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Industry Report

Data Warehouse Lakehouse Platforms

LLM Fanout Queries
Dominant · Search Engine Appearances ρ=0.503

AI recommendation signal analysis across 444 domains and 11 buyer personas in Data Warehouse Lakehouse Platforms, led by snowflake.com as the most LLM-recommended domain.

Download this report (.xlsx)
444Domains Tracked
11Buyer Personas
51.5MReddit Posts
110KWikipedia Articles
45.8MOpen Web Matches
llm_fanout_queries.report
QueryLLMs
"arcadia" healthcare analytics website
1.0
"aws" public sector "redshift" education
1.0
"cloudera data platform" security governance compliance
1.0
Querys rankedn = 3
This is a shortened preview of the Data Warehouse Lakehouse Platforms report

Many tables and charts on this page show only the top few results; the full data behind them runs far deeper. The complete report unlocks every row, chart, and download for this industry.

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About This Report

How to use this page

Industry view: this page aggregates every persona's data for the whole industry, plus industry-wide queries. Pick a persona from the sidebar to narrow the lens to one segment.
Use Case

See the searches AI runs for itself

When an AI model needs the web to answer, it writes its own search queries. These are those queries, word for word. They show how machines translate buyer questions into searches, so make sure your pages answer the queries the models actually run, not just the ones humans type.

How It's Calculated

Where the numbers come from

During the LLM runs that used web search, we captured every search query each model issued for this segment's questions. Counts are small by nature: a model typically runs only a handful of these searches per question.

Overview

What's on this page

A side-by-side comparison of any two models' queries, and a table of every query with the models that used it.

Model Comparison

Compare two models' fanout queries

The exact web searches each model ran while answering Data Warehouse Lakehouse Platforms questions, across all personas. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.

  1. cloud data warehouse lakehouse platforms pricing serverless startup Snowflake BigQuery Databricks ClickHouse Redshift MotherDuck Firebolt official pricing integrations
  2. best cloud data warehouse lakehouse platform startups serverless SQL APIs ELT BI integrations official
  3. Snowflake BigQuery Databricks Redshift ClickHouse MotherDuck Firebolt Dremio Starburst Athena pricing official
  4. Snowflake pricing official elastic compute storage SQL APIs integrations dbt Fivetran Tableau
  5. BigQuery pricing official serverless data warehouse SQL integrations dbt Fivetran Looker
  6. Databricks SQL serverless pricing lakehouse official dbt BI integrations
  7. Amazon Redshift Serverless pricing official SQL data warehouse integrations
  8. ClickHouse Cloud pricing official integrations SQL analytics database
  9. MotherDuck pricing official serverless data warehouse DuckDB SQL integrations
  10. Dremio Cloud pricing official serverless lakehouse SQL BI integrations
  11. Starburst Galaxy pricing official cloud lakehouse SQL Trino integrations
  12. Firebolt pricing official cloud data warehouse SQL performance
  13. Microsoft Fabric pricing official data warehouse lakehouse serverless SQL BI
  14. Onehouse pricing official managed lakehouse cloud SQL Spark startup
  15. Azure Synapse Analytics pricing official serverless SQL data warehouse
  16. Gartner Magic Quadrant Cloud Database Management Systems 2025 data warehouse lakehouse Snowflake Databricks BigQuery Redshift Microsoft Fabric
  17. Forrester Wave Cloud Data Warehouse 2025 Snowflake Databricks Google BigQuery Microsoft Fabric Amazon Redshift
  18. Snowflake pricing transparent no egress charges TCO case studies Databricks pricing lakehouse Microsoft Fabric pricing
  19. official Snowflake pricing total economic impact ROI Forrester Snowflake
  20. official Databricks pricing total economic impact ROI Forrester lakehouse
  21. official Microsoft Fabric pricing Forrester TEI ROI Microsoft Fabric
  22. Databricks official pricing total economic impact Forrester TEI ROI
  23. Amazon Redshift pricing official total economic impact Forrester ROI
  24. Google BigQuery pricing official BigLake Forrester TEI ROI
  25. best lakehouse platforms data science machine learning Databricks Snowflake BigQuery Microsoft Fabric 2026
  26. data warehouse lakehouse platforms open formats ML notebooks governance feature engineering
  27. Gartner cloud database management systems Magic Quadrant lakehouse data science machine learning platforms 2025
  28. site:databricks.com lakehouse machine learning governance unity catalog MLflow
  29. site:snowflake.com data lakehouse machine learning governance iceberg notebooks
  30. site:cloud.google.com BigQuery machine learning governance BigLake Iceberg
  31. site:microsoft.com Fabric data science lakehouse governance OneLake
  32. site:docs.snowflake.com Snowflake Cortex ML Snowpark governance Iceberg tables
  33. site:docs.aws.amazon.com Redshift SageMaker lakehouse Apache Iceberg governance
  34. site:docs.starburst.io Starburst lakehouse Iceberg governance data products
  35. site:docs.dremio.com lakehouse Apache Iceberg reflections governance
  36. site:docs.databricks.com lakehouse MLflow Unity Catalog Delta Lake governance notebooks
  37. site:docs.cloudera.com lakehouse Iceberg machine learning governance
  38. site:ibm.com watsonx.data lakehouse Iceberg governance machine learning
  39. site:docs.oracle.com Autonomous Data Warehouse machine learning data lakehouse governance
  40. Databricks documentation lakehouse platform machine learning Unity Catalog MLflow Delta Lake
  41. Dremio official lakehouse Apache Iceberg data governance semantic layer reflections
  42. Cloudera official open data lakehouse Apache Iceberg machine learning governance
  43. Snowflake Open Catalog Apache Iceberg Snowpark ML feature store governance official
  44. Oracle Autonomous AI Lakehouse machine learning governance official
  45. AWS SageMaker Lakehouse Apache Iceberg governance machine learning official
  46. Gartner Magic Quadrant cloud database management systems 2025 leaders Databricks Snowflake Google Microsoft Oracle AWS IBM Teradata SAP
  47. Forrester Wave cloud data warehouse 2025 Snowflake Databricks Google BigQuery Microsoft Synapse Fabric Oracle Autonomous Data Warehouse
  48. enterprise data warehouse lakehouse governance lineage role based access platform Databricks Snowflake BigQuery Microsoft Fabric AWS Redshift Oracle Teradata
  49. healthcare data lakehouse platform HIPAA governance semantic layer Databricks Snowflake Microsoft Fabric Google BigQuery AWS HealthLake Redshift Oracle Autonomous Data Warehouse IBM watsonx.data Teradata Cloudera
  50. site:databricks.com healthcare lakehouse HIPAA governance Unity Catalog
  51. site:snowflake.com healthcare life sciences data cloud HIPAA governance
  52. site:microsoft.com Microsoft Fabric healthcare data platform HIPAA Purview semantic model
  53. site:cloud.google.com healthcare data engine BigQuery HIPAA FHIR analytics
  54. site:docs.snowflake.com HIPAA snowflake data governance access control row access policies data sharing
  55. site:docs.databricks.com HIPAA Databricks Unity Catalog audit logs row filters healthcare lakehouse
  56. site:docs.oracle.com Autonomous Data Warehouse HIPAA OCI healthcare data lakehouse
  57. site:teradata.com healthcare data platform analytics governance HIPAA
  58. site:docs.aws.amazon.com Redshift HIPAA Lake Formation governance audit healthcare analytics
  59. site:docs.cloudera.com healthcare data platform HIPAA governance lakehouse
  60. site:dremio.com healthcare data lakehouse governance HIPAA semantic layer
  61. site:arcadia.io healthcare data platform lakehouse HIPAA claims EHR
  62. best lakehouse data warehouse platforms manufacturing operational data modernization industrial IoT Snowflake Databricks Microsoft Fabric AWS Google Cloud Oracle SAP
  63. manufacturing data lakehouse platform industrial operations analytics ERP supply chain maintenance quality
  64. Gartner data warehouse lakehouse cloud analytics platforms manufacturing industrial operations 2026
  65. site:databricks.com manufacturing lakehouse solution ERP IoT quality maintenance
  66. site:snowflake.com manufacturing data cloud supply chain industrial IoT analytics
  67. site:microsoft.com Microsoft Fabric manufacturing data analytics lakehouse industrial IoT
  68. site:aws.amazon.com manufacturing data lake analytics lakehouse supply chain IoT
  69. site:databricks.com/solutions/industries manufacturing lakehouse Databricks
  70. site:cloud.google.com manufacturing data lakehouse BigQuery industrial IoT analytics
  71. site:oracle.com manufacturing analytics data warehouse lakehouse supply chain maintenance
  72. site:sap.com Datasphere manufacturing analytics supply chain data warehouse
  73. site:cloud.google.com/solutions/manufacturing data analytics BigQuery manufacturing supply chain quality
  74. site:oracle.com/a/ocom/docs manufacturing analytics data lakehouse Oracle cloud data warehouse
  75. site:sap.com/products/technology-platform/datasphere manufacturing analytics data warehouse
  76. site:cloudera.com manufacturing data lakehouse industrial IoT analytics
  77. site:aws.amazon.com manufacturing data lake analytics AWS IoT supply chain predictive maintenance lakehouse
  78. site:cloudera.com manufacturing industrial data lakehouse analytics
  79. site:starburst.io manufacturing data lakehouse analytics industrial IoT
  80. site:dremio.com manufacturing lakehouse ERP MES historian supply chain
  81. Starburst manufacturing data lakehouse analytics supply chain
  82. Teradata manufacturing data warehouse analytics supply chain quality downtime
  83. IBM watsonx.data lakehouse manufacturing analytics supply chain operations
  84. site:teradata.com manufacturing data warehouse analytics supply chain
  85. 2026 best data warehouse lakehouse platforms Gartner Magic Quadrant Snowflake Databricks BigQuery Redshift Synapse Fabric
  86. Forrester Wave cloud data warehouse 2025 Snowflake Databricks Google BigQuery Amazon Redshift Microsoft Fabric
  87. best cloud data warehouse lakehouse platforms comparison 2026
  88. data warehouse lakehouse public sector education platform FedRAMP pricing transparent documentation Snowflake Databricks BigQuery Redshift Microsoft Fabric
  89. best data warehouse lakehouse government education FedRAMP open source pricing transparent Trino Starburst Cloudera Dremio
  90. cloud data warehouse public sector education procurement marketplace FedRAMP SOC 2 HIPAA FERPA data governance
  91. site:snowflake.com public sector education FedRAMP Snowflake government data cloud
  92. site:databricks.com public sector education FedRAMP lakehouse
  93. site:cloud.google.com BigQuery public sector education FedRAMP
  94. site:databricks.com government public sector FedRAMP lakehouse Databricks
  95. site:learn.microsoft.com Microsoft Fabric government public sector lakehouse education FedRAMP
  96. site:aws.amazon.com Redshift government education FedRAMP data warehouse
  97. site:cloud.google.com BigQuery FedRAMP public sector education government data warehouse
  98. site:aws.amazon.com redshift FedRAMP government data warehouse public sector
  99. site:starburst.io public sector government education lakehouse FedRAMP Trino
  100. site:oracle.com autonomous data warehouse government education FedRAMP public sector
  101. site:ibm.com watsonx data data warehouse lakehouse government education security governance
  102. site:cloudera.com government education open data lakehouse security governance public sector
  103. Oracle Autonomous Data Warehouse FedRAMP government public sector education data warehouse governance
  104. site:oracle.com government cloud autonomous data warehouse FedRAMP analytics
  105. best cloud data warehouse lakehouse regulated industries compliance certifications governance Snowflake Databricks BigQuery Redshift Synapse Teradata Oracle IBM Cloudera SAP
  106. Snowflake security governance compliance certifications data cloud regulated industries
  107. Databricks lakehouse security governance compliance certifications regulated industries
  108. Google BigQuery security governance compliance certifications
  109. Amazon Redshift security compliance data warehouse governance documentation
  110. Microsoft Fabric data warehouse security compliance governance documentation
  111. Teradata Vantage compliance security governance trusted data warehouse
  112. Oracle Autonomous Data Warehouse security compliance certifications
  113. Cloudera data platform security governance compliance regulated industries
  114. IBM watsonx.data data warehouse lakehouse security governance compliance
  115. SAP Datasphere security compliance governance data warehouse documentation
  116. Google BigQuery data governance security compliance documentation
  117. best data warehouse lakehouse platforms retail omnichannel analytics Snowflake Databricks BigQuery Redshift Microsoft Fabric Oracle Teradata Cloudera Dremio Firebolt 2026
  118. retail data cloud data warehouse omnichannel analytics Snowflake Databricks Google Cloud BigQuery Microsoft Fabric AWS Redshift
  119. lakehouse platform retail analytics customer commerce inventory marketing signals
  120. best cloud data warehouse lakehouse SaaS embedded analytics multi tenant APIs Snowflake Databricks BigQuery Redshift ClickHouse 2026
  121. Snowflake embedded analytics applications multi tenant data sharing APIs governance
  122. Databricks lakehouse product analytics real time feature serving governance
  123. ClickHouse cloud real time analytics embedded user facing analytics
  124. Google BigQuery data warehouse embedded analytics BI Engine row level security APIs governance real time analytics official
  125. Amazon Redshift data warehouse zero ETL real time analytics data sharing row level security official
  126. Microsoft Fabric data warehouse lakehouse real time analytics Power BI embedded official
  127. Dremio lakehouse platform Apache Iceberg self service analytics semantic layer official
  128. BigQuery official serverless data warehouse governance row level security BI Engine APIs
  129. SingleStore Helios real time analytics operational analytics vector data lakehouse official
  130. StarRocks real time analytics lakehouse user facing analytics official
  131. Firebolt data warehouse embedded customer facing analytics high concurrency official
  132. Google BigQuery official data warehouse serverless BigQuery ML BI Engine governance
  133. BigQuery data warehouse Google Cloud official product page
  134. BigQuery Omni Analytics Hub row level security official Google Cloud
  135. BigQuery streaming real time analytics official Google Cloud
  1. "firebolt" data warehouse website domain
  2. duckdb motherduck website domain
  3. top data warehouse lakehouse platforms for startups cloud native
  4. clickhouse cloud domain
  5. dremio lakehouse platform domain
  6. starburst data lakehouse domain
  7. "tinybird" data website domain
  8. top cloud data warehouse lakehouse platforms 2025 2026
  9. best lakehouse platforms for machine learning and data science 2025 2026
  10. top enterprise data warehouse lakehouse platforms 2025 2026
  11. gartner magic quadrant cloud database management systems 2025 2026
  12. "Innovaccer" "domain"
  13. "MedeAnalytics" website domain
  14. top healthcare data warehouse lakehouse platforms clinical operational financial
  15. healthcare data platform HIPAA compliant Snowflake Databricks Google Cloud AWS
  16. "Arcadia" healthcare analytics website
  17. "Sight Machine" manufacturing data platform
  18. industrial data platform manufacturing cloud data warehouse
  19. manufacturing data platform lakehouse ERP OT IT convergence
  20. "Cognite" industrial data platform lakehouse
  21. "HighByte" industrial data platform
  22. "element analytics" element unifying industrial data
  23. "Litmus Automation" litmus edge data platform
  24. "Tulip" Tulip Interfaces manufacturing data platform
  25. top data lakehouse platforms 2025 2026
  26. top data warehouse platforms 2026
  27. "motherduck" public sector education data platform
  28. "microsoft" "fabric" public sector education
  29. "aws" public sector "redshift" education
  30. data platform public sector state and local government education
  31. best data warehouse lakehouse public sector education
  32. best lakehouse platforms for regulated industries compliance
  33. top cloud data warehouse platforms enterprise security governance
  34. "Cloudera Data Platform" security governance compliance
  35. "Teradata VantageCloud" security compliance
  36. "IBM Db2 Warehouse" security compliance
  37. lakehouse platforms 2026
  38. top cloud data warehouse lakehouse platforms retail analytics
  39. top cloud data warehouse providers 2026
  40. embedded analytics cloud data warehouse platforms multi tenant
  41. real time product analytics engine embedded data products clickhouse rockset druid pinot
Full Results

All fanout queries

Every fanout query for this segment, with how many models used it and which ones. Overlap between models means they translated the same buyer question into the same search, a strong signal that ranking for that query matters.

QueryLLM CountLLMs
"arcadia" healthcare analytics website1Gemini 3.5 Flash
"aws" public sector "redshift" education1Gemini 3.5 Flash
"cloudera data platform" security governance compliance1Gemini 3.5 Flash
3 querysAll results shown