OA9 OppAlerts AI Search Visibility & Ranking Factors
oppalerts.com →
Data Warehouse Lakehouse Platforms

Neutral

Research: Forums, Message Boards
Dominant · SE Outbound Links ρ=0.692

AI recommendation signal analysis across 79 domains for the Neutral persona in Data Warehouse Lakehouse Platforms.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
Download this report (.xlsx)
79Domains Tracked
Neutral_persona.report
DomainScore
reddit.com
1.0
discourse.getdbt.com
0.4
springfieldpublicschools.com
0.2
community.fabric.microsoft.com
0.1
forums.knack.com
0.1
Domains rankedn = 25
Want a custom AI visibility audit for Data Warehouse Lakehouse Platforms?

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.

Get in touch →
About This Report

How to use this page

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

Join the right communities

The forums and message boards that own this industry's discussion. Monitor them for pain points and participate where your customers already gather.

How It's Calculated

Where the numbers come from

We run forums, message boards queries for this industry through Google and aggregate every result: domains by rank-weighted score (higher positions count for more) and appearance count, exact URLs by appearance count, and the most common title phrases.

Overview

What's on this page

Domain and URL charts, the full result list, and title n-gram tables.

Research

Research: Forums, Message Boards

Domains appearing in Google results for Neutral's Research: Forums, Message Boards queries. Score is a rank-weighted sum (higher-ranked appearances count for more); count is a plain appearance tally.

By Score

Top URLs

Individual pages (not just domains) ranked by the same rank-weighted score, labeled by page title.

By Appearance Count

All Results

Every result for Neutral's Research: Forums, Message Boards queries, ranked by how many times each exact URL appeared (ties broken by average rank position, so appearing higher up wins), a different aggregation than the score-based charts above. Title and URL links open in a new tab.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
r/datawarehousehttps://www.reddit.com/r/datawarehouse/172976496
Choosing a data warehouse - In-Depth Discussionshttps://discourse.getdbt.com/t/choosing-a-data-warehouse/62141961395
Community Data Warehousehttps://www.springfieldpublicschools.com/departments/OITA/community_data_warehouse11095094
Data Warehouse forumshttps://community.fabric.microsoft.com/t5/Data-Warehouse-forums/ct-p/datawarehouse180973295
ETL, Data Pipelines, Data Warehousing - Knacksters' Idea Labhttps://forums.knack.com/t/etl-data-pipelines-data-warehousing/1899813696394
Data Warehouse (DWH) - Trimble Unity Constructhttps://help.e-builder.net/Content/DataWarehouse.htm?TocPath=User%20Guide%7C_____1111795394
To build or not to build a Data Warehouse?https://community.powerbi.com/t5/Desktop/To-build-or-not-to-build-a-Data-Warehouse/td-p/2629598153972295
Data Warehouse Integration ( DWH / BI ) | Legacy Dev Forum ...https://community.genesys.com/discussion/data-warehouse-integration-dwh-bi13996994
Need a data warehouse for a self-hosted GitLabhttps://forum.gitlab.com/t/need-a-data-warehouse-for-a-self-hosted-gitlab/93378163975095
Public Health Data Warehouse Community Advisory Boardhttps://www.mass.gov/info-details/public-health-data-warehouse-community-advisory-board151972495
DHS Data Warehousehttps://www.alleghenycounty.us/Services/Human-Services-DHS/DHS-News-and-Events/Accomplishments-and-Innovations/DHS-Data-Warehouse13196994
Data Warehouse Forum - UGA OneSourcehttp://onesource.uga.edu/data_warehouse_forum/14797794
Data Warehouse vs Database: What's the Real Difference?https://www.exasol.com/hub/data-warehouse/vs-database/12896494
Why Building a Data Warehouse Is a Major Challengehttps://zogotech.com/blog/the-data-dilemma-why-building-a-data-warehouse-is-a-major-challenge-for-community-colleges/1495194
Data Storage Showdown: Database vs Data Warehouse vs ...https://www.youtube.com/watch?v=Q0pLET8_DZE&vl=en191997597
Community Data Warehouse | Solutionshttps://www.bitfocus.com/community-data-warehouse-solutions11695294
Working with Qlik Compose for Data warehouse – QC4DWHhttps://community.qlik.com/t5/Official-Support-Articles/Working-with-Qlik-Compose-for-Data-warehouse-QC4DWH/ta-p/1693353141962095
Higher Education Data World: Homehttps://hedw.org/11995494
How would you test a data warehouse? - Archive - The Clubhttps://club.ministryoftesting.com/t/how-would-you-test-a-data-warehouse/26753127951294
Speed Up Data Warehouse Migration Validationhttps://community.databricks.com/t5/technical-blog/speed-up-data-warehouse-migration-validation/ba-p/157067150971295
Is your BW the Data Warehouse, anyway?https://community.sap.com/t5/additional-blog-posts-by-sap/is-your-bw-the-data-warehouse-anyway/bc-p/12911342/highlight/true158973895
Session: The Future of Fabric Data Warehousehttps://azuredataconf.com/#!/session/The%20Future%20of%20Fabric%20Data%20Warehouse:%20What%27s%20New,%20What%27s%20Coming/722311295394
Database vs. Data Warehouse: Differences, Use Cases ...https://www.couchbase.com/blog/database-vs-data-warehouse/148971695
Data Warehouse Reporting & Analytics - Data at WashUhttps://data.wustl.edu/data-warehouse/14897494
MotherDuck | The Cloud Data Warehouse Built on DuckDBhttps://motherduck.com/129952595
A guide to data warehouse analytics for product teamshttps://mixpanel.com/blog/data-warehouse-analytics/151974796
MDRepo-an open data warehouse for community ...https://pubmed.ncbi.nlm.nih.gov/39535038/170976296
Common Data Warehouse Challenges and How to Solve ...https://medium.com/towards-data-engineering/common-data-warehouse-challenges-and-how-to-solve-them-3510a79d34dc174976897
Hawai'i Health Data Warehousehttps://hhdw.org/11496795
Data Hub vs Data Warehouse Comparisonhttps://www.progress.com/marklogic/comparisons/data-hub-vs-data-warehouse14196894
Causes of Data Discrepancies Between Data Warehouse ...https://experienceleaguecommunities.adobe.com/adobe-analytics-3/causes-of-data-discrepancies-between-data-warehouse-and-workspace-93332182973395
Data Warehouse Documentationhttps://www.sbctc.edu/colleges-staff/data-services/data-warehouse-documentation.aspx12696494
Data Warehousehttps://download.militaryonesource.mil/12038/MOS/Factsheets/FactSheet-DataWarehouseUserGuide.pdf146962095
Introduction to the Blackbaud Data Warehouse/ETLhttps://community.blackbaud.com/discussion/73748/introduction-to-the-blackbaud-data-warehouse-etl150971294
Data Warehouse Community Bloghttps://community.fabric.microsoft.com/t5/Data-Warehouse-Community-Blog/bg-p/dw_comm_blogs180973295
CR - Insights - Data Warehouse - CR Communityhttps://community.centralreach.com/s/topic/0TO8Y000000thLDWAY/cr-insights-data-warehouse12395193
Windchill Data Warehousehttps://community.ptc.com/windchill-10/windchill-data-warehouse-15850814096695
Hi guys i wanna ask while building a data warehouse and ...https://www.facebook.com/groups/1925996647513803/posts/26933083899711732/196997897
What Is Enterprise Data Warehousing?https://www.tableau.com/learn/articles/data-warehousing157971695
Reporting and Data Warehousehttps://community.ifs.com/insights-business-reporter-and-analysis-models-eoi-51/reporting-and-data-warehouse-5318413395594
Mastering Canvas Data 2: Unleash the Power of Data- ...https://community.instructure.com/en/discussion/579714/mastering-canvas-data-2-unleash-the-power-of-data-driven-decision-making-in-education151974295
Microsoft Fabric, Data Warehouse first impressionshttps://sqlreitse.com/2023/06/23/microsoft-fabric-data-warehouse-first-impressions/11295694
FAQs 2https://communitytechalliance.org/faq-data-warehouse1995293
CROA Data Warehousehttps://sjeccd.edu/district-services/educational-services-and-planning/croa-data-warehouse11696895
Data Warehouse 101: What You Need to Know in 5 Minuteshttps://ppdm.org/PPDM/PPDM/Member/Data-Examiner/Data_Warehouse_101.aspx114951494
Data Lake vs Warehouse vs Database Explained Simply!https://www.youtube.com/watch?v=P-iiIQMdUwU191997597
HTTPCaller for Microsoft Intune Data-Warehouse OData fails ...https://community.safe.com/integration-8/httpcaller-for-microsoft-intune-data-warehouse-odata-fails-on-oauth-webconnection-24350145961595
Kent Graziano on the Evolution of the Data Warehouse and ...https://www.sigmacomputing.com/blog/kent-graziano-on-the-evolution-of-the-data-warehouse-and-the-future-of-data-governance12996594
Cloudera Data Warehouse: Self-Service Analytics Toolhttps://www.cloudera.com/products/data-warehouse.html149972495
The Real Data Warehouse Benchmark Reporthttps://8635875.fs1.hubspotusercontent-na1.net/hubfs/8635875/gated%20content/Estuary%20-%20Big%205%20Data%20Warehouse%20Report.pdf?utm_medium=email&_hsenc=p2ANqtz-_N4BIqUX44TLWKy2b7wqxu7I3GksG0lbXBDb-G_9jeweM6cbyGwbiBGmI3g02zencdolEciHEB98ZrTHogmXf2febT8w&_hsmi=3701697981----
Data Warehouse services at Rutgershttps://it.rutgers.edu/data-warehouse/150972795
CCC Datahttps://ccctechcenter.org/projects/ccc-data11095794
Database vs Data Warehouse: A Comparative Reviewhttps://www.healthcatalyst.com/learn/insights/database-vs-data-warehouse-a-comparative-review128951094
Data Warehouse: Key Tool for Big Datahttps://www.datamation.com/big-data/data-warehouse-key-tool-for-big-data/13396595
Enterprise Storage Forum | Data Storage News & Productshttps://www.enterprisestorageforum.com/12395094
Michigan Data Warehouse Case Studyhttps://www.cdc.gov/data-modernization/media/pdfs/2025/03/MI_Case_Study_final_report_cleared_508.pdf165973495
Building a Data Warehouse for Social Mediahttp://www.scielo.org.mx/scielo.php?script=sci_arttext&pid=S1405-5546202400010001913496294
Data Lake & Data Warehousehttps://asia.communityovercode.org/tracks/datalake.html1--1095
Data Warehouse Users | The people behind the technologyhttps://it.umn.edu/experts-communities/data-warehouse-users155972395
Best Data Warehouse Solutions: User Reviews from July ...https://www.g2.com/categories/data-warehouse159972995
What Is a Data Warehouse?https://www.salesforce.com/data/data-warehouse/165973796
Tuning the SCOM Data Warehousehttps://ds.squaredup.com/blog/tuning-the-scom-data-warehouse/1--494
pregismond/introduction-to-data-warehousinghttps://github.com/pregismond/introduction-to-data-warehousing182978697
What Is the Difference Between Database and Data ...https://www.alibabacloud.com/blog/what-is-the-difference-between-database-and-data-warehouse_597640149971694
Choose the Right Data Warehouse for Your Businesshttps://www.twilio.com/en-us/resource-center/how-to-choose-the-right-data-warehouse156973395
Data Warehouse & Data Orchestrator ?https://community.infor.com/discussion/664/data-warehouse-data-orchestrator14497594
Data Warehousehttps://post.ca.gov/Data-Warehouse164972195
UA Data Warehousehttps://www.alaska.edu/datawarehouse/139961595
A kind of data warehouse in community healthcare service systemhttps://www.computer.org/csdl/proceedings-article/icsssm/2005/01500230/12OmNAS9zOE149971895
Databases vs. Data Warehouses vs. Data Lakeshttps://aerospike.com/blog/databases-data-warehouses-lakes/132962595
Data Lake vs. Data Warehouse vs. Databasehttps://www.confluent.io/learn/databases-data-lakes-and-data-warehouses-compared/147971795
Data Warehouse Engineer - Employment - PeopleAdminhttps://mgccc.peopleadmin.com/postings/90941--093
Analytical Data Warehouses - an introduction - Jenna Jordanhttps://jennajordan.me/blog/analytical-data-warehouses1595294
Opioid Environment Policy Scan (OEPS) Data Warehousehttps://www.jcoinctc.org/opioid-environment-policy-scan-oeps-data-warehouse-2/11295093
Data Warehouse & Analyticshttps://www.grcc.edu/faculty-staff/information-technology/faculty-staff-it-resources/data-warehouse-analytics12196694
CEDS Data Warehouse Implementation Guidehttps://slds.ed.gov/services/PDCService.svc/GetPDCDocumentFile?fileId=4311815697494
Data Warehousehttps://www.humboldt.edu/financial-services/data-warehouse133963294
data-warehouse-administrator.pdfhttps://www.kccd.edu/human-resources/_documents/job-descriptions/classified/data-warehouse-administrator.pdf13096094
Understanding the GT Enterprise Data Warehouse (EDW) - LITEhttps://lite.gatech.edu/datawarehouse14997495
Exporting App Custom link or action data with ...https://experienceleaguecommunities.adobe.com/adobe-analytics-3/exporting-app-custom-link-or-action-data-with-data-warehouse-88725182973395
Emory Healthcare Clinical Data Warehouse | Atlanta GAhttps://it.emory.edu/clinical-research-data/sources/warehouse.html145961894
Autonomous Data Warehouse — Cloud Customer Connecthttps://community.oracle.com/customerconnect/categories/oci-autonomous-dw-resources172973895
Data & Database | U-M Information and Technology Serviceshttps://its.umich.edu/data/data-database157972095
Enterprise Data Warehouse – Page 2 - UW-IThttps://it.uw.edu/service-news-category/eds-edw-news/page/2/150972294
Data Warehouse - Analytics & Reportinghttps://valenciacollege.edu/academics/analytics-and-planning/analytics-and-reporting/data-warehouse/data-warehouse-faq.php127961995
Data Lake vs. Data Warehousehttps://www.workday.com/en-us/topics/erp/erp-vs-data-warehouse.html151971794
Data Warehousinghttps://thedatacommunity.org/category/data-warehousing/1094094
Data By Design: The Art of Building A Data Warehousehttps://www.youtube.com/watch?v=UN9d4aFMJ3U191997597
Data Lake vs. Data Warehouse vs. Databasehttps://www.bmc.com/blogs/data-lake-vs-data-warehouse-vs-database-whats-the-difference/14396894
How Gateway Technical College Built an Agile Data ...https://eab.com/resources/video/how-gateway-technical-college-built-an-agile-data-warehouse-with-edify/134962795
Data Warehousehttps://community.fabric.microsoft.com/t5/Data-Warehouse/bd-p/ac_datawarehouse180973295
Data Warehousing with KNIMEhttps://forum.knime.com/t/data-warehousing-with-knime/8840713296795
Thoughts on DataSelf?https://community.acumatica.com/reports-and-generic-inquires-115/thoughts-on-dataself-3259713196994
Top Data Warehouse Technology Solutions for Credit Unionshttps://culytics.com/blogs/data-warehousing-software-for-banks1695594
HRSA Data Warehousehttps://data.hrsa.gov/146963095
Data Warehouse | Office of Business Intelligencehttps://www.cui.edu/academicprograms/provost/office-of-business-intelligence/data-warehouse12396594
Data Warehouse Overviewhttps://blink.ucsd.edu/technology/help-desk/queries/warehouse/overview.html152972795
ELI5: Data Lake vs. Data Warehouse vs. Data Pond etc.https://dev.to/peter/eli5-data-lake-vs-data-warehouse-vs-data-pond-etc-3b9e155975096
Data Reporting & the Enterprise Data Warehousehttps://empowering.ufl.edu/overview/data-reporting-enterprise-data-warehouse/15397294
99 resultsAll results shown
Phrase Frequency

Title N-Grams

Most common word phrases (2 to 7 words) across every result title for these queries.

2-grams

80data warehouse
11vs data
9a data
6warehouse vs
6data lake
5data warehousing
5lake vs
4warehouse for
4vs database
4building a
4enterprise data
3database vs
3warehouse analytics
3of data
3what is
2warehouse in
2community data
2to build
2health data
2warehouse community
2the real
2is a
2data storage
2warehouse solutions
2the data

3-grams

9a data warehouse
8vs data warehouse
5data warehouse vs
5data lake vs
4data warehouse for
4warehouse vs database
4building a data
4lake vs data
3database vs data
3data warehouse analytics
3enterprise data warehouse
2data warehouse in
2community data warehouse
2health data warehouse
2data warehouse community
2data warehouse solutions
2the data warehouse
2fabric data warehouse
2data warehouse and
1choosing a data
1warehouse in depth
1in depth discussions
1data warehouse forums
1etl data pipelines
1data pipelines data

4-grams

4building a data warehouse
4vs data warehouse vs
4data lake vs data
4lake vs data warehouse
3data warehouse vs database
3database vs data warehouse
2a data warehouse for
1choosing a data warehouse
1a data warehouse in
1data warehouse in depth
1warehouse in depth discussions
1etl data pipelines data
1data pipelines data warehousing
1pipelines data warehousing knacksters
1data warehousing knacksters idea
1warehousing knacksters idea lab
1data warehouse dwh trimble
1warehouse dwh trimble unity
1dwh trimble unity construct
1to build or not
1build or not to
1or not to build
1not to build a
1to build a data
1build a data warehouse

5-grams

4data lake vs data warehouse
3lake vs data warehouse vs
2vs data warehouse vs database
1choosing a data warehouse in
1a data warehouse in depth
1data warehouse in depth discussions
1etl data pipelines data warehousing
1data pipelines data warehousing knacksters
1pipelines data warehousing knacksters idea
1data warehousing knacksters idea lab
1data warehouse dwh trimble unity
1warehouse dwh trimble unity construct
1to build or not to
1build or not to build
1or not to build a
1not to build a data
1to build a data warehouse
1data warehouse integration dwh bi
1warehouse integration dwh bi legacy
1integration dwh bi legacy dev
1dwh bi legacy dev forum
1need a data warehouse for
1a data warehouse for a
1data warehouse for a self
1warehouse for a self hosted

6-grams

3data lake vs data warehouse vs
2lake vs data warehouse vs database
1choosing a data warehouse in depth
1a data warehouse in depth discussions
1etl data pipelines data warehousing knacksters
1data pipelines data warehousing knacksters idea
1pipelines data warehousing knacksters idea lab
1data warehouse dwh trimble unity construct
1to build or not to build
1build or not to build a
1or not to build a data
1not to build a data warehouse
1data warehouse integration dwh bi legacy
1warehouse integration dwh bi legacy dev
1integration dwh bi legacy dev forum
1need a data warehouse for a
1a data warehouse for a self
1data warehouse for a self hosted
1warehouse for a self hosted gitlab
1public health data warehouse community advisory
1health data warehouse community advisory board
1data warehouse vs database what s
1warehouse vs database what s the
1vs database what s the real
1database what s the real difference

7-grams

2data lake vs data warehouse vs database
1choosing a data warehouse in depth discussions
1etl data pipelines data warehousing knacksters idea
1data pipelines data warehousing knacksters idea lab
1to build or not to build a
1build or not to build a data
1or not to build a data warehouse
1data warehouse integration dwh bi legacy dev
1warehouse integration dwh bi legacy dev forum
1need a data warehouse for a self
1a data warehouse for a self hosted
1data warehouse for a self hosted gitlab
1public health data warehouse community advisory board
1data warehouse vs database what s the
1warehouse vs database what s the real
1vs database what s the real difference
1why building a data warehouse is a
1building a data warehouse is a major
1a data warehouse is a major challenge
1data storage showdown database vs data warehouse
1storage showdown database vs data warehouse vs
1working with qlik compose for data warehouse
1with qlik compose for data warehouse qc4dwh
1how would you test a data warehouse
1would you test a data warehouse archive