ETL tools: AI search visibility ranking (2026)
How AI search engines rank etl tools by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Data integration tools used to extract, transform, and load data between applications, databases, warehouses, and analytics environments. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about ETL tools, AI engines frequently highlight Skyvia, noted as the leader with a visibility percentage of 50.0%. Fivetran and Airbyte also consistently appear in discussions as top brands. These tools are often recommended based on their features, adaptability, and user satisfaction.
The rankings are shaped by data sourced from prominent domains such as youtube.com, integrate.io, and skyvia.com. These sources often act as aggregators or review sites, influencing the visibility and reputation of each brand. The citations from these outlets reflect a combination of user experiences, professional evaluations, and brand content.
For a buyer examining the chart, the focus should be on brands with strong visibility in recent reviews and ample third-party validation. What matters is the AI's recognition of topical authority and specifics about the tool's performance. Evaluating the latest feedback will give insight into a brand's current standing.
At a glance
What we observed in this category
Skyvia and Fivetran share the top visibility score of 50.0% in the ETL tools category, placing them far above the category average of 12.5%. The composite score gap is meaningful: Skyvia leads at 46.2 versus Fivetran at 42.5, partly because Skyvia's citation rate of 37.5% is higher than Fivetran's 25.0%. Both brands rose sharply from a previous visibility of 12.5%, suggesting a recent and significant shift in how Google AI Mode is representing this category.
The visibility-versus-citation divergence is most striking at ranks 4 through 6. Talend holds 37.5% visibility but a 0.0% citation rate, meaning it is named often but never used as a source. Integrate.io shows the inverse: 0.0% visibility but a 50.0% citation rate, matching Hevo Data's citation score despite Hevo Data appearing in far more responses. This split reveals that being referenced in AI answers and being trusted as a cited source are entirely separate outcomes in this category.
Google AI Mode is the top engine for every brand in the dataset, confirming that this category's AI visibility landscape is effectively a single-engine contest. The top cited sources include youtube.com, reddit.com, integrate.io, skyvia.com, and hevodata.com, suggesting the AI anchors on a mix of user-generated content platforms and brand-owned domains. Third-party or analyst sources are notably absent from the top cited list, which is an unusual pattern for a technical software category.
Movers & shakers since last refresh
Biggest visibility risers
-
Skyvia 12% → 50% · rank #2 → #1+38pp
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Fivetran 12% → 50% · rank #4 → #2+38pp
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Airbyte 0% → 38% · rank #8 → #3+38pp
Biggest visibility fallers
-
Estuary 12% → 0% · rank #7 → #12-12pp
-
Rivery 12% → 0% · rank #5 → #14-12pp
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Portable 12% → 0% · rank #6 → #15-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
skyvia.com
|
50% | 38% | Google AI Mode |
Skyvia leads the category with 50.0% visibility and a 37.5% citation rate, both well above the category averages of 12.5% and 10.6% respectively, and its domain appears directly in the top cited sources list. |
||||
| 2 |
fivetran.com
|
50% | 25% | Google AI Mode |
Fivetran matches Skyvia on visibility at 50.0% but trails on citation rate at 25.0%, producing a composite score of 42.5 versus Skyvia's 46.2, despite an identical visibility jump of 37.5 percentage points this period. |
||||
| 3 |
airbyte.com
|
38% | 12% | Google AI Mode |
Airbyte is the biggest rank mover in the category, climbing five places from rank 8 to rank 3, but its citation rate of 12.5% barely exceeds the category average and dropped 37.5 points from last period. |
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| 4 |
talend.com
|
38% | 0% | Google AI Mode |
Talend holds 37.5% visibility, three times the category average, yet posts a 0.0% citation rate, indicating Google AI Mode names it frequently without treating its domain as a trustworthy reference source. |
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| 5 |
hevodata.com
|
12% | 50% | Google AI Mode |
Hevo Data posts the highest citation rate in the top 5 at 50.0%, but its visibility of 12.5% equals only the category average, creating the widest citation-to-visibility gap among ranked brands. |
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| 6 |
integrate.io
|
0% | 50% | Google AI Mode |
| 7 |
matillion.com
|
12% | 12% | Google AI Mode |
| 8 |
aws.amazon.com
|
12% | 0% | Google AI Mode |
| 9 |
informatica.com
|
12% | 0% | Google AI Mode |
| 10 |
stitchdata.com
|
12% | 0% | Google AI Mode |
| 11 |
azure.microsoft.com
|
12% | 0% | Google AI Mode |
| 12 |
estuary.dev
|
0% | 12% | Google AI Mode |
| 13 |
keboola.com
|
0% | 12% | Google AI Mode |
| 14 |
rivery.io
|
0% | 0% | Google AI Mode |
| 15 |
portable.io
|
0% | 0% | Google AI Mode |
| 16 |
cdata.com
|
0% | 0% | Google AI Mode |
| 17 |
snaplogic.com
|
0% | 0% | Google AI Mode |
| 18 |
meltano.com
|
0% | 0% | Google AI Mode |
| 19 |
qlik.com
|
0% | 0% | Google AI Mode |
| 20 |
boomi.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on etl tools, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically. How AI search ranking works →
Get your own etl tools brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about etl tools AI visibility
Who leads AI visibility in ETL tools?
Skyvia and Fivetran are tied at 50.0% visibility, both far above the category average of 12.5%. Skyvia edges ahead on composite score at 46.2 versus Fivetran's 42.5, driven by a higher citation rate of 37.5% compared to Fivetran's 25.0%.
Which ETL brands are cited most often by Google AI Mode?
Hevo Data and Integrate.io share the highest citation rate in the dataset at 50.0% each, with Skyvia next at 37.5%. Integrate.io achieves this despite 0.0% visibility, meaning it is used as a source without appearing as a named recommendation.
What sources does AI cite most for ETL tools research?
The top cited sources include youtube.com, integrate.io, skyvia.com, hevodata.com, and reddit.com, suggesting Google AI Mode draws on both brand-owned domains and user-generated content platforms rather than independent analyst sites.
Which ETL brands are visible in AI answers but not cited as sources?
Talend has 37.5% visibility but a 0.0% citation rate, and AWS Glue, Informatica, and Stitch each show 12.5% visibility with 0.0% citation, indicating these brands are mentioned in responses but their domains are not used as references.
Which ETL brands have seen the biggest recent visibility changes?
Skyvia, Fivetran, and Airbyte each gained 37.5 percentage points in visibility this period, while Estuary, Rivery, and Portable each fell to 0.0% visibility after previously holding 12.5%, representing rank drops of 5 to 9 places.
How concentrated is AI visibility in the ETL tools category?
The top two brands hold 50.0% visibility each against a category average of 12.5%, and 10 of the 20 tracked brands hold ranks suggesting minimal or zero visibility, indicating a highly concentrated landscape.