Category intelligence / ecosystem
Data platforms
Cloud warehouses, lakehouses, streaming systems, and operational data platforms ranked across a fixed enterprise buying corpus.
Evidence catalog
Open category terminal →Live Data tables
| Table | Coverage | Confidence | Freshness | Cadence | Updated | Open |
|---|---|---|---|---|---|---|
| Data platform rankReviewed data platforms ranked by recommendation-prompt presence across three configured model APIs. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data platform presenceReviewed vendors ranked by presence across every answer in the complete category cohort. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data platform citation shareReviewed vendors ranked by distinct answer-level citations to their canonical domains. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data platform engine breadthReviewed vendors ranked by the number of configured model APIs on which they appear. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data platforms in OpenAI model API answersVendor presence in the fixed OpenAI configured-model API cohort; not the ChatGPT consumer application. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data platforms in Anthropic model API answersVendor presence in the fixed Anthropic configured-model API cohort; not the Claude consumer application. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data platforms in Gemini model API answersVendor presence in the fixed Gemini configured-model API cohort; not the Gemini consumer application. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data-platform buying-prompt leadersThe leading reviewed vendor for every neutral data-platform buying prompt, with exact cross-engine consensus. | 12 | 100% | current | daily | Jul 27, 2026 | View table → |
| Data-platform engine disagreementBuying prompts ranked by how differently the configured engines surface the reviewed vendor universe. | 12 | 100% | current | daily | Jul 27, 2026 | View table → |
| Most-cited domains for data-platform buying promptsURL-derived citation hostnames ranked by complete-cohort cited-answer coverage, breadth, and position. | 127 | 100% | current | daily | Jul 27, 2026 | View table → |
Latest
Open full board →Current category leaders
| Rank | Entity | Published value | Movement | Confidence | Signal | Profile |
|---|---|---|---|---|---|---|
| 01 | Databrickscompany | 66.7% | — | 100% | — | Evidence → |
| 02 | Google BigQuerycompany | 41.7% | — | 100% | — | Evidence → |
| 03 | Snowflakecompany | 41.7% | — | 100% | — | Evidence → |
| 04 | Amazon Redshiftcompany | 29.2% | — | 100% | — | Evidence → |
| 05 | Dremiocompany | 29.2% | — | 100% | — | Evidence → |
| 06 | Microsoft Fabriccompany | 16.7% | — | 100% | — | Evidence → |
| 07 | MotherDuckcompany | 16.7% | — | 100% | — | Evidence → |
| 08 | Confluentcompany | 16.7% | — | 100% | — | Evidence → |
| 09 | Starburstcompany | 12.5% | — | 100% | — | Evidence → |
| 10 | ClickHouse Cloudcompany | 8.3% | — | 100% | — | Evidence → |
| 11 | SingleStorecompany | 8.3% | — | 100% | — | Evidence → |
| 12 | Clouderacompany | 8.3% | — | 100% | — | Evidence → |
| 13 | Oracle Autonomous Databasecompany | 4.2% | — | 100% | — | Evidence → |
| 14 | MongoDB Atlascompany | 4.2% | — | 100% | — | Evidence → |
| 15 | Teradata VantageCloudcompany | 0.0% | — | 100% | — | Evidence → |
| 16 | Fireboltcompany | 0.0% | — | 100% | — | Evidence → |
Corpus data-platforms-2026-07-27 / 3 providers
Test your own prompt →Questions shaping this market
| Buyer prompt | Intent | Current leader | Answers | Providers | Citations | Owned citations | Challenge |
|---|---|---|---|---|---|---|---|
| Which cloud data platforms are best for a global enterprise that needs high-concurrency analytics, workload isolation, governance, and predictable performance? | recommendation | Google BigQuery · 8 | 3 | 3 | 16 | 7 | Run live → |
| Recommend a data lakehouse for analytics, machine learning, generative AI, open data formats, notebooks, and production model workflows. | recommendation | Databricks · 14 | 3 | 3 | 18 | 5 | Run live → |
| Which serverless data warehouse is best for bursty workloads, minimal administration, elastic scaling, and usage-based pricing? | recommendation | Google BigQuery · 14 | 3 | 3 | 17 | 6 | Run live → |
| Recommend a platform for real-time event streaming, stream processing, low-latency analytics, data contracts, and operational reliability. | recommendation | Confluent · 9 | 3 | 3 | 19 | 3 | Run live → |
| Which data platforms work best with open table formats and object storage while preserving interoperability, catalog governance, and query performance? | recommendation | Databricks · 7 | 3 | 3 | 21 | 10 | Run live → |
| Recommend a data platform for operational AI applications that need fresh application data, vector search, transactions, and low-latency serving. | recommendation | MongoDB Atlas · 5 | 3 | 3 | 17 | 6 | Run live → |
| Which data platform is strongest for multi-cloud governance, fine-grained access control, lineage, data sharing, privacy, and regulatory compliance? | recommendation | Databricks · 6 | 3 | 3 | 21 | 4 | Run live → |
| What data platform should a startup or small analytics team choose for fast setup, simple operations, familiar SQL, and controlled early-stage cost? | recommendation | MotherDuck · 8 | 3 | 3 | 14 | 1 | Run live → |
| Compare modern data platforms on performance, concurrency, openness, governance, developer experience, AI readiness, reliability, and ecosystem depth. | commercial | Snowflake · 27 | 3 | 3 | 20 | 0 | Run live → |
| How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration? | commercial | — | 3 | 3 | 12 | 3 | Run live → |
| Create a proof-of-concept scorecard for data platforms using ingestion, transformation, mixed queries, governance, recovery, and cost-control tests. | commercial | — | 3 | 3 | 5 | 0 | Run live → |
| Which criteria expose data-platform migration complexity, egress cost, proprietary interfaces, skills risk, workload portability, and vendor lock-in? | commercial | — | 3 | 3 | 19 | 1 | Run live → |
Use the public category as your baseline
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