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. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
36%
Contested · Hevo Data 19%
36Airbyte19Hevo Data17Fivetran28others
36% of first choices, contested.
Since September 2026▼−3Since September 2026: 36% → 33%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Airbyte held the lead, −3 points 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
Airbyte36%Contested▼−3Since September 2026: 36% → 33%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
Fivetran40%Contested↗new leaderNew leader since September 2026: Fivetran (37%) replaces Airbyte (32% then, 26% now), 11 points clear, past the 11-point floor.Standing →EnterpriseFivetran49%Clear leader▼−1Since September 2026: 49% → 47%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Airbyte36%Contested▼−3Since September 2026: 36% → 33%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketFivetran40%Contested↗new leaderNew leader since September 2026: Fivetran (37%) replaces Airbyte (32% then, 26% now), 11 points clear, past the 11-point floor.Standing →EnterpriseFivetran49%Clear leader▼−1Since September 2026: 49% → 47%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Airbyte36%14%71endorsed leader▼−3Since September 2026: 36% → 33%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.36% → 33%
Airbyte36%14%71endorsed leader▼−3Since September 2026: 36% → 33%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.36% → 33%02
Hevo Data19%4%50accepted challenger▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 20%
Hevo Data19%4%50accepted challenger▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 20%03Fivetran17%46%69criticized challenger▲+4Since September 2026: 13% → 18%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 18%
Fivetran17%46%69criticized challenger▲+4Since September 2026: 13% → 18%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 18%04
Skyvia12%0%34accepted challenger▲+4Since September 2026: 9% → 14%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%
Skyvia12%0%34accepted challenger▲+4Since September 2026: 9% → 14%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%05
Stitch9%19%48accepted challenger▼−5Since September 2026: 13% → 8%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 8%
Stitch9%19%48accepted challenger▼−5Since September 2026: 13% → 8%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 8%06
Coupler.io2%5%22accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Coupler.io2%5%22accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07
Estuary Flow2%20%15accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Estuary Flow2%20%15accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
11
Talend0%64%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Talend0%64%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Apache Airflow0%58%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Apache Airflow0%58%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%09
Matillion0%47%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Matillion0%47%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
dbt0%7%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
dbt0%7%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 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 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
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.
All twenty-eight head-to-head pages: the top eight products, each against each
Fivetran vs TalendFivetran vs dbtFivetran vs MeltanoFivetran vs Apache NiFiAirbyte vs Hevo DataAirbyte vs StitchAirbyte vs TalendAirbyte vs dbtAirbyte vs MeltanoAirbyte vs Apache NiFiHevo Data vs StitchHevo Data vs TalendHevo Data vs dbtHevo Data vs MeltanoHevo Data vs Apache NiFiStitch vs TalendStitch vs dbtStitch vs MeltanoStitch vs Apache NiFiTalend vs dbtTalend vs MeltanoTalend vs Apache NiFidbt vs Meltanodbt vs Apache NiFiMeltano vs Apache NiFi
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Airbyte36%
Airbyte36%02Hevo Data19%
Hevo Data19%03Fivetran17%
Fivetran17%04Skyvia12%
Skyvia12%05Stitch9%
Stitch9%06Coupler.io2%
Coupler.io2%07Estuary Flow2%
Estuary Flow2%08dbt0%
dbt0%09Matillion0%
Matillion0%10Apache Airflow0%
Apache Airflow0%11Talend0%
Talend0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Fivetran46%
32 of 69 labels negative · 14 of 14 models · 5 hard negative
“**Avoid Fivetran initially** \u2013 While it's the industry standard, its Monthly Active Row (MAR) pricing becomes expensive quickly” Kimi K2, paraphrase prompt
Stitch19%
9 of 48 labels negative · 9 of 14 models · 1 hard negative
“"Tools to Avoid: **Fivetran**, **Stitch** (by Talend)."” Muse Glimmer 30B, negative prompt
Matillion47%
9 of 19 labels negative · 7 of 14 models · 3 hard negative
“Matillion is not suitable for small businesses starting out, with pricing starting at $1,000/month” Claude Haiku 4.5, negative prompt
Airbyte14%
10 of 71 labels negative · 7 of 14 models · 1 hard negative
“open-source Airbyte running on your own servers... Hidden Labor Costs and Infrastructure Maintenance” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 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. 919 links across 144 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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 Data59 answers · 149 citations · 14 models
vendor site · Fivetran45 answers · 56 citations · 13 models
vendor site · Airbyte37 answers · 75 citations · 12 models
vendor site · Integrate.io37 answers · 47 citations · 12 models
vendor site · G229 answers · 56 citations · 10 models
vendor site · Skyvia29 answers · 35 citations · 11 models
vendor site · Coupler.io27 answers · 27 citations · 9 models
vendor site · Estuary26 answers · 27 citations · 11 models
25 answers · 25 citations · 8 models
16 answers · 17 citations · 10 models
vendor site · Zapier15 answers · 15 citations · 9 models
vendor site · Guideflow14 answers · 14 citations · 9 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.
45 answers · 12 models
27 answers · 9 models
25 answers · 8 models
23 answers · 8 models
22 answers · 12 models
20 answers · 10 models
17 answers · 10 models
16 answers · 8 models
15 answers · 9 models
15 answers · 8 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 | 36% | 155 | 6,600 | 120 | 17,507 | $320 | 42 | 5 |
| Hevo hevodata.com Hevo Data 19% | 19% | 99 | 720 | 29 | 16,828 company | 18 | 2 | |
| Census fivetran.com Fivetran 17%, Census 0% | 17% | 186 | 60,500 | 14,424 | 41,501 | $126 | 97 | 5 |
| Skyvia skyvia.com | 12% | 43 | 1,300 | 15 | 33,150 | 1 | ||
| Stitch stitchdata.com | 9% | 86 | 823,000 | 214,976 | 8,859 | |||
| Coupler.io coupler.io | 2% | 25 | 480 | 10 | 64,913 | $467 | 3 | |
| Estuary Flow estuary.dev | 2% | 20 | 170 | 8 | 13,937 | $194 | 24 | |
| Zapier zapier.com | 2% | 151 | 165,000 | 2,145 | 7,333,309 | $230 | 120 | 3 |
| `dlt` | 2% | |||||||
| dbt getdbt.com | 0% | 85 | 5,590 | 75,753 | 12 |
Google's top ten for the three searches hold 19 sites; 5 of them are among the sites the models cited here (airbyte.com, fivetran.com, hevodata.com, integrate.io, 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 4.5Airbyte, Zapieragainst: TalendHevo Data, StitchChangedAirbyte, StitchSkyvia, Stitchagainst: Airbyte, Fivetranno first choiceagainst: AWS Glue, Airbyte, Apache NiFi, Coupler.io, Dagster, Estuary Flow, Informatica PowerCenter, Matillion, Stitch, Talend
Two alternatives
Airbyte, FivetranFour alternatives
Domo, Fivetran, Hevo Data, dbtTwo alternatives
Coupler.io, Hevo DataGPT-5.4 miniFivetranFivetranHeldAirbyte, Fivetranagainst: Matillion, StitchAirbyteno first choiceagainst: CData Sync, Celigo, Fivetran, IBM DataStage
Two alternatives
Airbyte, Hevo DataThree alternatives
Airbyte, Matillion, dbtTwo alternatives
Hevo Data, dbtOne alternative
FivetranGemini 3.5 FlashFivetran, Hevo DataHevo DataChangedHevo DataHevo Data, `dlt`against: Fivetran, StitchFivetranagainst: Airbyte, Apache Airflow, Apache NiFi, Fivetran, IBM DataStage, Informatica PowerCenter, Oracle Data Integrator, SAP BusinessObjects Data Services, Twilio Segment
Four alternatives
Airbyte, Coupler.io, Skyvia, StitchThree alternatives
Airbyte, Fivetran, dbtFour alternatives
Airbyte, Fivetran, Integrate.io, SkyviaThree alternatives
Airbyte, Coupler.io, dbtOne alternative
AirbytePerplexity SonarAirbyteFivetranChangedHevo Dataagainst: FivetranAirbyte, Skyviaagainst: Hevo Datano first choiceagainst: AWS Glue, Airbyte, Alteryx, Fivetran, IBM watsonx.data, Matillion
Four alternatives
Fivetran, Hevo Data, Skyvia, StitchFour alternatives
Google BigQuery, Hevo Data, Snowflake, dbtThree alternatives
Airbyte, Coupler.io, StitchOne alternative
Estuary FlowGrok 4.1 FastSkyviaagainst: AWS Glue, Apache Airflow, Fivetran, HopAirbyteChangedagainst: Fivetran, Hevo Data, StitchAirbyteagainst: Fivetran, Informatica Intelligent Data Management Cloud, TalendAirbyteagainst: Apache Airflow, FivetranAirbyte, Fivetranagainst: Estuary Flow, Informatica Intelligent Data Management Cloudagainst: Fivetran, IBM DataStage, Informatica Intelligent Data Management Cloud, Talend
Three alternatives
Airbyte, Hevo Data, StitchOne alternative
dbtFour alternatives
Coupler.io, Hevo Data, Skyvia, StitchOne alternative
Hevo DataThree alternatives
Hevo Data, Stitch, TalendMistral SmallCoupler.iono first choiceChangedagainst: FivetranAirbyte, FivetranEstuary Flow, Stitchno first choiceagainst: Airbyte, Fivetran, dbt
One alternative
StitchFour alternatives
Hevo Data, Matillion, Talend, WeldThree alternatives
Airbyte, Coupler.io, dbtDeepSeek V4 FlashAirbyteagainst: MatillionAirbyteHeldagainst: Fivetran, Informatica Intelligent Data Management Cloud, Pentaho Data Integration, TalendAirbyte, FivetranSkyviaagainst: Fivetran, Stitchno first choiceagainst: Estuary Flow, Fivetran, Meltanoagainst: Alteryx, Custom SQL + SSIS, Fivetran, Informatica PowerCenter, SnapLogic, Talend
Four alternatives
Fivetran, Hevo Data, Integrate.io, StitchTwo alternatives
Hevo Data, dbtSix alternatives
AWS Glue, Coupler.io, Hevo Data, Matillion, Skyvia, StitchTwo alternatives
Airbyte, Coupler.ioLlama 4 MaverickSkyviaHevo DataChangedno first choiceno first choiceno first choiceagainst: Fivetran, Stitch
Two alternatives
Fivetran, Integrate.ioFour alternatives
Airbyte, Estuary Flow, Fivetran, SkyviaFour alternatives
Guideflow, Hevo Data, Skyvia, ZapierQwen 3.7 FlashFivetranAirbyteChangedFivetranAirbyteagainst: Fivetran, MatillionAirbyteagainst: Matillion, Snowflake Tasksagainst: Apache Sqoop/NiFi, Fivetran, Informatica PowerCenter, Matillion, Pentaho Data Integration, Talend
Four alternatives
Airbyte, Azure Data Factory, Hevo Data, Microsoft Power BITwo alternatives
Fivetran, dbtFour alternatives
Airbyte, Hevo Data, Stitch, dbtThree alternatives
Meltano, Pentaho Data Integration, dbtTwo alternatives
Fivetran, dbtKimi K2Hevo Data, Skyviaagainst: Airbyte, FivetranAirbyte, Hevo DataChangedagainst: FivetranAirbyte, Fivetranagainst: StitchAirbyteagainst: Apache Airflow, FivetranHevo Data, Stitchagainst: Airbyte, Fivetranagainst: Airbyte, Apache Airflow, Fivetran, IBM DataStage, Informatica Intelligent Data Management Cloud, Integrate.io, Matillion, Meltano, Oracle Data Integrator, SAP Data Intelligence
One alternative
StitchThree alternatives
Apache Airflow, Hevo Data, dbtTwo alternatives
Coupler.io, StitchOne alternative
SkyviaGLM 4.7 FlashXHevo Data, Skyviaagainst: FivetranAirbyteChangedAirbyte, Fivetranagainst: ZapierAirbyteagainst: AWS Glue, Fivetranno first choiceagainst: Alteryx, Apache Airflow, Celigo, Dagster, Databricks Lakeflow, FME Platform, IBM watsonx.data, dbt
Four alternatives
Airbyte, Census, Hightouch, StitchThree alternatives
Fivetran, Hevo Data, StitchThree alternatives
Hevo Data, Meltano, StitchTwo alternatives
Hevo Data, SkyviaMiniMax M2.5Fivetran, Hevo DataFivetranChangedHevo Data, SkyviaAirbyteagainst: Zapierno first choiceagainst: Apache Airflowagainst: AWS Glue, Airbyte, Fivetran, IBM DataStage, Informatica PowerCenter, Matillion, Oracle Data Integrator, SAP Data Services, Stitch
Three alternatives
Coupler.io, Skyvia, StitchFour alternatives
Airbyte, Azure Data Factory, Panoply, dbtThree alternatives
Airbyte, Fivetran, StitchOne alternative
Apache NiFiGPT-6 LunaAirbyteFivetranChangedAirbyte, FivetranAirbyteno first choiceagainst: AWS Glue, Airbyte, Fivetran, Talend
Two alternatives
Fivetran, dbtThree alternatives
Airbyte, Google BigQuery, dbtThree alternatives
AWS Glue, Hevo Data, StitchMuse Glimmer 30BHevo Data, Stitchagainst: FivetranAirbyteChangedagainst: FivetranAirbyte, FivetranAirbyteno first choiceagainst: Fivetran, Informatica Intelligent Data Management Cloud, Oracle Data Integrator, Pentaho Data Integration, Stitch, Talend
One alternative
AirbyteTwo alternatives
Hevo Data, StitchThree alternatives
CData Sync, Meltano, StitchFive alternatives
Apache NiFi, Coupler.io, Hevo Data, Meltano, TalendOne alternative
Estuary FlowBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 11:17 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:47 | yes | 3 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:40 | yes | 9 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:59 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:46 | yes | 20 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:27 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:44 | yes | 21 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:59 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:55 | yes | 5 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:31 | yes | 10 | 13 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:45 | yes | 15 | 85 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:28 | yes | 10 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:02 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:47 | yes | 14 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:48 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:43 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:58 | yes | 8 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:04 | yes | 21 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:58 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:01 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:35 | yes | 25 | 47 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:15 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:15 | yes | 10 | 53 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:51 | yes | 25 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:24 | yes | 15 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:56 | no | 0 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:52 | yes | 4 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:06 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:16 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:03 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:27 | yes | 8 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:33 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:51 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:07 | yes | 9 | 16 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:51 | yes | 15 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:47 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:36 | yes | 9 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:56 | yes | 14 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:38 | yes | 22 | 139 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:35 | yes | 14 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:27 | yes | 5 | 12 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:12 | yes | 12 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:06 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:55 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:24 | yes | 17 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:13 | yes | 19 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:50 | yes | 21 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:57 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:44 | yes | 15 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:59 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:56 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:32 | yes | 19 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:31 | yes | 14 | 131 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:46 | yes | 15 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:34 | yes | 1 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:41 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:19 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:18 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:16 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:44 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:35 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:46 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:56 | yes | 18 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:35 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:45 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:05 | yes | 14 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:01 | yes | 9 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:45 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:09 | yes | 13 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:32 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:49 | yes | 7 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:50 | yes | 13 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:51 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:46 | yes | 20 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:35 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:24 | yes | 25 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:58 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:45 | yes | 10 | 21 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:19 | yes | 23 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:52 | yes | 9 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:10 | yes | 20 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:35 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:43 | yes | 12 | 16 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 or Intelligent Data Management Cloud - IDMC) read as Informatica Intelligent Data Management Cloud
Informatica Cloud read as Informatica Intelligent Data Management Cloud
Pentaho read as Pentaho Data Integration
Unresolved, counted raw
Apache Sqoop/NiFi
Custom SQL + SSIS (SQL Server Integration Services)
Decodable
FME Platform
Hop
Keboola
Microsoft Integration Services
Microsoft Power Query
SAP BusinessObjects Data Services
Y42
`dlt` (Data Load Tool)
Discontinued, still offered
No shut-down product was recommended here.