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LIVE RANKINGS & DATA
Loading the latest published snapshot and its supporting evidence.
Ranks reviewed Data Platforms brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Signal | Mention coverage | Mention coverage | Mention share | Citation share | Engine breadth | OpenAI rec. presence | OpenAI coverage | Confidence | N | Change | Trend | Explain | Compare |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01 | Databrickscompany | 50.0% | 50% | 20.22% | 21.74% | 3 | 62.5% | 50% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 02 | Google BigQuerycompany | 38.9% | 38.89% | 15.73% | 4.35% | 3 | 37.5% | 33.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 03 | Snowflakecompany | 36.1% | 36.11% | 14.61% | 4.35% | 3 | 37.5% | 33.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 04 | Amazon Redshiftcompany | 25.0% | 25% | 10.11% | 4.35% | 3 | 25% | 25% | 100% | 36 | — | — | Analyze brandViewing why | ||
| 05 | Dremiocompany | 22.2% | 22.22% | 8.99% | 8.7% | 3 | 37.5% | 25% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 06 | Microsoft Fabriccompany | 13.9% | 13.89% | 5.62% | 13.04% | 3 | 12.5% | 8.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 07 | MotherDuckcompany | 13.9% | 13.89% | 5.62% | 8.7% | 3 | 12.5% | 8.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 08 | Confluentcompany | 11.1% | 11.11% | 4.49% | 6.52% | 3 | 12.5% | 8.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 09 | Starburstcompany | 8.3% | 8.33% | 3.37% | 6.52% | 3 | 12.5% | 8.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 10 | ClickHouse Cloudcompany | 8.3% | 8.33% | 3.37% | 4.35% | 2 | 12.5% | 8.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 11 | SingleStorecompany | 5.6% | 5.56% | 2.25% | 8.7% | 2 | 0% | 0% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 12 | Clouderacompany | 5.6% | 5.56% | 2.25% | 4.35% | 2 | 0% | 0% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 13 | Oracle Autonomous Databasecompany | 2.8% | 2.78% | 1.12% | 2.17% | 1 | 0% | 0% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 14 | MongoDB Atlascompany | 2.8% | 2.78% | 1.12% | 0% | 1 | 0% | 0% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 15 | Teradata VantageCloudcompany | 2.8% | 2.78% | 1.12% | 2.17% | 1 | 0% | 8.33% | 100% | 36 | — | — | Analyze brandWhy this rank | ||
| 16 | Fireboltcompany | 0.0% | 0% | 0% | 0% | 0 | 0% | 0% | 100% | 36 | — | — | Analyze brandWhy this rank |
Compare one brand with up to three competitors across the exact public prompt × engine matrix behind this leaderboard.
| Brand | Presence | Vs. primary | Selected share | Mentions | Cited answers | Owned URL signals | Engine breadth |
|---|---|---|---|---|---|---|---|
| Databricksdatabricks.com | 50.0%18/36 | +13.9 pp | 33.3% | 63 | 8 | 10 | 3/3 |
| Google BigQuerycloud.google.com | 38.9%14/36 | +2.8 pp | 25.9% | 45 | 2 | 2 | 3/3 |
| Snowflakesnowflake.com | 36.1%13/36 | BASE | 24.1% | 54 | 2 | 2 | 3/3 |
| Amazon Redshiftaws.amazon.com | 25.0%9/36 | -11.1 pp | 16.7% | 11 | 2 | 2 | 3/3 |
12 prompts · 36 immutable answer hashes · empty cells mean no compared brand was detected.
| Public prompt | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01 Which cloud data platforms are best for a global enterprise that needs high-concurrency analytics, workload isolation, governance, and predictable performance?recommendation | SnowflakeDatabricksGoogle BigQueryAmazon Redshift | SnowflakeDatabricks · C3Google BigQueryAmazon Redshift | Snowflake · C1DatabricksGoogle BigQueryAmazon Redshift |
| 02 Recommend a data lakehouse for analytics, machine learning, generative AI, open data formats, notebooks, and production model workflows.recommendation | SnowflakeDatabricks · C1 | SnowflakeDatabricks · C1 | Databricks · C1Google BigQuery · C1 |
| 03 Which serverless data warehouse is best for bursty workloads, minimal administration, elastic scaling, and usage-based pricing?recommendation | SnowflakeDatabricksGoogle BigQueryAmazon Redshift | SnowflakeDatabricksGoogle BigQueryAmazon Redshift · C1 | SnowflakeDatabricks · C1Google BigQueryAmazon Redshift |
| 04 Recommend a platform for real-time event streaming, stream processing, low-latency analytics, data contracts, and operational reliability.recommendation | No selected brand | No selected brand | No selected brand |
| 05 Which data platforms work best with open table formats and object storage while preserving interoperability, catalog governance, and query performance?recommendation | Databricks | Snowflake · C1Databricks · C1Google BigQuery | DatabricksAmazon Redshift · C1 |
| 06 Recommend a data platform for operational AI applications that need fresh application data, vector search, transactions, and low-latency serving.recommendation | No selected brand | No selected brand | Databricks · C1 |
| 07 Which data platform is strongest for multi-cloud governance, fine-grained access control, lineage, data sharing, privacy, and regulatory compliance?recommendation | Databricks · C1 | Databricks | No selected brand |
| 08 What data platform should a startup or small analytics team choose for fast setup, simple operations, familiar SQL, and controlled early-stage cost?recommendation | Google BigQuery | SnowflakeDatabricksGoogle BigQuery | No selected brand |
| 09 Compare modern data platforms on performance, concurrency, openness, governance, developer experience, AI readiness, reliability, and ecosystem depth.commercial | SnowflakeDatabricksGoogle BigQueryAmazon Redshift | SnowflakeDatabricksGoogle BigQueryAmazon Redshift | SnowflakeGoogle BigQuery |
| 10 How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration?commercial | No selected brand | No selected brand | Google BigQuery · C1 |
| 11 Create a proof-of-concept scorecard for data platforms using ingestion, transformation, mixed queries, governance, recovery, and cost-control tests.commercial | No selected brand | No selected brand | No selected brand |
| 12 Which criteria expose data-platform migration complexity, egress cost, proprietary interfaces, skills risk, workload portability, and vendor lock-in?commercial | No selected brand | No selected brand | No selected brand |
Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.
| Source hostname | Cited answers | Distinct URLs | Engine breadth | Best position | Evidence |
|---|---|---|---|---|---|
| medium.com | 8 | 8 | 3 | #3 | Open source ↗ |
| databricks.com | 7 | 7 | 3 | #1 | Open source ↗ |
| reddit.com | 6 | 6 | 3 | #1 | Open source ↗ |
| striim.com | 6 | 4 | 3 | #2 | Open source ↗ |
| ovaledge.com | 6 | 3 | 3 | #1 | Open source ↗ |
| linkedin.com | 5 | 5 | 3 | #2 | Open source ↗ |
| learn.microsoft.com | 4 | 6 | 2 | #1 | Open source ↗ |
| motherduck.com | 4 | 4 | 3 | #2 | Open source ↗ |
| dremio.com | 4 | 3 | 2 | #1 | Open source ↗ |
| gartner.com | 4 | 3 | 3 | #2 | Open source ↗ |
| atlan.com | 3 | 3 | 2 | #1 | Open source ↗ |
| confluent.io | 3 | 2 | 3 | #1 | Open source ↗ |
| domo.com | 3 | 2 | 2 | #1 | Open source ↗ |
| starburst.io | 3 | 2 | 3 | #2 | Open source ↗ |
| athena-solutions.com | 3 | 1 | 3 | #1 | Open source ↗ |
| docs.databricks.com | 2 | 2 | 2 | #1 | Open source ↗ |
| singlestore.com | 2 | 2 | 2 | #1 | Open source ↗ |
| aws.amazon.com | 2 | 2 | 2 | #2 | Open source ↗ |
| cloud.google.com | 2 | 2 | 1 | #2 | Open source ↗ |
| cloudoptimo.com | 2 | 2 | 2 | #2 | Open source ↗ |
Ranks a reviewed Data Platforms brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt anthropic brand citation share | 5 | 0% | — | 1 | available |
| public prompt anthropic brand mention coverage | 25 | 0% | — | 1 | available |
| public prompt anthropic brand recommendation presence | 25 | 0% | — | 1 | available |
| public prompt brand citation share | 4.347826 | 0% | — | 1 | available |
|---|
| public prompt brand engine breadth | 3 | 0% | — | 1 | available |
|---|
| public prompt brand mention coverage | 25 | 100% | 25 | 1 | available |
|---|
| public prompt brand mention share | 10.11236 | 0% | — | 1 | available |
|---|
| public prompt brand recommendation presence | 29.166667 | 0% | — | 1 | available |
|---|
| public prompt gemini brand citation share | 5.882353 | 0% | — | 1 | available |
|---|
| public prompt gemini brand mention coverage | 25 | 0% | — | 1 | available |
|---|
| public prompt gemini brand recommendation presence | 37.5 | 0% | — | 1 | available |
|---|
| public prompt openai brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt openai brand mention coverage | 25 | 0% | — | 1 | available |
|---|
| public prompt openai brand recommendation presence | 25 | 0% | — | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
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