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 28 → 41 of 92
1 category · Named, not rankedGrouparoo discontinued
17Judge labels
1First choices
4Negative labels
7 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Standing
8 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Grouparoo was named 8 times in Warehouse & ETL, where Hightouch led with 40%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business28 of 99
0%3 labels
under the label threshold
Mid-market10 of 83
1%8 labels
under the label threshold
Enterprise32 of 82
0%6 labels
under the label threshold
In warehouse & etl · 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 Grouparoo 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 |
|---|---|---|---|---|---|---|---|
| Data warehouse and reverse ETL for marketing | GTM data and infrastructure | 1% | 10 of 83 | 38% | 8 | under 10 labels · led by Hightouch at 40% | ▲+1Since September 2026: 0% → 1%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Grouparoo held within the floor in its one category: no change cleared 11 points.
Best category · Warehouse & ETL · by segment
Mid-market▲+1Since September 2026: 0% → 1%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.
1%from 0% in September 2026
Inside the floor by 10 pointsRank 53 → 8 of 81
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 55 → 52 of 79
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Warehouse & ETL | 0% | 1% | ▲+1Since September 2026: 0% → 1%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 53 → 10 of 83 |
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 Grouparoo 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 Grouparoo 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 | 1 | 1 | 2 |
| 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 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| 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
Direct3 labelsNone
Paraphrase2 labelsNone
Comparative0 labelsNone
Budget-constrained3 labels1
Scale-constrained6 labelsNone
Negative3 labelsNone
First choiceAlternativeMentionNegative17 labels in all, every segment counted; 1 of the 1 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.
“Grouparoo is the open-source framework specifically designed for Reverse ETL.” GLM 4.7 FlashX · Warehouse & ETL · budget prompt · first choice
“For smaller teams or tighter budgets, Grouparoo (self-hosted) or Pipedream can be cost-effective alternatives.” Mistral Small · Warehouse & ETL · direct prompt · alternative
“Grouparoo - A self-hosted reverse ETL tool with annual costs starting from $0.” Llama 4 Maverick · Warehouse & ETL · direct 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.
“has been acquired and is no longer actively maintained, so it is risky for new production use” Claude Haiku 4.5 · Warehouse & ETL · negative prompt · hard negative
“Grouparoo as a new standalone purchase. Airbyte acquired Grouparoo in 2022. I'd verify that the specific product, support, and release path you're being offered are active” GPT-6 Luna · Warehouse & ETL · negative prompt · soft negative
“less mature and have smaller user bases” Mistral Small · Warehouse & ETL · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as Grouparoo, over the 17 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Grouparoo was named but was not.ShowHide
Named alongside
The products named in the same answers as Grouparoo, over the 17 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Grouparoo 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 Grouparoo. 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 14 of the 17 answers that named Grouparoo and are not a share of its labels.
Domains cited
improvado.io9
basedash.com7
hightouch.com7
guideflow.com6
aboutmartech.com5
hevodata.com5
leadjourney.io5
zoho.com5
airbyte.com4
atlan.com4
Fifty-seven of the fifty-seven domain citations in answers naming Grouparoo came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on grouparoo.com
238
subdomains included
Content
90
counted in the table below
Documentation
91
Product · Integration
5 · 30
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 77 | undated | CRM | ||
| Glossary or explainer | 7 | undated | |||
| Comparison | 5 | undated | |||
| Report or ebook | 1 | undated |
How it is countedHide how it is counted
Every page grouparoo.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. Read September 29, 2026.
Follow Grouparoo
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
Grouparoo is its own company.ShowHide
The company
Grouparoo is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Open source framework that helps you move data between your data warehouse and all of your cloud-based tools.
- For
- every data engineer, every analytics engineer, every data analyst
- Price stated
- No usage or storage limits. grouparoo.com
- Starting price
- 150 grouparoo.com/pricing
- Free plan or trial
- Start Free Trial grouparoo.com
- Certifications
- FERPA compliant communication
- Customers named
- ChipaxSendoso
- Not stated on the pages read
- Integrations, hosting
What Grouparoo's own pages state, read October 5, 2026: grouparoo.com, grouparoo.com, grouparoo.com/pricing, grouparoo.com/legal/security, grouparoo.com/solutions/education. 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 Grouparoo'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 Grouparoo, 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 Grouparoo by email, built from the raw record of the edition. It shows:
- where Grouparoo 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 Grouparoo, 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.