Small business▲+2Since September 2026: 20% → 22%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
22%from 20% in September 2026
Inside the floor by 9 pointsRank 2 → 1 of 84
1 category · RankedConfluent Cloud
194Judge labels
69First choices
39Negative labels
14 / 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
61% in Streaming for enterprise buyers
Rank 1 of 98 in the mid-market standingendorsed leader
6 of 14 models made it the first choice on the direct prompt; 18% of its 61 labels there were negative.
What the models named instead of Confluent Cloud →By buyer segmentStrongest at enterprise.
Small business1 of 88
21%62 labels
criticized challenger
Mid-market1 of 98
39%61 labels
endorsed leader
Enterprise1 of 81
61%70 labels
endorsed leader
In streaming · 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 Confluent Cloud 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 |
|---|---|---|---|---|---|---|---|
| Streaming platforms | Data platform | 39% | 1 of 98 | 18% | 61 | endorsed leader | ▲+5Since September 2026: 32% → 37%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Confluent Cloud held within the floor in its one category: no change cleared 11 points.
Best category · Streaming · by segment
Mid-market▲+5Since September 2026: 32% → 37%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
37%from 32% in September 2026
Inside the floor by 6 pointsRank 1 of 94, unchanged
Enterprise=heldSince September 2026: 60% → 60%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
60%from 60% in September 2026
Inside the floor by 11 pointsRank 1 of 64, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Streaming | 32% | 37% | ▲+5Since September 2026: 32% → 37%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 98, unchanged |
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 Confluent Cloud 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 Confluent Cloud 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 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 2 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 2 | 3 | 0 | 0 | 5 |
| Perplexity Sonar | 1 | 0 | 1 | 1 | 3 |
| Grok 4.20 | 4 | 1 | 0 | 2 | 7 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 1 | 2 | 2 | 6 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 2 | 1 | 1 | 2 | 6 |
| Kimi K2 | 3 | 3 | 0 | 1 | 7 |
| GLM 4.7 FlashX | 2 | 1 | 1 | 1 | 5 |
| MiniMax M2.5 | 2 | 0 | 2 | 0 | 4 |
| GPT-6 Luna | 2 | 0 | 3 | 0 | 5 |
| Muse Glimmer 30B | 2 | 0 | 1 | 1 | 4 |
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
Direct32 labels20
Paraphrase40 labels32
Comparative32 labels11not counted in share
Budget-constrained32 labels6
Scale-constrained27 labels11
Negative31 labels4not counted in share
First choiceAlternativeMentionNegative194 labels in all, every segment counted; 69 of the 84 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.
“I would recommend Confluent Cloud as the default choice if you want the best balance of low operational burden, strong Kafka compatibility, and room to scale.” Perplexity Sonar · Streaming · paraphrase prompt · first choice
“For most mid-sized B2B companies, Confluent Cloud offers the best balance of managed simplicity, feature richness, and multi-cloud flexibility” Claude Haiku 4.5 · Streaming · paraphrase prompt · first choice
“The Industry Standard: Confluent Cloud ... If your priority is finding the safest path with the largest talent pool, Confluent is the leader.” Qwen 3.7 Flash · Streaming · direct prompt · first choice
“The gold standard. Includes built-in Flink, schema registries, and 120+ managed connectors. Excellent for heavy B2B integrations.” Gemini 3.5 Flash · Streaming · paraphrase prompt · first choice
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.
“Why cautious: High operational complexity (partition management, rebalancing, monitoring—even post-KRaft/ZooKeeper). Steep learning curve” Grok 4.20 · Streaming · negative prompt · soft negative
“production workloads with Standard clusters typically run $1,000–3,000/month — can get expensive quickly” DeepSeek V4 Flash · Streaming · budget prompt · soft negative
“Expensive as you scale... Often overkill for mid-market companies unless they truly need the extras.” Kimi K2 · Streaming · paraphrase prompt · soft negative
“standard Kafka hosting (like Confluent Cloud or AWS MSK) can get expensive quickly” Qwen 3.7 Flash · Streaming · budget prompt · soft negative
Named alongside
The products named in the same answers as Confluent Cloud, over the 188 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Confluent Cloud was named but was not.ShowHide
Named alongside
The products named in the same answers as Confluent Cloud, over the 188 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Confluent Cloud 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 Confluent Cloud. 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 170 of the 188 answers that named Confluent Cloud and are not a share of its labels.
Domains cited
confluent.ioYour site81
devopsschool.com68
redpanda.com67
dacast.com58
automq.com54
guideflow.com54
airbyte.com41
g2.com40
aws.amazon.com39
apidog.com38
459 of the 540 domain citations in answers naming Confluent Cloud came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Confluent Cloud stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Confluent Cloud stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimatesPosition for “event streaming platform”
1
Position for “event streaming platforms”
1
- Searches for its name, Google
- 1,300 a month (“confluent cloud”)
- AI search demand for its name, est.
- 15 a month
- Organic visits to its site
- about 180,829 a month
- Searches its site ranks for
- 11,020 · 1,563 in the top three
- Sites linking to it
- 12,597
- Paid Google search
- 4 searches its ads show for, about 9 clicks and $256 a month (estimate)
In answers
This editionShare of first choices
39%
rank 1 of 98 in streaming
First choices
69
across its categories
- Named in
- 188 answers
- Its own site cited
- in 170 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.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on confluent.io
11,740
subdomains included
Content
4,377
counted in the table below
Documentation
6,616
Product · Integration
131 · 34
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,814 | 9 | 2026-09-15 | ETL, Streaming | |
| Conference or event | 1,431 | undated | ETL, Streaming | ||
| Podcast or video | 331 | undated | ETL, IaC | ||
| News or press | 209 | undated | Streaming | ||
| Report or ebook | 199 | undated | Streaming, SIEM | ||
| Glossary or explainer | 165 | undated | Data warehouses, ETL | ||
| Case study | 106 | undated | |||
| Comparison | 61 | undated | ETL | ||
| Webinar or virtual event | 52 | 0 | 2020-04-29 | ETL | |
| Template or tool | 9 | undated |
Most recent
- 2026-09-15Aiven confluent redpanda streamnative and ververica form streamhouse working group blog
- 2026-09-15Third party risk assessments or how confluent helps you move faster with confidence blog
- 2026-09-14Automate kafka migration with kcp blog
- 2026-09-10Building an agentic soc on a stream blog
- 2026-08-27Hemut building the internet of freight on real time data blog
- 2026-08-182026 q3 confluent cloud launch blog
Events in person
Last twelve months
- October 21, 2026 to October 22, 2026MQ Summit 2026Haarlem · hybrid
As the event pages on confluent.io state them, read September 28, 2026.
How it is countedHide how it is counted
Every page confluent.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name ETL (29); 18 name the category the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Names read as Confluent Cloud
What the judge wrote, as written, with how often. The vendor table decides that these count as Confluent Cloud; a claim can dispute any of them.
Confluent 5Confluent Platform 2Apache Kafka & Confluent 1Apache Kafka / Confluent Cloud / Amazon MSK 1Apache Kafka/Confluent 1Confluent (Kafka) 1Confluent Cloud (managed Kafka) 1Confluent Cloud / Apache Kafka 1Confluent Cloud / Confluent Platform 1Confluent Cloud / Platform 1Confluent Cloud Standard 1Confluent Platform (and Cloud) 1Confluent/Kafka 1
Follow Confluent Cloud
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
Confluent Cloud is its own company.ShowHide
The company
Confluent Cloud is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Stream smarter with our fully managed, cloud-native Apache Kafka® service
- For
- Organizations of all sizes—from startups to global enterprises
- Price stated
- at a cost less than open source Kafka and your favorite hyperscaler with transparent consumption-based pricing confluent.io
- Starting price
- $0/Month confluent.io/pricing
- Free plan or trial
- Start for Free; $400 in credits to start building right away confluent.io
- Integrations claimed
- 120 confluent.io · 80 confluent.io/pricing · 200 confluent.io/confluent-cloud/security pages disagree
- Certifications
- SOC 2ISO 27001PCI DSSSOC 1SOC 3ISO 27701PCIGDPR readiness
- Hosting
- GlobalAWSAzureGCP
- Customers named
- SASNotionGEP10x BankingACERTUSAffin Hwang Asset ManagementAlight SolutionsAmway
What Confluent Cloud's own pages state, read September 28, 2026: confluent.io, confluent.io/pricing, confluent.io/confluent-cloud/security, confluent.io/use-case, confluent.io/customers. A claimed page can correct any of them.
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 Confluent Cloud'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 Confluent Cloud, 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 Confluent Cloud by email, built from the raw record of the edition. It shows:
- where Confluent Cloud 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 Confluent Cloud, 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.
Badges
Wins only: a badge exists where Confluent Cloud is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Confluent Cloud is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideAI models recommend Confluent Cloud first in Streaming platforms this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.