ETL and ELT for small business buyers
Asked as “ETL tool”, and as “data pipeline and ELT platform”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
35%
Contested · Hevo Data 29%
35Airbyte29Hevo Data14Fivetran22others
35% of first choices, contested.
Since October 2026▼−1Since October 2026: 36% → 35%, −1 point. Inside the 11-point floor: within noise.Airbyte held the lead, −1 point on 36%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Airbyte35%Contested▼−1Since October 2026: 36% → 35%, −1 point. Inside the 11-point floor: within noise.This pageMid-marketAirbyte40%Contested↗new leaderNew leader since October 2026: Airbyte (40%) replaces Fivetran (40% then, 31% now), 9 points clear, inside the 11-point floor.Standing →Enterprise
Fivetran45%Clear leader▼−4Since October 2026: 49% → 45%, −4 points. Inside the 11-point floor: within noise.Standing →
Airbyte35%Contested▼−1Since October 2026: 36% → 35%, −1 point. Inside the 11-point floor: within noise.This pageMid-marketAirbyte40%Contested↗new leaderNew leader since October 2026: Airbyte (40%) replaces Fivetran (40% then, 31% now), 9 points clear, inside the 11-point floor.Standing →EnterpriseFivetran45%Clear leader▼−4Since October 2026: 49% → 45%, −4 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Airbyte35%18%77endorsed leader▼−1Since October 2026: 36% → 35%, −1 point. Inside the 11-point floor: within noise.36% → 35%
Airbyte35%18%77endorsed leader▼−1Since October 2026: 36% → 35%, −1 point. Inside the 11-point floor: within noise.36% → 35%02
Hevo Data29%4%56accepted challenger▲+10Since October 2026: 19% → 29%, +10 points. Inside the 11-point floor: within noise.19% → 29%
Hevo Data29%4%56accepted challenger▲+10Since October 2026: 19% → 29%, +10 points. Inside the 11-point floor: within noise.19% → 29%03
Skyvia14%0%29accepted challenger▲+2Since October 2026: 12% → 14%, +2 points. Inside the 11-point floor: within noise.12% → 14%
Skyvia14%0%29accepted challenger▲+2Since October 2026: 12% → 14%, +2 points. Inside the 11-point floor: within noise.12% → 14%04Fivetran14%34%62criticized challenger▼−3Since October 2026: 17% → 14%, −3 points. Inside the 11-point floor: within noise.17% → 14%
Fivetran14%34%62criticized challenger▼−3Since October 2026: 17% → 14%, −3 points. Inside the 11-point floor: within noise.17% → 14%05
Stitch2%14%43accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
Stitch2%14%43accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%06
dbt2%0%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
dbt2%0%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
Matillion2%58%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Matillion2%58%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the eight products at 0%, ordered by negative rate
15
Informatica Intelligent Data Management Cloud0%93%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Informatica Intelligent Data Management Cloud0%93%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
Apache Airflow0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Apache Airflow0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Talend0%57%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Talend0%57%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Apache NiFi0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Apache NiFi0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Zapier0%29%14criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Zapier0%29%14criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Integrate.io0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Integrate.io0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Meltano0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Meltano0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Coupler.io0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Coupler.io0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Airbyte35%
Airbyte35%02Hevo Data29%
Hevo Data29%03Skyvia14%
Skyvia14%04Fivetran14%
Fivetran14%05Stitch2%
Stitch2%06dbt2%
dbt2%07Matillion2%
Matillion2%08Coupler.io0%
Coupler.io0%09Meltano0%
Meltano0%10Integrate.io0%
Integrate.io0%11Zapier0%
Zapier0%12Apache NiFi0%
Apache NiFi0%13Talend0%
Talend0%14Apache Airflow0%
Apache Airflow0%15Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Fivetran34%
21 of 62 labels negative · 11 of 14 models · 4 hard negative
“most small businesses should avoid it unless they have serious data volume and a healthy budget” DeepSeek V4 Flash, negative prompt
Informatica Intelligent Data Management Cloud93%
14 of 15 labels negative · 9 of 14 models · 9 hard negative
“Tools to Generally Avoid ... Informatica - Why avoid it: Enterprise-grade pricing typically starts at $100K+ annually” MiniMax M2.5, negative prompt
Matillion58%
11 of 19 labels negative · 9 of 14 models · 5 hard negative
“Not suitable for small businesses starting out; pricing starts at $1,000/month with warehouse compute charges on top.” Muse Glimmer 30B, negative prompt
Airbyte18%
14 of 77 labels negative · 9 of 14 models
“Do not self-host tools like Apache Airflow or Airbyte Open Source unless someone on your team explicitly wants infrastructure management to become their full-time job.” Kimi K2, scale prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
65 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 617 links across 126 sites, every framing counted. Ranked by the number of answers carrying the site or page. 18 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Hevo Data47 answers · 90 citations · 13 models
vendor site · Airbyte35 answers · 60 citations · 11 models
vendor site · Weld26 answers · 26 citations · 10 models
vendor site · Fivetran21 answers · 21 citations · 9 models
vendor site · Integrate.io20 answers · 26 citations · 11 models
vendor site · Skyvia17 answers · 25 citations · 6 models
vendor site · Estuary17 answers · 18 citations · 9 models
vendor site · Zapier17 answers · 17 citations · 8 models
vendor site · G216 answers · 21 citations · 9 models
15 answers · 16 citations · 9 models
15 answers · 15 citations · 11 models
15 answers · 15 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
38 answers · 12 models
24 answers · 10 models
18 answers · 8 models
17 answers · 8 models
16 answers · 9 models
15 answers · 11 models
15 answers · 9 models
13 answers · 8 models
12 answers · 8 models
10 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best etl tool”, “etl tool”, “etl tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Airbyte airbyte.com | 35% | 156 | 6,600 | 120 | 17,507 | $320 | 42 | 5 |
| Hevo hevodata.com Hevo Data 29% | 29% | 93 | 720 | 29 | 16,828 company | 18 | 2 | |
| Skyvia skyvia.com | 14% | 40 | 1,300 | 15 | 33,150 | 1 | ||
| Fivetran fivetran.com | 14% | 168 | 18,100 | 476 | 41,501 | $126 | 97 | 5 |
| Stitch stitchdata.com | 2% | 59 | 823,000 | 214,976 | 8,859 | |||
| dbt getdbt.com | 2% | 90 | 5,590 | 75,753 | 12 | |||
| Zapier zapier.com Zapier/Make 2%, Zapier 0% | 2% | 172 | 165,000 | 2,145 | 7,333,309 | $230 | 120 | 3 |
| Matillion matillion.com | 2% | 77 | 2,900 | 132 | 25,032 | 0 | ||
| Coupler.io coupler.io | 0% | 16 | 480 | 10 | 64,913 | $467 | 3 | |
| Meltano meltano.com | 0% | 26 | 480 | 7 | 1,371 |
Google's top ten for the three searches hold 19 sites; 6 of them are among the sites the models cited here (airbyte.com, fivetran.com, hevodata.com, integrate.io, reddit.com, zapier.com). The first result for “best etl tool” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best ETL tool for a small B2B company?”Paraphrase“Which data pipeline and ELT platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top ETL tools for a small team and how do they differ?”Budget-constrained“What is the best ETL tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a ETL tool. What should we look at?”Negative“Which ETL tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Zapier/Makeagainst: Apache NiFiStitchChangedFivetranagainst: Airbyteno first choiceno first choiceagainst: Estuary Flow, Fivetran, Informatica PowerCenter, Matillion, Oracle Data Integrator, Stitch, Talend
One alternative
TalendTwo alternatives
Hevo Data, SkyviaTwo alternatives
Estuary Flow, Hevo DataEight alternatives
Apache Airflow, Apache NiFi, Informatica PowerCenter, Make, Microsoft SQL Server Integration Services, Pentaho Data Integration, Talend, ZapierGPT-5.4 miniAirbyteFivetran, dbtChangedAirbyte, Fivetranagainst: TalendAirbyteagainst: Fivetranno first choiceagainst: Fivetran, Informatica Intelligent Data Management Cloud, Talend
Four alternatives
AWS Glue, Azure Data Factory, Fivetran, MatillionTwo alternatives
Airbyte, Google BigQueryTwo alternatives
Matillion, MeltanoThree alternatives
Hevo Data, Meltano, StitchGemini 3.5 FlashHevo Dataagainst: FivetranAirbyteChangedAirbyte, Fivetran, Hevo DataAirbyteno first choiceagainst: Apache Airflow, Apache NiFi, Apache Spark, Fivetran, IBM DataStage, Informatica Intelligent Data Management Cloud, Matillion, Oracle Data Integrator, SAP Data Services, Stitch, Talend
Four alternatives
Airbyte, Make, Portable, ZapierThree alternatives
Fivetran, Hevo Data, PortableTwo alternatives
Meltano, StitchSix alternatives
Apache Hop, Fivetran, Hevo Data, Meltano, dbt, n8nPerplexity SonarHevo DataHevo DataHeldagainst: Airbyte, Apache Airflow, Estuary FlowAirbyte, Hevo Dataagainst: AWS GlueAirbyteagainst: Fivetran, Hevo Datano first choiceagainst: AWS Glue, Airbyte, Apache Airflow, Apache Kafka, Azure Data Factory, Fivetran, Google Cloud Dataflow, IBM DataStage, Informatica PowerCenter, Matillion, Meltano, Microsoft SQL Server Integration Services, SAS Data Management, Talend Studio, dlt
Five alternatives
Airbyte, Coupler.io, Estuary Flow, Fivetran, Zoho DataPrepSix alternatives
Fivetran, Google BigQuery, Matillion, Snowflake, Stitch, dbtThree alternatives
Fivetran, Meltano, StitchTwo alternatives
Coupler.io, StitchGrok 4.20Hevo Dataagainst: Airbyte, Fivetran, Integrate.io, ZapierHevo DataHeldagainst: Boomi, Informatica Intelligent Data Management Cloud, TalendAirbyte, Talendagainst: Hevo Data, Informatica Intelligent Data Management Cloud, MatillionAirbyteagainst: Informatica Intelligent Data Management Cloud, Matillionno first choiceagainst: AWS Glue, Azure Data Factory, Fivetran, IBM DataStage, Informatica Intelligent Data Management Cloud, Talendagainst: Airbyte, Fivetran, Informatica Intelligent Data Management Cloud, Matillion, Talend
Three alternatives
Coupler.io, Skyvia, StitchThree alternatives
Airbyte, Fivetran, SkyviaTwo alternatives
Fivetran, StitchSeven alternatives
Apache NiFi, Fivetran, Integrate.io, Meltano, Stitch, Talend, WeldFour alternatives
Airbyte, Hevo Data, Stitch, dbtMistral SmallHevo Data, Skyviano first choiceChangedAirbyte, TalendHevo Data, Skyviano first choiceagainst: Alteryx, Celigo, Databricks Lakeflow, IBM DataStage, Informatica PowerCenter, Microsoft SQL Server Integration Services
Two alternatives
Airbyte, FivetranFour alternatives
Fivetran, Hevo Data, Integrate.io, WeldThree alternatives
Airbyte, Stitch, dbtDeepSeek V4 FlashAirbyte, SkyviaHevo DataChangedagainst: StitchAirbyte, FivetranAirbyte, Skyviaagainst: Apache NiFi, Pentaho Data Integration, Talendno first choiceagainst: Fivetran, Meltanoagainst: Ab Initio, Airbyte, Databricks Lakeflow, Fivetran, Informatica Intelligent Data Management Cloud, Matillion, Oracle Data Integrator, SAP Data Services, Talend
Three alternatives
Fivetran, Hevo Data, Integrate.ioSix alternatives
Airbyte, Fivetran, Google BigQuery, Skyvia, Snowflake, dbtFive alternatives
AWS Glue, Hevo Data, Meltano, Stitch, dbtThree alternatives
Coupler.io, Hevo Data, StitchFive alternatives
Airbyte, Hevo Data, Matillion, Stitch, Zoho DataPrepLlama 4 Maverickno first choiceno first choiceHeldno first choiceSkyviano first choiceagainst: Alteryx, IBM watsonx.data, Informatica Intelligent Data Management Cloud, Talend
Two alternatives
Hevo Data, StitchQwen 3.7 FlashAirbyteagainst: Make, ZapierAirbyteHeldAirbyte, FivetranAirbyte, Matillionagainst: StitchAirbyteagainst: Fivetranagainst: Apache Airflow, Apache NiFi, Apache Spark, Apache Sqoop, Fivetran, IBM DataStage, Informatica PowerCenter, Microsoft SQL Server Integration Services, MuleSoft Anypoint Platform, Oracle Data Integrator, Pentaho Data Integration
Three alternatives
Fivetran, Meltano, dbtTwo alternatives
Fivetran, Hevo DataFive alternatives
Hevo Data, Integrate.io, Meltano, Stitch, ZapierTwo alternatives
Skyvia, dbtOne alternative
MeltanoKimi K2Hevo Data, SkyviaHevo DataChangedagainst: FivetranAirbyte, Fivetran, Stitchagainst: Apache AirflowHevo Dataagainst: ZapierFivetranagainst: Airbyte, Apache Airflow, IBM, Informatica Intelligent Data Management Cloud, Talendagainst: Airbyte, Apache Airflow, Apache Hop, Fivetran, IBM DataStage, Informatica Intelligent Data Management Cloud, Informatica PowerCenter, Matillion, Stitch, Talend
Three alternatives
Airbyte, Stitch, ZapierOne alternative
AirbyteTwo alternatives
Hevo Data, dbtThree alternatives
Airbyte, Apache NiFi, TalendSeven alternatives
Airbyte, Hevo Data, Meltano, Mozart Data, Stitch, Weld, dbtGLM 4.7 FlashXFivetranAirbyteChangedFivetran, Hevo Dataagainst: Integrate.ioAirbyteagainst: Keboolano first choiceagainst: Airbyte, Databricks Lakeflow, Fivetran
Four alternatives
Airbyte, Coupler.io, Skyvia, StitchFour alternatives
Fivetran, Hevo Data, Skyvia, dbtSix alternatives
Airbyte, Coupler.io, Estuary Flow, Skyvia, Stitch, dbtThree alternatives
Hevo Data, Integrate.io, StitchMiniMax M2.5Hevo DataAirbyte, FivetranChangedHevo DataAirbyte, Hevo Dataagainst: Fivetranno first choiceagainst: Airbyte, Alteryx, Celigo, Databricks Lakeflow, Fivetran, Informatica Intelligent Data Management Cloud, Matillion
Three alternatives
Airbyte, Integrate.io, SkyviaFour alternatives
Microsoft Fabric, Snowflake, Stitch, dbtFive alternatives
Airbyte, Coupler.io, Fivetran, Skyvia, StitchTwo alternatives
Integrate.io, ZapierGPT-6 LunaFivetranFivetranHeldFivetranagainst: MatillionAirbyteagainst: Fivetranno first choiceagainst: Airbyte, Apache NiFi, Fivetran, Informatica Intelligent Data Management Cloud, Meltano
One alternative
AirbyteThree alternatives
Airbyte, Google BigQuery, dbtThree alternatives
Airbyte, Hevo Data, StitchOne alternative
Meltano OpenMuse Glimmer 30BFivetranagainst: ZapierHevo DataChangedFivetran, Hevo Dataagainst: Apache Airflow, Estuary FlowAirbyte, Hevo Data, Skyviano first choiceagainst: Airbyteagainst: Airbyte, Alteryx, Celigo, Databricks Lakeflow, Informatica Intelligent Data Management Cloud, Informatica PowerCenter, Matillion, Stitch
Three alternatives
Airbyte, Hevo Data, SkyviaFour alternatives
Airbyte, Fivetran, Skyvia, StitchFive alternatives
Airbyte, Coupler.io, Skyvia, Zapier, dbtFive alternatives
Apache Airflow, Coupler.io, Meltano, Stitch, dbtBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:38 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:59 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:07 | no | 0 | 13 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:29 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:13 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:56 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:58 | yes | 25 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:02 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:19 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:49 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 12 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:05 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:53 | yes | 2 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:23 | yes | 12 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:20 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:46 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:17 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:26 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:29 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:59 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 24 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:49 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:58 | yes | 5 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:10 | yes | 10 | 49 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:31 | yes | 13 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:28 | no | 0 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:43 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:56 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:50 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:24 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:51 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:17 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 5 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:07 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:45 | yes | 17 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:32 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:48 | yes | 5 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:05 | yes | 15 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:58 | yes | 10 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | yes | 5 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:44 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:04 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:58 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:28 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:20 | yes | 5 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:23 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:09 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:38 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:10 | yes | 16 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:12 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:38 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:39 | yes | 15 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:53 | yes | 24 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:38 | yes | 5 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:56 | yes | 3 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:44 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:59 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:05 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:22 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:21 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:54 | yes | 19 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:13 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:25 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:25 | no | 0 | 118 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:36 | no | 0 | 10 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:50 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:46 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:23 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 15 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:32 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:18 | yes | 10 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:39 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:27 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:09 | yes | 5 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:29 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:14 | yes | 19 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:28 | yes | 10 | 74 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:25 | yes | 17 | 64 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:52 | yes | 4 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:56 | yes | 12 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Databricks read as Databricks Lakeflow
Estuary read as Estuary Flow
Hevo read as Hevo Data
Informatica read as Informatica Intelligent Data Management Cloud
Informatica (PowerCenter / IDMC) read as Informatica Intelligent Data Management Cloud
Informatica Cloud read as Informatica Intelligent Data Management Cloud
MuleSoft read as MuleSoft Anypoint Platform
MuleSoft (by Salesforce) read as MuleSoft Anypoint Platform
Pentaho read as Pentaho Data Integration
Pentaho (Kettle) read as Pentaho Data Integration
Unresolved, counted raw
Apache Sqoop
Dataform
Tool A
Tool B
Tool C
Y42
Discontinued, still offered
No shut-down product was recommended here.