Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 50 → 59 of 81
Google Cloud · 1 category · RankedGoogle Cloud Composer
21Judge labels
0First choices
3Negative labels
11 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
0% in Orchestration for enterprise buyers
Rank 24 of 79 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 25% of its 8 labels there were negative.
By buyer segmentRead the same way at every buyer size.
Small business61 of 86
0%3 labels
under the label threshold
Mid-market24 of 79
0%8 labels
under the label threshold
Enterprise19 of 108
0%10 labels
accepted challenger
In orchestration · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Google Cloud Composer for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Workflow orchestration | Data platform | 0% | 24 of 79 | 25% | 8 | under 10 labels · led by Prefect at 21% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Google Cloud Composer held within the floor in its one category: no change cleared 11 points.
Best category · Orchestration · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 30 → 23 of 72
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 19 of 103, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Orchestration | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 30 → 24 of 79 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Google Cloud Composer across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Google Cloud Composer across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct0 labelsNone
Paraphrase13 labelsNone
Comparative1 labelNone
Budget-constrained1 labelNone
Scale-constrained2 labelsNone
Negative4 labelsNone
First choiceAlternativeMentionNegative21 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“it is highly recommended to use a managed version (like Google Cloud Composer or Amazon MWAA)” Qwen 3.7 Flash · Orchestration · paraphrase prompt · alternative
“Mitigation: Use managed services like Google Cloud Composer or AWS MWAA.” Grok 4.20 · Orchestration · negative prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Expensive, still has Airflow's complexity, version lag” Kimi K2 · Orchestration · negative prompt · soft negative
“the pricing is hard to justify for smaller teams” Muse Glimmer 30B · Orchestration · budget prompt · soft negative
Named alongside
The products named in the same answers as Google Cloud Composer, over the 21 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Google Cloud Composer was named but was not.ShowHide
Named alongside
The products named in the same answers as Google Cloud Composer, over the 21 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Google Cloud Composer was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Google Cloud Composer. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 18 of the 21 answers that named Google Cloud Composer and are not a share of its labels.
Domains cited
cognism.com11
datamation.com8
getorchestra.io8
kestra.io8
aimultiple.com7
etlclub.net7
airflow.apache.org6
dev.to6
ovaledge.com6
tech-insider.org6
Seventy-three of the seventy-three domain citations in answers naming Google Cloud Composer came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
google.dev is not in Google's top ten for any of the category's searches. In the answers, Google Cloud Composer takes 0% of first choices and Prefect takes 21%.ShowHide
Search and answers
google.dev is not in Google's top ten for any of the category's searches. In the answers, Google Cloud Composer takes 0% of first choices and Prefect takes 21%.
ShowHideIn search
Google, US estimatesPosition for “workflow orchestration tool”
–
not in the top ten
Position for “workflow orchestration tools”
–
not in the top ten
- Searches for its name, Google
- 260 a month (“google cloud composer”)
- AI search demand for its name, est.
- 5 a month
- Organic visits to its site
- about 881,346 a month
- Searches its site ranks for
- 22,650 · 2,977 in the top three
- Sites linking to it
- 29,239
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
0%
rank 24 of 79 in orchestration
Segment leader
21%
Prefect
- First choices
- 0 across its categories
- Named in
- 21 answers
- Its own site cited
- in 18 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
Names read as Google Cloud Composer
What the judge wrote, as written, with how often. The vendor table decides that these count as Google Cloud Composer; a claim can dispute any of them.
Cloud Composer 3GCP Cloud Composer 1
Follow Google Cloud Composer
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Google Cloud is the company behind Google Cloud Composer.ShowHide
The company
Google Cloud is the company behind Google Cloud Composer.
ShowHideOn record
Company records- Also from Google Cloud
- Google 2-Step Verification, Google Alerts, Google AlloyDB for PostgreSQL, Google Analytics, Google Antigravity, Google Artifact Registry, Google AutoML, Google BigQuery ML and 84 more
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Google Cloud Composer's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Google Cloud Composer, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Google Cloud Composer by email, built from the raw record of the edition. It shows:
- where Google Cloud Composer is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Google Cloud Composer, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.