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Data Warehouse Lakehouse Platforms

Data Science Platform Lead

LLM Search+Fanout Visibility
Dominant · SE Outbound Links ρ=0.576

AI recommendation signal analysis across 101 domains for the Data Science Platform Lead persona in Data Warehouse Lakehouse Platforms.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
Download this report (.xlsx)
101Domains Tracked
34.2MReddit Posts
27KWikipedia Articles
5.6MOpen Web Matches
Data Science Platform Lead_persona.report
DomainScore
databricks.com
11.0
snowflake.com
3.9
cloud.google.com
1.4
microsoft.com
1.3
dremio.com
1.1
Domains rankedn = 16
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This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.

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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

See what AI reads before it answers

Fanout queries are the web searches a model runs mid-answer. The pages it retrieves and cites are the sources shaping its recommendations, so treat the citation lists as your target list for earning coverage, mentions, and links.

How It's Calculated

Where the numbers come from

Scoped to the runs where models used web search. Same rank-weighted scoring as LLM Search Visibility, plus every URL the searches retrieved (citation sources) and every URL actually cited in answers (citations), aggregated by frequency.

Overview

What's on this page

Domain rankings for web-search-augmented runs and the full citation and citation-source URL lists, filterable by model.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain specifically via web-search fanout queries when answering Data Science Platform Lead queries, a subset of the runs behind the main LLM Search Visibility report, not the full combined dataset. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Only these five models ran web-search fanout queries. The checkboxes filter these charts and the Citations / Citation Sources lists below; updates automatically as you check/uncheck.

LLM Data

Citations

Every URL the models actually cited in their final answers to Data Science Platform Lead fanout queries, aggregated by how often each URL was cited. Filtered by the model checkboxes above.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
Top 13 Data Lakehouse Tools for 2026 | Dremiohttps://www.dremio.com/blog/top-data-lakehouse-tools/33096995
Best Data Lakehouse Platforms Reviews 2026 | Gartner Peer Insightshttps://www.gartner.com/reviews/market/data-lakehouse-platforms261972495
montecarlo.aihttps://montecarlo.ai/blog-top-data-lake-vendors2594894
Data Lake Software Options 2026: Independent Buyer Guidehttps://www.viewpointanalysis.com/post/data-lake-software-options-20261695193
Databricks data science and ML capabilities | Databricks on AWShttps://docs.databricks.com/aws/en/machine-learning/concepts/ml-capabilities?utm_source=openai150973295
https://avasant.com/report/data-lakehouse-platforms-enabling-democratized-data-access-with-robust-governance/https://avasant.com/report/data-lakehouse-platforms-enabling-democratized-data-access-with-robust-governance/121951595
Databricks vs. Snowflake in 2026: The Architecture-Level Guide to Lakehouse Decisions -https://bix-tech.com/databricks-vs-snowflake-in-2026-the-architecture-level-guide-to-lakehouse-decisions/11095294
Open Source at Snowflakehttps://www.snowflake.com/en/developers/open-source/?utm_source=openai151972295
https://diggibyte.com/machine-learning/https://diggibyte.com/machine-learning/1795194
What is a data lakehouse? | Engineering | ClickHouse Resource Hub | ClickHousehttps://clickhouse.com/resources/engineering/data-lakehouse148963895
Databricks vs Snowflake vs BigQuery: Which Platform Wins? - Startupik | Startup magazinehttps://startupik.com/databricks-vs-snowflake-vs-bigquery-which-platform-wins/120951295
BigLake overview  |  Google Cloud Documentationhttps://docs.cloud.google.com/bigquery/docs/lakehouse-recommendations?hl=es&utm_source=openai199994396
https://www.kai-waehner.de/blog/2025/05/15/databricks-and-confluent-leading-data-and-ai-architectures-what-about-snowflake-bigquery-and-friends/amp/https://www.kai-waehner.de/blog/2025/05/15/databricks-and-confluent-leading-data-and-ai-architectures-what-about-snowflake-bigquery-and-friends/amp/11995193
https://www.acceldata.io/blog/top-data-lake-services-of-2025-features-tools-and-benefitshttps://www.acceldata.io/blog/top-data-lake-services-of-2025-features-tools-and-benefits12695595
Top Tools for Data Lakehouse and Data Warehousehttps://www.dataexpert.io/blog/best-data-lakehouse-data-warehouse-tools11295594
What is Microsoft Fabric - Microsoft Fabric | Microsoft Learnhttps://learn.microsoft.com/en-us/fabric/fundamentals/microsoft-fabric-overview?utm_source=openai180976296
https://www.snowflake.com/en/blog/data-engineering-lakehouse-open-formats/https://www.snowflake.com/en/blog/data-engineering-lakehouse-open-formats/151972295
https://www.rudderstack.com/blog/data-lake-tools/https://www.rudderstack.com/blog/data-lake-tools/147962595
Best Data Warehouse Platforms for Analytics 2026https://www.webfactoryltd.com/best-data-warehouse-platforms-for-analytics-2026/12295494
What is the lakehouse architecture of Amazon SageMaker? - The lakehouse architecture of Amazon SageMakerhttps://docs.aws.amazon.com/sagemaker-lakehouse-architecture/latest/userguide/what-is-smlh.html?utm_source=openai177975696
https://nand-research.com/oracle-ai-world-2025-bringing-cohesion-to-the-ai-data-stack/3/https://nand-research.com/oracle-ai-world-2025-bringing-cohesion-to-the-ai-data-stack/3/11795794
https://www.devopsschool.com/blog/top-10-lakehouse-platforms-features-pros-cons-comparison/https://www.devopsschool.com/blog/top-10-lakehouse-platforms-features-pros-cons-comparison/12095394
Databricks competitors: 13 alternatives compared (2026)https://www.flexera.com/blog/finops/databricks-competitors/145961295
Dremio: The Agentic Lakehouse for AI and Analytics | Dremiohttps://www.dremio.com/?utm_source=openai13096995
https://www.cloudera.com/blog/business/the-future-delivered-today-the-ai-powered-data-lakehouse.htmlhttps://www.cloudera.com/blog/business/the-future-delivered-today-the-ai-powered-data-lakehouse.html149972495
https://www.databricks.com/blog/data-warehouse-toolshttps://www.databricks.com/blog/data-warehouse-tools150973295
Query Layer 2026: Snowflake vs Databricks vs Starburst - My Framer Sitehttps://www.nx1.io/blog/query-layer-2026-snowflake-databricks-starburst1094093
Starburst | Data lakeshttps://docs.starburst.io/introduction/data-lake.html?utm_source=openai131961695
https://thecuberesearch.com/architecting-the-future-of-enterprise-ai/https://thecuberesearch.com/architecting-the-future-of-enterprise-ai/127952095
https://www.databricks.com/product/data-lakehousehttps://www.databricks.com/product/data-lakehouse150973295
What is Open Data Lakehouse?https://docs.cloudera.com/cdp-private-cloud-base/7.3.2/lakehouse-overview/topics/private-cloud-open-data-lakehouse.html?utm_source=openai149972395
https://www.crn.com/news/software/2025/the-coolest-data-warehouse-and-data-lake-system-companies-of-the-2025-big-data-100?page=2https://www.crn.com/news/software/2025/the-coolest-data-warehouse-and-data-lake-system-companies-of-the-2025-big-data-100?page=2146971394
https://clickhouse.com/resources/engineering/top-5-cloud-data-warehouseshttps://clickhouse.com/resources/engineering/top-5-cloud-data-warehouses148963895
watsonx.data | IBMhttps://www.ibm.com/products/watsonx-data?lnk=eshppathink&utm_source=openai166973895
https://research.etr.ai/blog-observatory/pure-plays-and-cloud-service-providers-dominate-cloud-data-warehouse-markethttps://research.etr.ai/blog-observatory/pure-plays-and-cloud-service-providers-dominate-cloud-data-warehouse-market11695294
https://dev.to/alexmercedcoder/the-2025-2026-ultimate-guide-to-the-data-lakehouse-and-the-data-lakehouse-ecosystem-dighttps://dev.to/alexmercedcoder/the-2025-2026-ultimate-guide-to-the-data-lakehouse-and-the-data-lakehouse-ecosystem-dig155975096
Best Data Lakehouse Platforms in 2026https://slashdot.org/software/data-lakehouse/150974396
Autonomous AI Lakehouse | Oraclehttps://www.oracle.com/autonomous-database/autonomous-ai-lakehouse/?utm_source=openai172973295
https://aragonresearch.com/special-report-hot-vendors-for-2025-part-1/https://aragonresearch.com/special-report-hot-vendors-for-2025-part-1/128952695
https://www.charterglobal.com/data-warehouse-vs-data-lake-vs-data-lakehouse/https://www.charterglobal.com/data-warehouse-vs-data-lake-vs-data-lakehouse/11195294
Top 10 data warehouse platforms for 2026: A checklist for tech leadshttps://motherduck.com/learn/top-10-data-warehouse-platforms-2026/129952595
https://www.ovaledge.com/blog/data-lakehousehttps://www.ovaledge.com/blog/data-lakehouse11896194
https://www.databricks.com/databricks-vs-snowflakehttps://www.databricks.com/databricks-vs-snowflake150973295
https://docs.databricks.com/aws/en/lakehouse-architecture/data-governance/best-practiceshttps://docs.databricks.com/aws/en/lakehouse-architecture/data-governance/best-practices150973295
https://lifebit.ai/blog/data-lakehouse-governance/https://lifebit.ai/blog/data-lakehouse-governance/118951295
https://aws.amazon.com/sagemaker/lakehouse/https://aws.amazon.com/sagemaker/lakehouse/177976196
https://medium.com/@data.pilot/dremio-vs-starburst-vs-snowflake-choosing-the-right-platform-for-a-modern-data-lakehouse-1ee52bb09300https://medium.com/@data.pilot/dremio-vs-starburst-vs-snowflake-choosing-the-right-platform-for-a-modern-data-lakehouse-1ee52bb09300174976897
https://data-pilot.com/blog/data-lakehouse-comparison/https://data-pilot.com/blog/data-lakehouse-comparison/1695594
https://bigdataclouds.org/dremio-vs-starburst-a-comparative-analysis/https://bigdataclouds.org/dremio-vs-starburst-a-comparative-analysis/1394094
https://www.definite.app/blog/powerful-databricks-alternatives-for-data-lakes-and-lakehouseshttps://www.definite.app/blog/powerful-databricks-alternatives-for-data-lakes-and-lakehouses11395494
https://www.dremio.com/blog/dremio-vs-starburst-data-the-truth-of-why-companies-choose-dremio/https://www.dremio.com/blog/dremio-vs-starburst-data-the-truth-of-why-companies-choose-dremio/13096995
https://www.oreateai.com/blog/dremio-vs-starburst-navigating-the-data-lakehouse-landscape/https://www.oreateai.com/blog/dremio-vs-starburst-navigating-the-data-lakehouse-landscape/12495594
https://www.dremio.com/blog/snowflake-competitors/https://www.dremio.com/blog/snowflake-competitors/13096995
https://www.dremio.com/blog/databricks-alternatives/https://www.dremio.com/blog/databricks-alternatives/13096995
https://www.onehouse.ai/blog/apache-spark-vs-clickhouse-vs-presto-vs-starrocks-vs-trino-comparing-analytics-engineshttps://www.onehouse.ai/blog/apache-spark-vs-clickhouse-vs-presto-vs-starrocks-vs-trino-comparing-analytics-engines12295194
https://timexinno.com/the-modern-data-lakehouse-in-2026-apache-iceberg-clickhouse-and-the-hot-cold-tier-pattern/https://timexinno.com/the-modern-data-lakehouse-in-2026-apache-iceberg-clickhouse-and-the-hot-cold-tier-pattern/1093092
https://bigdataboutique.com/blog/clickhouse-and-apache-iceberg-practical-guide-to-data-lakehouse-integrationhttps://bigdataboutique.com/blog/clickhouse-and-apache-iceberg-practical-guide-to-data-lakehouse-integration119951595
https://clickhouse.com/blog/google-lakehouse-runtimehttps://clickhouse.com/blog/google-lakehouse-runtime148963895
https://olake.io/blog/build-data-lakehouse-iceberg-clickhouse-olake/https://olake.io/blog/build-data-lakehouse-iceberg-clickhouse-olake/11595795
https://medium.com/@wasiualhasib/building-a-modern-data-lakehouse-architecture-with-apache-iceberg-spark-flink-clickhouse-and-822d04f28718https://medium.com/@wasiualhasib/building-a-modern-data-lakehouse-architecture-with-apache-iceberg-spark-flink-clickhouse-and-822d04f28718174976897
https://clickhouse.com/blog/clickhouse-is-data-lake-readyhttps://clickhouse.com/blog/clickhouse-is-data-lake-ready148963895
https://www.flexera.com/blog/finops/clickhouse-alternatives/https://www.flexera.com/blog/finops/clickhouse-alternatives/145961295
https://www.opensourceforu.com/2026/01/apache-iceberg-and-trino-powering-data-lakehouse-architecture/https://www.opensourceforu.com/2026/01/apache-iceberg-and-trino-powering-data-lakehouse-architecture/125961595
https://google.com/bigqueryhttps://google.com/bigquery199996696
64 resultsAll results shown
LLM Data

Citation sources

Every URL the models' web searches retrieved while answering: the wider pool the citations above were drawn from, aggregated the same way and filtered by the same model checkboxes.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
dremio.comhttps://www.dremio.com/blog/top-data-lakehouse-tools/33096995
Best Data Lakehouse Platforms Reviews 2026 | Gartner Peer Insightshttps://www.gartner.com/reviews/market/data-lakehouse-platforms261972495
Best Data Lake Tools 2026: Top Platforms Guidehttps://www.acceldata.io/blog/top-data-lake-services-of-2025-features-tools-and-benefits22695595
montecarlo.aihttps://montecarlo.ai/blog-top-data-lake-vendors2594894
Data Lake Software Options 2026: Independent Buyer Guidehttps://www.viewpointanalysis.com/post/data-lake-software-options-20262695193
https://www.gartner.com/en/documents/7195930https://www.gartner.com/en/documents/7195930161972495
Data Lakehouse Platforms: Enabling Democratized Data Access with Robust Governance - Avasanthttps://avasant.com/report/data-lakehouse-platforms-enabling-democratized-data-access-with-robust-governance/#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjIzNSIsInRvZ2dsZSI6ZmFsc2V9121951595
Data Lakehouse Architecture: How It Works & Top Platformshttps://www.ovaledge.com/blog/data-lakehouse11896194
Snowflake vs Databricks vs BigQuery 2026: $6.25/TB Showdownhttps://tech-insider.org/snowflake-vs-databricks-vs-bigquery-2026/121951695
https://learn.microsoft.com/en-us/fabric/fundamentals/microsoft-fabric-overviewhttps://learn.microsoft.com/en-us/fabric/fundamentals/microsoft-fabric-overview180976296
Make Your Lakehouse AI-Readyhttps://www.snowflake.com/en/blog/data-engineering-lakehouse-open-formats/?utm_campaign=alexmerced151972295
Efficiently Reproducing Distributed Workflows in Notebook-based Systemshttps://arxiv.org/pdf/2603.26965165976196
https://docs.starburst.io/introduction/data-lake.htmlhttps://docs.starburst.io/introduction/data-lake.html131961695
7 things to consider when choosing a cloud data warehouse | Engineering | ClickHouse Resource Hubhttps://clickhouse.com/resources/engineering/choosing-cloud-data-warehouse#support-for-open-table-formats148963895
Dremio vs Starburst vs Snowflake: Choosing the Right Platform for a Modern Data Lakehouse | by Data Pilot | Mediumhttps://medium.com/@data.pilot/dremio-vs-starburst-vs-snowflake-choosing-the-right-platform-for-a-modern-data-lakehouse-1ee52bb09300174976897
Databricks vs Snowflake: 5 key features compared (2026)https://www.flexera.com/blog/finops/snowflake-vs-databricks/145961295
https://www.ibm.com/new/product-blog/exploring-the-ai-and-data-capabilities-of-watsonxhttps://www.ibm.com/new/product-blog/exploring-the-ai-and-data-capabilities-of-watsonx166973895
Machine Learning Resources & Guides | Diggibytehttps://diggibyte.com/machine-learning/#respond1795194
What is a data lakehouse? | Engineering | ClickHouse Resource Hub | ClickHousehttps://clickhouse.com/resources/engineering/data-lakehouse148963895
https://docs.cloudera.com/cdp-private-cloud-base/7.3.2/lakehouse-overview/topics/private-cloud-open-data-lakehouse.htmlhttps://docs.cloudera.com/cdp-private-cloud-base/7.3.2/lakehouse-overview/topics/private-cloud-open-data-lakehouse.html149972395
Oracle AI World 2025: Bringing Cohesion to the AI Data Stack - Page 3https://nand-research.com/oracle-ai-world-2025-bringing-cohesion-to-the-ai-data-stack/3/11795794
Databricks competitors: 13 alternatives compared (2026)https://www.flexera.com/blog/finops/databricks-competitors/145961295
https://www.oracle.com/autonomous-database/autonomous-ai-lakehouse/https://www.oracle.com/autonomous-database/autonomous-ai-lakehouse/172973295
The Coolest Data Warehouse And Data Lake System Companies Of The 2025 Big Data 100https://www.crn.com/news/software/2025/the-coolest-data-warehouse-and-data-lake-system-companies-of-the-2025-big-data-100?page=2146971394
Best practices for data and AI governance | Databricks on AWShttps://docs.databricks.com/aws/en/lakehouse-architecture/data-governance/best-practices150973295
Best Data Warehouse Platforms for Analytics 2026https://www.webfactoryltd.com/best-data-warehouse-platforms-for-analytics-2026/12295494
https://www.openlakehouse.io/https://www.openlakehouse.io/1----
https://hps.vi4io.org/_media/teaching/summer_term_2025/stud/scap/erdni_mankirov_presentation.pdf#1#1https://hps.vi4io.org/_media/teaching/summer_term_2025/stud/scap/erdni_mankirov_presentation.pdf#1#112095994
Open Reproducible Data Science Workflow — Reproducible Data Science + Python + Real-World Datahttps://valdanchev.github.io/reproducible-data-science-python/notebooks/03_open_reproducible_workflows.html1--094
Top Tools for Data Lakehouse and Data Warehousehttps://www.dataexpert.io/blog/best-data-lakehouse-data-warehouse-tools11295594
https://learn.microsoft.com/en-us/fabric/governance/onelake-catalog-governhttps://learn.microsoft.com/en-us/fabric/governance/onelake-catalog-govern180976296
Cloudera Supercharges Data Lakehouse With Iceberg Upgrades For AI Anywherehttps://www.bernama.com/en/news.php/?id=2471722134961995
Data Lakehouse Comparison: Dremio, Starburst, and Snowflakehttps://data-pilot.com/blog/data-lakehouse-comparison/1695594
5 Best Data Lake Tools for 2026 | Integrate.io | Integrate.iohttps://www.integrate.io/blog/the-best-data-lake-tools-a-buyers-guide/14196995
https://docs.starburst.io/latest/data-products/share-data-products.htmlhttps://docs.starburst.io/latest/data-products/share-data-products.html131961695
Pure-Plays and Cloud Service Providers Dominate Cloud Data Warehouse Markethttps://research.etr.ai/blog-observatory/pure-plays-and-cloud-service-providers-dominate-cloud-data-warehouse-market11695294
ClickHouse vs StarRocks vs Presto vs Trino vs Apache Sparkhttps://www.onehouse.ai/blog/apache-spark-vs-clickhouse-vs-presto-vs-starrocks-vs-trino-comparing-analytics-engines12295194
Databricks vs Snowflake vs BigQuery: Which Platform Wins? - Startupik | Startup magazinehttps://startupik.com/databricks-vs-snowflake-vs-bigquery-which-platform-wins/120951295
https://www.ibm.com/products/watsonx-data?lnk=eshppathinkhttps://www.ibm.com/products/watsonx-data?lnk=eshppathink166973895
Dremio vs. Redshift: The Cost Advantage of the Dremio Agentic Lakehouse | Dremiohttps://www.dremio.com/blog/dremio-vs-redshift-the-cost-advantage-of-the-dremio-agentic-lakehouse/13096995
https://www.dremio.com/https://www.dremio.com/13096995
Top Data & Business Intelligence Platforms 2025https://www.keboola.com/blog/top-data-business-intelligence-platforms12596594
(PDF) Data Governance in Lakehousehttps://www.researchgate.net/publication/389804443_Data_Governance_in_Lakehouse166973395
Databricks vs. Snowflake | Databrickshttps://www.databricks.com/databricks-vs-snowflake150973295
https://docs.snowflake.com/en/user-guide/opencatalog/overview?source=post_page-----9005909dc1fa---------------------------------------https://docs.snowflake.com/en/user-guide/opencatalog/overview?source=post_page-----9005909dc1fa---------------------------------------151973695
Unified Analytics, Two Roads: Comparing Fabric’s Lakehouse and Databricks’ Spark‑First Stackhttps://community.fabric.microsoft.com/t5/Data-Engineering-Community-Blog/Unified-Analytics-Two-Roads-Comparing-Fabric-s-Lakehouse-and/ba-p/4909273180973295
Embedding containerized workflows inside data science notebooks enhances reproducibilityhttps://www.biorxiv.org/content/10.1101/309567.full.pdf148962995
13 Best Data Lake Tools And Platforms In 2026https://www.datastackhub.com/top-tools/data-lake-tools/11895094
https://www.epcgroup.net/microsoft-fabric-vs-snowflake-vs-databricks-2026https://www.epcgroup.net/microsoft-fabric-vs-snowflake-vs-databricks-202611995093
The Context Store for AI: Metadata Lakehousehttps://atlan.com/know/databricks/context-store-for-ai-metadata-lakehouse/#the-power-of-the-metadata-lakehouse-combined-with-databricks133962595
Data Lakehouse Architecture 2026: Apache Iceberg, ClickHouse & Hot/Cold Tiers | TimeXinnohttps://timexinno.com/the-modern-data-lakehouse-in-2026-apache-iceberg-clickhouse-and-the-hot-cold-tier-pattern/1093092
Query Layer 2026: Snowflake vs Databricks vs Starburst - My Framer Sitehttps://www.nx1.io/blog/query-layer-2026-snowflake-databricks-starburst1094093
https://learn.microsoft.com/en-us/fabric/fundamentals/store-datahttps://learn.microsoft.com/en-us/fabric/fundamentals/store-data180976296
IDC MarketScape: Worldwide Analytical Databases 2025–2026 Vendor Assessmenthttps://mfe-prod.idc.com/getdoc.jsp?containerId=US52973925151971095
Data lake tools: Top 8 vendors & how to evaluate themhttps://www.rudderstack.com/blog/data-lake-tools/147962595
Best Data Lakehouse Platforms in 2026https://slashdot.org/software/data-lakehouse/150974396
https://docs.starburst.io/https://docs.starburst.io/131961695
Re: Unified Analytics, Two Roads: Comparing Fabric’s Lakehouse and Databricks’ Spark‑First Stackhttps://community.fabric.microsoft.com/t5/Data-Engineering-Community-Blog/Unified-Analytics-Two-Roads-Comparing-Fabric-s-Lakehouse-and/bc-p/4910354#M103180973295
Data Lakehouse Governance — Framework + Tools for 2026https://lifebit.ai/blog/data-lakehouse-governance/118951295
Databricks vs. Snowflake in 2026: The Architecture-Level Guide to Lakehouse Decisions -https://bix-tech.com/databricks-vs-snowflake-in-2026-the-architecture-level-guide-to-lakehouse-decisions/11095294
https://developer.ibm.com/articles/awb-data-governance-ai-models-watsonx/https://developer.ibm.com/articles/awb-data-governance-ai-models-watsonx/166974596
Building Your Next-Gen Lakehouse with Qlik, AWS, and Apache Iceberg | Qlik Bloghttps://www.qlik.com/blog/building-your-next-gen-lakehouse-with-qlik-aws-and-apache-iceberg141961194
Best practices for interoperability and usability | Databricks on AWShttps://docs.databricks.com/aws/en/lakehouse-architecture/interoperability-and-usability/best-practices150973295
Top 10 data warehouse platforms for 2026: A checklist for tech leadshttps://motherduck.com/learn/top-10-data-warehouse-platforms-2026/129952595
https://es.cloudera.com/products/open-data-lakehouse.htmlhttps://es.cloudera.com/products/open-data-lakehouse.html14997594
IDC MarketScape: Worldwide Data Platform Software 2025 Vendor Assessmenthttps://my.idc.com/getdoc.jsp?containerId=US52974125&pageType=PRINTFRIENDLY&_gl=1*14dabwi*_up*MQ..*_ga*OTc0MDk5NDMuMTc1OTg1NzM2Mw..*_ga_541ENG1F9X*czE3NTk4NTczNjIkbzEkZzAkdDE3NTk4NTczNjIkajYwJGwwJGgw*_ga_T9Q2D5YHKE*czE3NTk4NTczNjIkbzEkZzAkdDE3NTk4NTczNjIkajYwJGwwJGgw151973595
Dremio vs. Starburst: A Comparative Analysis - Big Data Cloudshttps://bigdataclouds.org/dremio-vs-starburst-a-comparative-analysis/1394094
Data Warehouse vs Data Lake vs Lakehouse [2026 Comparison] | dataskew.io Bloghttps://dataskew.io/blog/data-warehouse-vs-data-lake/1294093
https://www.snowflake.com/en/developers/open-source/https://www.snowflake.com/en/developers/open-source/151972295
Databricks and Confluent Leading Data and AI Architectures – What About Snowflake?https://www.kai-waehner.de/blog/2025/05/15/databricks-and-confluent-leading-data-and-ai-architectures-what-about-snowflake-bigquery-and-friends/amp/11995193
ClickHouse and Apache Iceberg: A Practical Guide to Data Lakehouse Integrationhttps://bigdataboutique.com/blog/clickhouse-and-apache-iceberg-practical-guide-to-data-lakehouse-integration119951595
The 12 Best Data Lakehouses (Data Lake Solutions) for 2026https://solutionsreview.com/data-management/the-best-data-lakehouses-data-lake-solutions/136953095
https://community.fabric.microsoft.com/t5/Fabric-platform-Community-Blog/Microsoft-Fabric-vs-Databricks-vs-Snowflake-A-Deep-Comparison-of/ba-p/5125800https://community.fabric.microsoft.com/t5/Fabric-platform-Community-Blog/Microsoft-Fabric-vs-Databricks-vs-Snowflake-A-Deep-Comparison-of/ba-p/5125800180973295
The Future Delivered Today: The AI-Powered Data Lakehousehttps://www.cloudera.com/blog/business/the-future-delivered-today-the-ai-powered-data-lakehouse.html149972495
Top 10 Lakehouse Platforms: Features, Pros, Cons & Comparisonhttps://www.devopsschool.com/blog/top-10-lakehouse-platforms-features-pros-cons-comparison/12095394
Cloud Data Warehouse Showdown: What Snowflake, Databricks, and BigQuery Mean for Manufacturers – Lassohttps://lassosupplychain.com/resources/blog/cloud-data-warehouse-showdown-what-snowflake-databricks-and-bigquery-mean-for-manufacturers/1495393
https://learn.microsoft.com/en-us/fabric/data-engineering/tutorial-lakehouse-introductionhttps://learn.microsoft.com/en-us/fabric/data-engineering/tutorial-lakehouse-introduction180976296
Top Data Warehouse Vendors to Watch Out For | InData Labs Bloghttps://indatalabs.com/blog/top-data-warehouse-vendors124951595
Best practices for data and AI governance | Databricks on Google Cloudhttps://docs.databricks.com/gcp/en/lakehouse-architecture/data-governance/best-practices150973295
https://docs.snowflake.com/en/developer-guide/snowpark-ml/reference/latest/cortexhttps://docs.snowflake.com/en/developer-guide/snowpark-ml/reference/latest/cortex151973695
Lakehouse Evolution: Diving Deep into Databricks & Snowflake for Next-Gen Data Architectureshttps://wearecommunity.io/communities/datazencommunity/articles/5789#11695995
Jupyter Notebooks – a publishing format for reproducible computational workflows | Request PDFhttps://www.researchgate.net/publication/316235514_Jupyter_Notebooks_-_a_publishing_format_for_reproducible_computational_workflows166973395
https://www.ibm.com/new/announcements/a-new-era-in-data-governance-and-dataops-with-ibm-watsonx-data-2-1https://www.ibm.com/new/announcements/a-new-era-in-data-governance-and-dataops-with-ibm-watsonx-data-2-1166973895
Unity Cataloghttps://www.databricks.com/product/data-governance150973295
Databricks Alternatives for Startups (2026) | Definitehttps://www.definite.app/blog/powerful-databricks-alternatives-for-data-lakes-and-lakehouses11395494
https://www.dremio.com/platform/https://www.dremio.com/platform/13096995
The State of Cloud Data Warehouses - 2025 Editionhttps://www.recordlydata.com/blog/the-state-of-cloud-data-warehouses-2025-edition1695093
ClickHouse integrates with Lakehouse Runtime Cataloghttps://clickhouse.com/blog/google-lakehouse-runtime148963895
https://docs.snowflake.cn/en/developer-guide/snowflake-ml/feature-store/overviewhttps://docs.snowflake.cn/en/developer-guide/snowflake-ml/feature-store/overview1--494
Choosing the right Lakehouse: Databricks vs. Montrose Software Lakehouse vs. Snowflake | Montrose Software Bloghttps://www.montrosesoftware.ai/blog/choosing-the-right-lakehouse-databricks-vs-montrose-software-lakehouse-vs-snowflake119300
Top Data Warehouse Tools For Modern Data Analytics | Databricks Bloghttps://www.databricks.com/blog/data-warehouse-tools150973295
https://www.ciopages.com/buyer-guides/data-lakehousehttps://www.ciopages.com/buyer-guides/data-lakehouse1795093
Architecting the Future of Enterprise AIhttps://thecuberesearch.com/architecting-the-future-of-enterprise-ai/#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjMwNzU5NiIsInRvZ2dsZSI6ZmFsc2V9127952095
Amazon SageMaker - Unified, Open, and Secure Data Lakehouse Architecturehttps://aws.amazon.com/sagemaker/lakehouse/177976196
https://learn.microsoft.com/en-us/fabric/workload-development-kit/fabric-data-planehttps://learn.microsoft.com/en-us/fabric/workload-development-kit/fabric-data-plane180976296
7 Best Data Warehouse Tools for Enterprise Analytics in 2026https://kanerika.com/blogs/data-warehouse-tools/#author-section121951495
Jupyter Notebooks—a publishing format for reproducible computational workflowshttps://eprints.soton.ac.uk/403913/1/STAL9781614996491-0087.pdf1--2895
https://docs.starburst.io/latest/data-products/manage-data-products.htmlhttps://docs.starburst.io/latest/data-products/manage-data-products.html131961695
Special Report: Hot Vendors for 2025 Part I | Aragon Researchhttps://aragonresearch.com/special-report-hot-vendors-for-2025-part-1/128952695
Dremio vs Starburst: Why Data Teams Choose Dremio | Dremiohttps://www.dremio.com/blog/dremio-vs-starburst-data-the-truth-of-why-companies-choose-dremio/13096995
https://www.ibm.com/data-lakehttps://www.ibm.com/data-lake166973895
Cloudera Accelerates AI and Analytics Projects with a Unified Platform for Secure, Governed, and Performant Datahttps://www.cloudera.com/about/news-and-blogs/press-releases/2025-09-25-cloudera-accelerates-ai-and-analytics-projects-with-a-unified-platform-for-secure-governed-and-performant-data.html149972495
Building a Data Lakehouse with Apache Iceberg + ClickHouse + OLake | Fastest Open Source Data Replication Toolhttps://olake.io/blog/build-data-lakehouse-iceberg-clickhouse-olake/11595795
https://www.dremio.com/solutions/data-lakehouse/https://www.dremio.com/solutions/data-lakehouse/13096995
Critical Capabilities for Cloud Database Management Systems for Analytical Use Caseshttps://www.gartner.com/en/documents/7198931161972495
Data Lakehouse Architecture | Databrickshttps://www.databricks.com/product/data-lakehouse150973295
https://aws.amazon.com/jp/sagemaker/lakehouse/https://aws.amazon.com/jp/sagemaker/lakehouse/177976196
Best practices for data and AI governance - Azure Databricks | Microsoft Learnhttps://learn.microsoft.com/en-us/azure/databricks/lakehouse-architecture/data-governance/best-practices180976296
https://www.gartner.com/en/documents/6092027https://www.gartner.com/en/documents/6092027161972495
Rabix: an open-source workflow executor supporting recomputability and interoperability of workflow descriptionshttps://www.biorxiv.org/content/10.1101/074708.full.pdf148962995
https://www.microsoft.com/en-ca/microsoft-fabric/features/data-engineeringhttps://www.microsoft.com/en-ca/microsoft-fabric/features/data-engineering180974896
Dremio vs. Starburst: Navigating the Data Lakehouse Landscape - Oreate AI Bloghttps://www.oreateai.com/blog/dremio-vs-starburst-navigating-the-data-lakehouse-landscape/d8f5773b40a9f4622947fcee81126bd212495594
https://docs.starburst.io/latest/data-products/index.htmlhttps://docs.starburst.io/latest/data-products/index.html131961695
Building a Modern Data Lakehouse Architecture with Apache Iceberg, Spark, Flink, ClickHouse, and Superset | by Sheikh Wasiu Al Hasib | Mediumhttps://medium.com/@wasiualhasib/building-a-modern-data-lakehouse-architecture-with-apache-iceberg-spark-flink-clickhouse-and-822d04f28718174976897
https://developer.ibm.com/articles/use-generative-ai-intelligent-workflow-automation-watsonx/https://developer.ibm.com/articles/use-generative-ai-intelligent-workflow-automation-watsonx/166974596
Top 5 cloud data warehouses in 2026: Architecture, cost, and open-sourcehttps://clickhouse.com/resources/engineering/top-5-cloud-data-warehouses148963895
https://docs.cloudera.com/products.htmlhttps://docs.cloudera.com/products.html149972395
Data Lakehouse Adoption for Smarter Data Managementhttps://thedatascientist.com/data-lakehouse-adoption-for-smarter-data-management/125962395
https://docs.snowflake.com/user-guide/opencatalog/tutorials/open-catalog-gs?lang=ushttps://docs.snowflake.com/user-guide/opencatalog/tutorials/open-catalog-gs?lang=us151973695
Using interactive Jupyter Notebooks and BioConda for FAIR and reproducible biomolecular simulation workflowshttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11189206/170973295
Snowflake Competitors: More Affordable and Open Source Alternatives | Dremiohttps://www.dremio.com/blog/snowflake-competitors/13096995
https://learn.microsoft.com/en-us/fabric/onelake/onelake-access-apihttps://learn.microsoft.com/en-us/fabric/onelake/onelake-access-api180976296
ClickHouse is data lake ready | ClickHousehttps://clickhouse.com/blog/clickhouse-is-data-lake-ready148963895
https://docs.starburst.io/latest/connector/lakehouse.htmlhttps://docs.starburst.io/latest/connector/lakehouse.html131961695
The 2025 & 2026 Ultimate Guide to the Data Lakehouse and the Data Lakehouse Ecosystem - DEV Communityhttps://dev.to/alexmercedcoder/the-2025-2026-ultimate-guide-to-the-data-lakehouse-and-the-data-lakehouse-ecosystem-dig155975096
https://www.ibm.com/docs/en/watsonxdata/premium/2.4.x?topic=overviewhttps://www.ibm.com/docs/en/watsonxdata/premium/2.4.x?topic=overview166973895
Implementing a Data Lakehouse: A Best Practices Guidehttps://athena-solutions.com/implementing-a-data-lakehouse-best-practices/1695294
https://docs.databricks.com/aws/en/machine-learning/concepts/ml-capabilitieshttps://docs.databricks.com/aws/en/machine-learning/concepts/ml-capabilities150973295
19 Databricks Alternatives and Competitors | Dremiohttps://www.dremio.com/blog/databricks-alternatives/13096995
https://docs.aws.amazon.com/sagemaker-lakehouse-architecture/latest/userguide/what-is-smlh.htmlhttps://docs.aws.amazon.com/sagemaker-lakehouse-architecture/latest/userguide/what-is-smlh.html177975696
ClickHouse alternatives: 10 true competitors (2026)https://www.flexera.com/blog/finops/clickhouse-alternatives/145961295
https://www.gartner.com/en/information-technology/research/magic-quadranthttps://www.gartner.com/en/information-technology/research/magic-quadrant161972495
Data Warehouse vs Data Lake vs Lakehouse: Key Insightshttps://www.charterglobal.com/data-warehouse-vs-data-lake-vs-data-lakehouse/11195294
https://learn.microsoft.com/ka-ge/fabric/onelake/onelake-overviewhttps://learn.microsoft.com/ka-ge/fabric/onelake/onelake-overview180976296
The Role of Governance in Data Lake Managementhttps://lakehouse.app/article/The_Role_of_Governance_in_Data_Lake_Management.html1493493
https://docs.snowflake.com/en/user-guide/snowflake-cortex/governance-and-availabilityhttps://docs.snowflake.com/en/user-guide/snowflake-cortex/governance-and-availability151973695
https://www.ibm.com/fr-fr/architectures/hybrid/data-lakehousehttps://www.ibm.com/fr-fr/architectures/hybrid/data-lakehouse166973895
Apache Iceberg And Trino: Powering Data Lakehouse Architecture - Open Source For Youhttps://www.opensourceforu.com/2026/01/apache-iceberg-and-trino-powering-data-lakehouse-architecture/125961595
https://learn.microsoft.com/en-us/azure/databricks//mlflow/https://learn.microsoft.com/en-us/azure/databricks//mlflow/180976296
https://www.snowflake.com/en/product/features/horizon/https://www.snowflake.com/en/product/features/horizon/151972295
https://enterprise-software-review.contentwave.net/article/microsoft-fabric-vs-databricks-vs-snowflake-may-2026-buyers-guidehttps://enterprise-software-review.contentwave.net/article/microsoft-fabric-vs-databricks-vs-snowflake-may-2026-buyers-guide1093--
https://learn.microsoft.com/ga-ie/fabric/onelake/onelake-azure-hdinsighthttps://learn.microsoft.com/ga-ie/fabric/onelake/onelake-azure-hdinsight180976296
https://docs.starburst.io/starburst-galaxy/data-engineering/working-with-data-lakes/https://docs.starburst.io/starburst-galaxy/data-engineering/working-with-data-lakes/131961695
https://developer.ibm.com/articles/awb-ibm-watsonx-data-aws/https://developer.ibm.com/articles/awb-ibm-watsonx-data-aws/166974596
https://br.cloudera.com/products/open-data-lakehouse.htmlhttps://br.cloudera.com/products/open-data-lakehouse.html14997394
https://other-docs.snowflake.com/de/opencatalog/tutorials/open-catalog-gshttps://other-docs.snowflake.com/de/opencatalog/tutorials/open-catalog-gs151971695
https://www.epcgroup.net/blog/microsoft-fabric-vs-databricks-enterprise-2026https://www.epcgroup.net/blog/microsoft-fabric-vs-databricks-enterprise-202611995093
https://docs.cloud.google.com/bigquery/docs/lakehouse-recommendations?hl=eshttps://docs.cloud.google.com/bigquery/docs/lakehouse-recommendations?hl=es199994396
https://docs.starburst.io/latest/connector/iceberg.htmlhttps://docs.starburst.io/latest/connector/iceberg.html131961695
https://www.ibm.com/it-it/think/architectures/patterns/data-lakehousehttps://www.ibm.com/it-it/think/architectures/patterns/data-lakehouse166973895
https://www.cloudera.com/content/dam/www/marketing/resources/whitepapers/introducing-apache-iceberg-the-case-for-an-open-data-lakehouse-powered-by-cloudera.pdf?daqp=truehttps://www.cloudera.com/content/dam/www/marketing/resources/whitepapers/introducing-apache-iceberg-the-case-for-an-open-data-lakehouse-powered-by-cloudera.pdf?daqp=true149972495
https://quickstarts.snowflake.com/guide/apache-iceberg-snowflake-open-catalog-snowpipe-streaming/index.htmlhttps://quickstarts.snowflake.com/guide/apache-iceberg-snowflake-open-catalog-snowpipe-streaming/index.html151971895
https://scadea.com/data-lakehouse-architecture-when-to-use-databricks-vs-snowflake/https://scadea.com/data-lakehouse-architecture-when-to-use-databricks-vs-snowflake/1194393
https://www.microsoft.com/nl-nl/microsoft-fabric/features/data-engineeringhttps://www.microsoft.com/nl-nl/microsoft-fabric/features/data-engineering180974896
https://docs.aws.amazon.com/sagemaker-lakehouse-architecture/latest/userguide/rms-integration.htmlhttps://docs.aws.amazon.com/sagemaker-lakehouse-architecture/latest/userguide/rms-integration.html177975696
https://www.ibm.com/docs/en/watsonx/watsonxdata/2.2.x?topic=objects-registering-external-data-into-watsonxdatahttps://www.ibm.com/docs/en/watsonx/watsonxdata/2.2.x?topic=objects-registering-external-data-into-watsonxdata166973895
https://jp.cloudera.com/products/open-data-lakehouse.htmlhttps://jp.cloudera.com/products/open-data-lakehouse.html14997694
https://aws-news.com/article/2025-08-08-amazon-sagemaker-lakehouse-architecture-now-automates-optimization-configuration-of-apache-iceberg-tableshttps://aws-news.com/article/2025-08-08-amazon-sagemaker-lakehouse-architecture-now-automates-optimization-configuration-of-apache-iceberg-tables11295494
https://datakulture.com/blog/fabric-vs-databricks-vs-snowflake/https://datakulture.com/blog/fabric-vs-databricks-vs-snowflake/1495294
https://docs.cloud.google.com/bigquery/docs/biglake-iceberg-tables-in-bigquery?hl=enhttps://docs.cloud.google.com/bigquery/docs/biglake-iceberg-tables-in-bigquery?hl=en199994396
https://docs.starburst.io/blog/2022-11-30-dbt0-introduction.htmlhttps://docs.starburst.io/blog/2022-11-30-dbt0-introduction.html131961695
https://docs.oracle.com/en/solutions/ml-platform-on-adw/img_text/ml-adw-architecture.htmlhttps://docs.oracle.com/en/solutions/ml-platform-on-adw/img_text/ml-adw-architecture.html172975496
https://www.cloudera.com/blog/business/the-future-of-the-data-lakehouse-open.htmlhttps://www.cloudera.com/blog/business/the-future-of-the-data-lakehouse-open.html149972495
https://www.n-ix.com/amazon-sagemaker-lakehouse/https://www.n-ix.com/amazon-sagemaker-lakehouse/13195694
https://arxiv.org/abs/2605.19922https://arxiv.org/abs/2605.19922165976196
https://www.databricks.com/kr/sites/default/files/2025-06/unity-catalog-open-universal-governance-lakehouse-beyond.pdfhttps://www.databricks.com/kr/sites/default/files/2025-06/unity-catalog-open-universal-governance-lakehouse-beyond.pdf150973295
https://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/modern-data-analytics-on-aws/modern-data-analytics-on-aws.pdfhttps://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/modern-data-analytics-on-aws/modern-data-analytics-on-aws.pdf177975696
https://www.ibm.com/downloads/documents/us-en/15db45f02cd20e10https://www.ibm.com/downloads/documents/us-en/15db45f02cd20e10166973895
https://docs.dremio.com/dremio-cloud/manage-govern/https://docs.dremio.com/dremio-cloud/manage-govern/130961495
https://www.techradar.com/pro/oracle-wants-to-bring-ai-to-your-data-no-matter-where-you-work-and-that-could-be-exactly-what-we-need-for-ai-to-succeedhttps://www.techradar.com/pro/oracle-wants-to-bring-ai-to-your-data-no-matter-where-you-work-and-that-could-be-exactly-what-we-need-for-ai-to-succeed155972195
https://arxiv.org/abs/2602.10441https://arxiv.org/abs/2602.10441165976196
https://www.databricks.com/br/sites/default/files/2025-06/databricks-183717-whitepaper-databricks-ai-governance-framework.pdfhttps://www.databricks.com/br/sites/default/files/2025-06/databricks-183717-whitepaper-databricks-ai-governance-framework.pdf150973295
https://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/knowledge-graphs-and-graphrag-with-neo4j/knowledge-graphs-and-graphrag-with-neo4j.pdf?did=wp_card&trk=wp_cardhttps://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/knowledge-graphs-and-graphrag-with-neo4j/knowledge-graphs-and-graphrag-with-neo4j.pdf?did=wp_card&trk=wp_card177975696
https://www.ibm.com/downloads/documents/us-en/153d3d3aeccfaedbhttps://www.ibm.com/downloads/documents/us-en/153d3d3aeccfaedb166973895
https://www.databricks.com/sites/default/files/2025-06/unity-catalog-open-universal-governance-lakehouse-beyond.pdfhttps://www.databricks.com/sites/default/files/2025-06/unity-catalog-open-universal-governance-lakehouse-beyond.pdf150973295
https://docs.oracle.com/en/cloud/paas/autonomous-database/dedicated/catalog/oracle-autonomous-ai-database-dedicated-exadata-infrastructure.pdfhttps://docs.oracle.com/en/cloud/paas/autonomous-database/dedicated/catalog/oracle-autonomous-ai-database-dedicated-exadata-infrastructure.pdf172975496
https://en.wikipedia.org/wiki/Databrickshttps://en.wikipedia.org/wiki/Databricks180987697
https://community.fabric.microsoft.com/oxcrx34285/attachments/oxcrx34285/ac_extensibilitytoolkit_gallery/12/1/KHT_Data%20Contract_Toolkit_contest_2025.pdfhttps://community.fabric.microsoft.com/oxcrx34285/attachments/oxcrx34285/ac_extensibilitytoolkit_gallery/12/1/KHT_Data%20Contract_Toolkit_contest_2025.pdf180973295
https://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/data-lake-architecture-for-renewable-energy/data-lake-architecture-for-renewable-energy.pdf?did=wp_card&trk=wp_cardhttps://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/data-lake-architecture-for-renewable-energy/data-lake-architecture-for-renewable-energy.pdf?did=wp_card&trk=wp_card177975696
https://www.cloudera.com/content/dam/www/marketing/documents/course-overviews/deng-251-building-an-open-data-lakehouse-using-apache-iceberg.pdfhttps://www.cloudera.com/content/dam/www/marketing/documents/course-overviews/deng-251-building-an-open-data-lakehouse-using-apache-iceberg.pdf149972495
https://en.wikipedia.org/wiki/Amazon_SageMakerhttps://en.wikipedia.org/wiki/Amazon_SageMaker180987697
https://www.databricks.com/sites/default/files/2020/12/cidr_lakehouse.pdfhttps://www.databricks.com/sites/default/files/2020/12/cidr_lakehouse.pdf150973295
https://marketingassets.microsoft.com/gdc/gdcR1oqjd/originalhttps://marketingassets.microsoft.com/gdc/gdcR1oqjd/original180972295
https://docs.dremio.com/assets/files/Dremio-Cloud-Shared-Responsibility-Model-15f76b24f0b48153532ca15b25d831c4.pdfhttps://docs.dremio.com/assets/files/Dremio-Cloud-Shared-Responsibility-Model-15f76b24f0b48153532ca15b25d831c4.pdf130961495
https://www.ibm.com/downloads/documents/us-en/10a99803aa2fd6c3https://www.ibm.com/downloads/documents/us-en/10a99803aa2fd6c3166973895
https://docs.oracle.com/en/database/oracle/machine-learning/oml-notebooks/omlug/using-oracle-machine-learning-notebooks.pdfhttps://docs.oracle.com/en/database/oracle/machine-learning/oml-notebooks/omlug/using-oracle-machine-learning-notebooks.pdf172975496
https://answers.datahut.co/Resources/10QupU/2OK042/GartnerMagicQuadrantDataScience.pdfhttps://answers.datahut.co/Resources/10QupU/2OK042/GartnerMagicQuadrantDataScience.pdf1--093
https://marketingassets.microsoft.com/gdc/gdcgKhF6P/originalhttps://marketingassets.microsoft.com/gdc/gdcgKhF6P/original180972295
https://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/connected-mobility-data-lake/connected-mobility-data-lake.pdfhttps://docs.aws.amazon.com/pdfs/architecture-diagrams/latest/connected-mobility-data-lake/connected-mobility-data-lake.pdf177975696
https://www.ibm.com/downloads/documents/us-en/15db523482420b50https://www.ibm.com/downloads/documents/us-en/15db523482420b50166973895
https://www.cloudera.com/content/dam/www/marketing/resources/whitepapers/the-open-data-lakehouse.pdf?daqp=truehttps://www.cloudera.com/content/dam/www/marketing/resources/whitepapers/the-open-data-lakehouse.pdf?daqp=true149972495
https://www.oracle.com/webfolder/dms/prod/d2/AutonomousAILakehouseNA.pdf?elqTrackId=5289e3ebd2b042e6b596edf975f00e38&elqaid=151723&elqak=8AF5E73B0C9D0992BB1B5844718134DC861218B25852B5A50FB9C94C57E30CB9DA7E&elqat=2https://www.oracle.com/webfolder/dms/prod/d2/AutonomousAILakehouseNA.pdf?elqTrackId=5289e3ebd2b042e6b596edf975f00e38&elqaid=151723&elqak=8AF5E73B0C9D0992BB1B5844718134DC861218B25852B5A50FB9C94C57E30CB9DA7E&elqat=2172973295
https://www.cs.cmu.edu/~15721-f24/papers/Lakehouse.pdfhttps://www.cs.cmu.edu/~15721-f24/papers/Lakehouse.pdf158971695
https://docs.aws.amazon.com/ko_kr/decision-guides/latest/bedrock-or-sagemaker/bedrock-or-sagemaker.pdfhttps://docs.aws.amazon.com/ko_kr/decision-guides/latest/bedrock-or-sagemaker/bedrock-or-sagemaker.pdf177975696
https://www.ibm.com/downloads/documents/us-en/10c31775a25403a7https://www.ibm.com/downloads/documents/us-en/10c31775a25403a7166973895
https://docs.cloudera.com/runtime/7.2.17/iceberg-overview/iceberg-overview.pdfhttps://docs.cloudera.com/runtime/7.2.17/iceberg-overview/iceberg-overview.pdf149972395
https://developers.snowflake.com/wp-content/uploads/2024/07/Managing-ML-Models-from-Iteration-to-Production-with-MLOps-in-Snowflake.pdfhttps://developers.snowflake.com/wp-content/uploads/2024/07/Managing-ML-Models-from-Iteration-to-Production-with-MLOps-in-Snowflake.pdf151971595
https://en.wikipedia.org/wiki/LakeFShttps://en.wikipedia.org/wiki/LakeFS180987697
https://www.dremio.com/wp-content/uploads/2023/02/apache-iceberg-TDG_ER1.pdfhttps://www.dremio.com/wp-content/uploads/2023/02/apache-iceberg-TDG_ER1.pdf13096995
https://docs.oracle.com/en/database/oracle/machine-learning/oml-automl-ui/amlui/using-automl-ui.pdfhttps://docs.oracle.com/en/database/oracle/machine-learning/oml-automl-ui/amlui/using-automl-ui.pdf172975496
https://en.wikipedia.org/wiki/Denodohttps://en.wikipedia.org/wiki/Denodo180987697
https://en.wikipedia.org/wiki/Clouderahttps://en.wikipedia.org/wiki/Cloudera180987697
https://futurumgroup.com/wp-content/uploads/2026/02/Oracle-The-Open-Lakehouse-Imperative-Delivering-AI-Value-Without-Compromise.pdfhttps://futurumgroup.com/wp-content/uploads/2026/02/Oracle-The-Open-Lakehouse-Imperative-Delivering-AI-Value-Without-Compromise.pdf132962495
https://arxiv.org/abs/2308.05368https://arxiv.org/abs/2308.05368165976196
https://en.wikipedia.org/wiki/Apache_Iceberghttps://en.wikipedia.org/wiki/Apache_Iceberg180987697
https://es.wikipedia.org/wiki/Amazon_SageMakerhttps://es.wikipedia.org/wiki/Amazon_SageMaker180985896
https://impactotic.co/wp-content/uploads/2025/07/Gartner-Magic-Quadrant-BI-2025.pdfhttps://impactotic.co/wp-content/uploads/2025/07/Gartner-Magic-Quadrant-BI-2025.pdf126951295
https://es.wikipedia.org/wiki/Databrickshttps://es.wikipedia.org/wiki/Databricks180985896
https://www.reddit.com/r/databricks/comments/1m5g5nvhttps://www.reddit.com/r/databricks/comments/1m5g5nv172976496
https://arxiv.org/abs/2209.10785https://arxiv.org/abs/2209.10785165976196
https://www.reddit.com/r/databricks/comments/1tlqkri/tutorial_joining_lakebase_oltp_and_unity_catalog/https://www.reddit.com/r/databricks/comments/1tlqkri/tutorial_joining_lakebase_oltp_and_unity_catalog/172976496
https://www.reddit.com/r/dataengineering/comments/1m580chhttps://www.reddit.com/r/dataengineering/comments/1m580ch172976496
https://www.reddit.com/r/databricks/comments/1t9hp3o/lakehouse_sync/https://www.reddit.com/r/databricks/comments/1t9hp3o/lakehouse_sync/172976496
https://www.reddit.com/r/snowflake/comments/1trad0k/frustrated_with_snowflake_open_source/https://www.reddit.com/r/snowflake/comments/1trad0k/frustrated_with_snowflake_open_source/172976496
https://www.reddit.com/r/databricks/comments/15fmfu3https://www.reddit.com/r/databricks/comments/15fmfu3172976496
https://www.reddit.com/r/snowflake/comments/1opwde4https://www.reddit.com/r/snowflake/comments/1opwde4172976496
https://www.reddit.com/r/databricks/comments/1ssv7e1/should_we_use_mlflow_registry_for_a_largescale/https://www.reddit.com/r/databricks/comments/1ssv7e1/should_we_use_mlflow_registry_for_a_largescale/172976496
https://www.reddit.com/r/dataengineering/comments/1g05hphhttps://www.reddit.com/r/dataengineering/comments/1g05hph172976496
https://www.reddit.com/r/dataengineering/comments/s56xwghttps://www.reddit.com/r/dataengineering/comments/s56xwg172976496
https://www.reddit.com/r/aws/comments/1h7dtshhttps://www.reddit.com/r/aws/comments/1h7dtsh172976496
https://www.reddit.com/r/dataengineering/comments/1ccx5ychttps://www.reddit.com/r/dataengineering/comments/1ccx5yc172976496
https://www.reddit.com/r/dataengineering/comments/10p7m62https://www.reddit.com/r/dataengineering/comments/10p7m62172976496
https://www.reddit.com/r/databricks/comments/1cy0t7zhttps://www.reddit.com/r/databricks/comments/1cy0t7z172976496
https://www.reddit.com/r/snowflake/comments/1pju82i/full_ml_workflows_entirely_on_snowflake/https://www.reddit.com/r/snowflake/comments/1pju82i/full_ml_workflows_entirely_on_snowflake/172976496
https://www.reddit.com/r/databricks/comments/1swxeia/databricks_production_planning_guide/https://www.reddit.com/r/databricks/comments/1swxeia/databricks_production_planning_guide/172976496
https://www.reddit.com/r/databricks/comments/1u12kcm/databricks_makes_apache_iceberg_a_firstclass/https://www.reddit.com/r/databricks/comments/1u12kcm/databricks_makes_apache_iceberg_a_firstclass/172976496
https://www.reddit.com/r/databricks/comments/1s4pz7r/help_me_understand_databricks/https://www.reddit.com/r/databricks/comments/1s4pz7r/help_me_understand_databricks/172976496
https://www.reddit.com/r/snowflake/comments/1tvibfb/newly_launched_snowflake_summit_features/https://www.reddit.com/r/snowflake/comments/1tvibfb/newly_launched_snowflake_summit_features/172976496
https://it.wikipedia.org/wiki/Clouderahttps://it.wikipedia.org/wiki/Cloudera180985596
https://www.reddit.com/r/snowflake/comments/1c9rfujhttps://www.reddit.com/r/snowflake/comments/1c9rfuj172976496
https://www.reddit.com/r/databricks/comments/1r0loen/learn_databricks_101_through_interactive/https://www.reddit.com/r/databricks/comments/1r0loen/learn_databricks_101_through_interactive/172976496
https://www.reddit.com/r/dataengineering/comments/1c1fyxjhttps://www.reddit.com/r/dataengineering/comments/1c1fyxj172976496
https://arxiv.org/abs/2405.03708https://arxiv.org/abs/2405.03708165976196
https://docs.databricks.com/aws/en/machine-learning/concepts/ml-capabilities?utm_source=openaihttps://docs.databricks.com/aws/en/machine-learning/concepts/ml-capabilities?utm_source=openai150973295
https://www.reddit.com/r/dataengineering/comments/12abg1shttps://www.reddit.com/r/dataengineering/comments/12abg1s172976496
https://www.snowflake.com/en/developers/open-source/?utm_source=openaihttps://www.snowflake.com/en/developers/open-source/?utm_source=openai151972295
https://www.reddit.com/r/dataengineering/comments/1fgttkthttps://www.reddit.com/r/dataengineering/comments/1fgttkt172976496
https://docs.cloud.google.com/bigquery/docs/lakehouse-recommendations?hl=es&utm_source=openaihttps://docs.cloud.google.com/bigquery/docs/lakehouse-recommendations?hl=es&utm_source=openai199994396
https://arxiv.org/abs/2604.21449https://arxiv.org/abs/2604.21449165976196
https://learn.microsoft.com/en-us/fabric/fundamentals/microsoft-fabric-overview?utm_source=openaihttps://learn.microsoft.com/en-us/fabric/fundamentals/microsoft-fabric-overview?utm_source=openai180976296
https://pt.wikipedia.org/wiki/Dremiohttps://pt.wikipedia.org/wiki/Dremio180985096
https://docs.aws.amazon.com/sagemaker-lakehouse-architecture/latest/userguide/what-is-smlh.html?utm_source=openaihttps://docs.aws.amazon.com/sagemaker-lakehouse-architecture/latest/userguide/what-is-smlh.html?utm_source=openai177975696
https://www.dremio.com/?utm_source=openaihttps://www.dremio.com/?utm_source=openai13096995
https://docs.starburst.io/introduction/data-lake.html?utm_source=openaihttps://docs.starburst.io/introduction/data-lake.html?utm_source=openai131961695
https://docs.cloudera.com/cdp-private-cloud-base/7.3.2/lakehouse-overview/topics/private-cloud-open-data-lakehouse.html?utm_source=openaihttps://docs.cloudera.com/cdp-private-cloud-base/7.3.2/lakehouse-overview/topics/private-cloud-open-data-lakehouse.html?utm_source=openai149972395
https://www.ibm.com/products/watsonx-data?lnk=eshppathink&utm_source=openaihttps://www.ibm.com/products/watsonx-data?lnk=eshppathink&utm_source=openai166973895
https://www.oracle.com/autonomous-database/autonomous-ai-lakehouse/?utm_source=openaihttps://www.oracle.com/autonomous-database/autonomous-ai-lakehouse/?utm_source=openai172973295
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All recommended domains

Every domain the AI models recommended in web-search fanout runs for Data Science Platform Lead, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
databricks.com11.0510.050973295
snowflake.com3.9510.051972295
cloud.google.com1.424.00000
microsoft.com1.3510.080974896
dremio.com1.1510.03096995
starburst.io0.748.03196994
aws.amazon.com0.648.00000
cloudera.com0.648.049972495
google.com0.336.00000
teradata.com0.348.044961395
amazon.com0.312.00000
oracle.com0.336.072973295
ibm.com0.224.066973895
motherduck.com0.112.029952595
starburst.com0.112.0995094
clickhouse.com0.012.048963895
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