Mid-marketnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 47 of 94, unchanged
1 category · Named, not rankedNetApp Instaclustr
1Judge labels
0First choices
0Negative labels
1 / 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.
Standing
1 label, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. NetApp Instaclustr was named 1 time in Streaming, where Confluent Cloud led with 39%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market47 of 98
0%1 label
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
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 NetApp Instaclustr 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 | 0% | 47 of 98 | 0% | 1 | under 10 labels · led by Confluent Cloud at 39% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, NetApp Instaclustr held within the floor in its one category: no change cleared 11 points.
Best category · Streaming · by segment
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Streaming | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 47 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 NetApp Instaclustr 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 NetApp Instaclustr 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 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
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
Paraphrase1 labelNone
Comparative0 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative1 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.
“NetApp Instaclustr is also worth considering because it offers fully managed Kafka across cloud or on-premises environments” Perplexity Sonar · Streaming · paraphrase 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.
No model argued against it.
Named alongside
The products named in the same answers as NetApp Instaclustr, over the 1 answer that named it. Took the first choice instead counts the answers where the other product was the first choice and NetApp Instaclustr was named but was not.ShowHide
Named alongside
The products named in the same answers as NetApp Instaclustr, over the 1 answer that named it. Took the first choice instead counts the answers where the other product was the first choice and NetApp Instaclustr 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 NetApp Instaclustr. 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 1 of the 1 answers that named NetApp Instaclustr and are not a share of its labels.
Domains cited
aws.amazon.com1
canonical.com1
confluent.io1
exoscale.com1
github.com1
instaclustr.comYour site1
inteca.com1
ksolves.com1
softwaremill.com1
vultr.com1
Nine of the ten domain citations in answers naming NetApp Instaclustr came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
instaclustr.com ranks 5 on Google for the category's searches. In the answers, NetApp Instaclustr takes 0% of first choices and Confluent Cloud takes 39%.ShowHide
Search and answers
instaclustr.com ranks 5 on Google for the category's searches. In the answers, NetApp Instaclustr takes 0% of first choices and Confluent Cloud takes 39%.
ShowHideIn search
Google, US estimatesPosition for “event streaming platform”
8
Position for “event streaming platforms”
–
not in the top ten
In answers
This editionShare of first choices
0%
rank 47 of 98 in streaming
Segment leader
39%
Confluent Cloud
- First choices
- 0 across its categories
- Named in
- 1 answers
- Its own site cited
- in 1 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 instaclustr.com
1,676
subdomains included
Content
915
counted in the table below
Documentation
459
Product · Integration
16 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 766 | 11 | 2026-09-28 | NoSQL, Vector databases | |
| Comparison | 53 | 2 | 2026-08-02 | Vector databases, NoSQL | |
| News or press | 47 | 3 | 2026-08-06 | ||
| Conference or event | 24 | 0 | 2025-11-17 | ||
| Case study | 16 | 1 | 2026-07-07 | ||
| Glossary or explainer | 6 | 0 | 2024-12-30 | ||
| Template or tool | 2 | 0 | 2025-01-22 | ||
| Report or ebook | 1 | undated |
Most recent
- 2026-09-28Mcp gateway rbac role based access control auth0 apache cassandra blog
- 2026-09-25Keep your engineers working on the roadmap not the database blog
- 2026-09-23Vector search apache cassandra rag retrieval blog
- 2026-09-21Build opensearch vector indexes faster with netapp instaclustr and nvidia cuvs blog
- 2026-09-21Free opensearch training course blog
- 2026-09-09Scaling agent systems with apache kafka and a2a part 5 the clockwork agent a java a2a example blog
How it is countedHide how it is counted
Every page instaclustr.com 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. 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.
Follow NetApp Instaclustr
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
NetApp Instaclustr is its own company.ShowHide
The company
NetApp Instaclustr is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Fully managed open source data platform
- For
- Trusted by enterprises
- Price stated
- Pricing varies based on customer needs. Contact us for a custom quote or visit our Pricing page. instaclustr.com
- Starting price
- 0.00 instaclustr.com
- Free plan or trial
- Try for Free; Free trial; No credit card required instaclustr.com
- Certifications
- SOC 2PCI DSSISO 27001ISO 27018GDPR ReadyHIPAA ReadyPCI DSS 4.0SOC 2 certification
- Hosting
- AWSAzureGCPOn-Premmulti-cloudAfrica (Cape Town)Asia Pacific (Hong Kong)Asia Pacific (Hyderabad)
- Customers named
- IBMPEGAPubNubOperataYour Store Wizards
- Not stated on the pages read
- Integrations
What NetApp Instaclustr's own pages state, read October 6, 2026: instaclustr.com, instaclustr.com/pricing, instaclustr.com/blog/category/security, instaclustr.com/platform, instaclustr.com/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 NetApp Instaclustr'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 NetApp Instaclustr, 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 NetApp Instaclustr by email, built from the raw record of the edition. It shows:
- where NetApp Instaclustr 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 NetApp Instaclustr, 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.