno first choiceIntegrate.io

Two alternatives

CloverDX, Stitch

against: Fivetran, Hevo Data, Informatica, Matillion, Talendno first choiceagainst: Airbyte, Apache NiFi, Fivetran, IBM DataStage, Informatica, Meltano, Pentaho Data Integration, Singer, Talend

Llama 4 Maverickno first choiceno first choiceHeldno first choiceIntegrate.ioIntegrate.io

Two alternatives

Hevo Data, Stacksync

nothing named

Qwen 3.7 FlashMatillion

Four alternatives

Azure Data Factory, Fivetran, Informatica, dbt

FivetranChanged

Three alternatives

Airbyte, Matillion, dbt

Informatica Intelligent Data Management Cloud

Three alternatives

Fivetran, Matillion, Talend

Informatica Intelligent Data Management Cloud

Two alternatives

Alteryx, Azure Data Factory

against: AWS Glue, Fivetranno first choiceagainst: Airbyte, Apache Airflow, Apache NiFi, Custom SQL Scripts / Stored Procedures, Fivetran, Informatica, Pentaho Data Integration, Talend

Kimi K2Airbyte, Fivetran

Three alternatives

AWS Glue, Azure Data Factory, Hevo Data

against: IBM DataStage, Informatica PowerCenter, TalendFivetranChanged

Two alternatives

Airbyte, Matillion

against: Hevo DataInformatica PowerCenter / Intelligent Data Management Cloud

Six alternatives

Fivetran, IBM DataStage, Matillion, Microsoft SQL Server Integration Services, Oracle Data Integrator, Talend

Integrate.io

Two alternatives

Fivetran, Informatica Intelligent Data Management Cloud

against: Talendno first choiceagainst: Informatica PowerCenteragainst: Azure Data Factory, Fivetran, IBM DataStage, Informatica PowerCenter, Microsoft SQL Server Integration Services, Pentaho Data Integration, Talend

GLM 4.7 FlashXno first choiceFivetranChanged

Four alternatives

Airbyte, Snowflake, Talend, dbt

IBM DataStage, Informatica PowerCenter

Eight alternatives

Airbyte, Fivetran, Hevo Data, Matillion, Microsoft SQL Server Integration Services, Oracle Data Integrator, SAP Data Services, Talend

Talendagainst: Airbyte, Fivetran, Hevo Data, Informaticano first choiceagainst: AWS Glue, Azure Data Factory, DuckDB, IBM DataStage, Informatica, Microsoft SQL Server Integration Services, Talend

MiniMax M2.5Fivetran, Informatica

One alternative

Matillion

FivetranChanged

Seven alternatives

Airbyte, Apache Airflow, Google BigQuery, Great Expectations, Matillion, Snowflake, dbt

against: AWS Glue, Azure Data Factory, Google Cloud Dataflow, TalendInformatica PowerCenter

Seven alternatives

Airbyte, Fivetran, IBM DataStage, Informatica, Matillion, Oracle Data Integrator, Talend

Integrate.io

Two alternatives

Airbyte, Etlworks

against: Informatica, Microsoft SQL Server Integration Services, Talendno first choiceagainst: Azure Data Factory, IBM DataStage, Informatica PowerCenter, Microsoft SQL Server Integration Services, Talend

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

Seventy-two rows: every prompt, every model, every answer.

Prompt	Model	Version string	Time (UTC)	Searched	Sources	Latency
Direct recommendation	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 09:52	no	0	5 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 12:47	yes	3	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 14:03	yes	13	24 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 10:27	yes	20	6 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 09:49	yes	31	14 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 13:59	yes	5	19 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 09:34	yes	10	18 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 11:41	yes	5	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 13:34	no	0	31 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 10:32	yes	10	20 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 13:24	yes	10	77 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 12:57	yes	7	30 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 13:17	yes	9	7 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 13:15	yes	3	5 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 13:47	yes	17	33 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 11:06	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 09:40	yes	38	15 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 12:05	yes	14	12 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 09:44	yes	19	20 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 12:19	yes	5	3 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 12:43	yes	10	30 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 09:31	yes	20	55 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 10:07	yes	19	64 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 14:04	no	0	80 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 13:15	yes	9	11 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 14:09	yes	4	13 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 11:42	yes	17	28 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 14:05	yes	20	11 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 09:32	yes	23	15 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 11:48	yes	9	14 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 11:21	yes	9	16 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 10:58	yes	5	3 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 10:23	yes	5	47 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 12:45	yes	13	38 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 09:34	yes	15	137 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 12:37	yes	5	18 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 09:36	yes	17	8 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 12:17	yes	4	8 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 13:21	yes	18	32 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 14:03	yes	20	5 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 12:39	yes	46	17 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 13:31	yes	5	5 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 13:36	yes	26	39 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 10:25	yes	5	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 13:47	no	0	38 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 11:51	yes	14	28 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 10:10	yes	27	103 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 13:29	yes	16	88 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 10:05	yes	18	12 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 10:22	no	0	9 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 14:08	no	0	18 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 13:39	yes	19	10 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 12:15	yes	12	11 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 10:58	no	0	10 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 12:36	yes	25	31 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 12:05	yes	5	5 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 13:03	yes	10	47 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 10:25	yes	13	27 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 10:36	yes	23	58 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 14:16	no	0	53 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 11:00	yes	16	16 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 14:02	no	0	7 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 12:32	yes	16	31 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 13:22	yes	20	8 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 11:53	yes	33	16 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 12:48	yes	10	12 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 14:10	yes	27	27 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 13:36	yes	5	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 11:47	yes	24	55 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 10:25	yes	15	41 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 12:53	yes	13	70 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 11:59	yes	18	43 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

Hevo read as Hevo Data

Unresolved, counted raw

Ab Initio

Advanced ETL Processor

CloverDX

Confluent Schema Registry + Flink

Custom SQL Scripts / Stored Procedures

Databricks Delta Live Tables

Fivetran + dbt Labs (Merged)

IBM Cloud Pak for Data / InfoSphere

Informatica Intelligent Data Management Cloud (IDMC) / PowerCenter

Informatica PowerCenter / Intelligent Data Management Cloud (IDMC)

LeadJourney

Microsoft Azure Data Factory (ADF) / Microsoft Fabric

Nexla

Oracle Data Integration

Oracle GoldenGate

Discontinued, still offered

No shut-down product was recommended here.

ETL and ELT for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in data platform