Database migration tools: AI search visibility ranking (2026)
How AI search engines rank database migration 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. Database migration tools used to move production data, replicate changes, modernize legacy systems, and reduce risk during database cutovers. 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 Database migration tools, AI engines frequently point to Airbyte as the leader, highlighting its prominence with a visibility percentage of 25.0. Other notable names like Bytebase and AWS Database Migration Service also get mentioned. Airbyte's influence is reflected in its citation percentage of 62.5, indicating substantial recognition in the field.
The rankings are heavily influenced by sources like skyvia.com and fivetran.com, where AI engines often pull authoritative content. The inclusion of aggregator or review sites like reddit.com suggests that user-generated opinions and peer reviews are crucial, indicating real-world usability and effectiveness. Bytebase's own site, bytebase.com, also contributes, showcasing company-driven content as a significant factor.
For buyers evaluating options on this page, it is essential to consider what AI engines value, such as recent reviews and third-party validation. Topical authority also plays a role, especially if the database migration tool falls into specific subcategories. Ensuring that the tool is well-documented and recognized on these fronts can be a decisive factor in selection.
At a glance
What we observed in this category
Airbyte leads the database migration tools category with a composite score of 36.2, nearly 12 points ahead of second-ranked Bytebase at 23.8. The gap matters because Airbyte combines both high visibility (25%) and the strongest citation rate in the top five (62.5%), while most peers achieve one or the other but not both. With the category average visibility sitting at just 5.6%, Airbyte's 25% visibility represents more than four times the typical brand performance across all 20 tracked brands.
A sharp divergence exists between brands that get named and brands that get cited as sources. Liquibase matches Airbyte and AWS DMS on visibility at 25% but holds a 0% citation rate, meaning Google AI Mode mentions it without linking to it. Estuary and Matillion show the inverse pattern, each scoring 0% visibility but 37.5% citation rates, indicating the AI uses their content as source material without surfacing them as named recommendations. This named-versus-trusted split is one of the clearest structural patterns in this category.
Google AI Mode is the dominant engine across every tracked brand in this category, with no brand recording a top engine outside of it. Among cited sources, third-party and community sites feature prominently: skyvia.com, fivetran.com, reddit.com, and bladepipe.com all appear in the top cited sources list alongside brand-owned domains like bytebase.com and airbyte.com. This suggests the AI anchors its answers on a mix of comparison content, community discussion, and direct vendor documentation rather than relying on any single source type.
Movers & shakers since last refresh
Biggest visibility risers
-
Airbyte 0% → 25% · rank #2 → #1+25pp
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AWS Database Migration Service 0% → 25% · rank #3 → #3+25pp
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Liquibase 0% → 25% · rank #6 → #5+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
airbyte.com
|
25% | 62% | Google AI Mode |
Airbyte leads with a composite score of 36.2, visibility at 25% (nearly 4.5x the category average), and the highest citation rate of 62.5% among all top-five brands. |
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| 2 |
bytebase.com
|
12% | 50% | Google AI Mode |
Bytebase ranks second with a composite score of 23.8, a 50% citation rate that outperforms AWS DMS's 12.5%, despite both sharing similar mid-tier visibility at 12.5%. |
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| 3 |
aws.amazon.com
|
25% | 12% | Google AI Mode |
AWS DMS ties Airbyte on visibility at 25% but records only a 12.5% citation rate, the lowest in the top three, pulling its composite score down to 21.2. |
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| 4 |
hevodata.com
|
12% | 38% | Google AI Mode |
Hevo Data sits at rank four with a composite score of 20.0, a citation rate of 37.5% that exceeds AWS DMS, despite its visibility of 12.5% matching the category mid-range. |
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| 5 |
liquibase.com
|
25% | 0% | Google AI Mode |
Liquibase reaches 25% visibility, equal to Airbyte and AWS DMS, but holds a 0% citation rate, suggesting it is named in AI responses without being used as a cited source. |
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| 6 |
estuary.dev
|
0% | 38% | Google AI Mode |
| 7 |
matillion.com
|
0% | 38% | Google AI Mode |
| 8 |
informatica.com
|
12% | 0% | Google AI Mode |
| 9 |
azure.microsoft.com
|
0% | 12% | Google AI Mode |
| 10 |
cloud.google.com
|
0% | 12% | Google AI Mode |
| 11 |
red-gate.com
|
0% | 12% | Google AI Mode |
| 12 |
quest.com
|
0% | 0% | Google AI Mode |
| 13 |
continuent.com
|
0% | 0% | Google AI Mode |
| 14 |
talend.com
|
0% | 0% | Google AI Mode |
| 15 |
oracle.com
|
0% | 0% | Google AI Mode |
| 16 |
qlik.com
|
0% | 0% | Google AI Mode |
| 17 |
striim.com
|
0% | 0% | Google AI Mode |
| 18 |
percona.com
|
0% | 0% | Google AI Mode |
| 19 |
debezium.io
|
0% | 0% | Google AI Mode |
| 20 |
ibm.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on database migration 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 database migration 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 database migration tools AI visibility
Who leads AI visibility in database migration tools?
Airbyte leads with a composite score of 36.2, combining 25% visibility and a 62.5% citation rate, both the highest figures recorded in the top five brands.
What is the average visibility for brands in this category?
The category average visibility is 5.6% and the average citation rate is 13.8%, meaning most of the 20 tracked brands have very limited AI surface area in Google AI Mode.
Which brands are cited as sources but not named as recommendations?
Estuary and Matillion each hold 0% visibility but 37.5% citation rates, meaning Google AI Mode draws on their content as source material without surfacing them as named tools.
What sources does Google AI Mode cite most for database migration tool research?
The top cited sources include skyvia.com, fivetran.com, bytebase.com, reddit.com, and airbyte.com, reflecting a mix of comparison sites, community forums, and vendor documentation.
Are any brands visible in AI answers but never cited as sources?
Yes, Liquibase and Informatica both record 0% citation rates despite appearing in AI-generated answers, with Liquibase reaching 25% visibility and Informatica reaching 12.5%.
Which brands showed the largest visibility gains in this audit period?
Airbyte, AWS DMS, and Liquibase each recorded a visibility delta of 25 percentage points, rising from 0% to 25% visibility compared to the previous audit period.