Subcategory · AI Citation Index

ETL & Data Integration

The ETL market shows clear bifurcation between purpose-built data integration tools and general integration platforms. Fivetran's 66% shortlist rate with maximum model diversity signals strong cross-vendor consensus for modern ELT approaches, while Matillion (58%) and Airbyte (56%) demonstrate that both commercial and open-source cloud-native solutions compete effectively. Microsoft and Databricks at 50-55% reflect the gravitational pull of data platform ecosystems. Traditional enterprise iPaaS vendors like Boomi and MuleSoft lag significantly, suggesting buyers increasingly distinguish between application integration and analytics-focused data pipelines.

181 discovery queries · 331 head-to-heads · refreshed Jun 1, 2026

Discovery stage

The shortlist

Across 181 buyer-style "ETL & Data Integration" queries

9%24%38%52%66%Coverage — share of discovery prompts where the brand surfaces54%61%69%76%84%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Fivetran
7/7
2Azure Data Factory
7/7
3Qlik
7/7
4Databricks
6/7
5Matillion
6/7
1Fivetran
4/4
2Airbyte
4/4
3Stitch
4/4
4Matillion
4/4
5Azure Data Factory
4/4
1Informatica PowerCenter
4/4
2Talend Data Fabric
4/4
3IBM Datacap
4/4
4Azure Data Factory
4/4
5Databricks
4/4
1Fivetran
4/4
2Airbyte
4/4
3Mulesoft
4/4
4Matillion
4/4
5Databricks
4/4
1Connect
4/4
2Fivetran
4/4
3Microsoft
4/4
4Azure Data Factory
4/4
5Qlik
4/4
1Chain
4/4
2Microsoft
4/4
3Fivetran
4/4
4SAP
4/4
5Boomi
4/4
1Fivetran
3/3
2Airbyte
3/3
3Supermetrics
3/3
4Hightouch
3/3
5Stitch
2/3
1Fivetran
3/3
2Confluent
3/3
3Airbyte
3/3
4Mulesoft
3/3
5Azure Data Factory
3/3
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · etl-data-integration

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 12/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand08172533Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 12/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Citation sources

Where AI pulls citations from

788 citations captured across ETL & Data Integration prompt runs.

Vendor pages

313

Product, help, and marketing pages from tracked vendors

Independent sources

187

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top ETL & Data Integration questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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