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

Neutral

Open Web Presence
Dominant · SE Outbound Links ρ=0.692

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

Open web data in this report comes from Common Crawl HTML crawls.
Download this report (.xlsx)
79Domains Tracked
Neutral_persona.report
DomainScore
github.com
100.0
microsoft.com
88.5
g2.com
88.0
gartner.com
86.3
apache.org
85.6
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

Measure open-web share of voice

The widest lens in this report: billions of web pages checked for places where this segment's topics and brands appear together. Domains with high co-occurrence are the ones the open web already associates with this market, the same association LLMs absorb in training.

How It's Calculated

Where the numbers come from

We scan seven full web crawls (roughly monthly, December 2025 through June 2026, about two billion pages each) for pages that link to a tracked brand domain and also contain one of this segment's topic phrases. Hit counts are exact; the count of distinct publishing websites is a close estimate, so it is presented as approximate.

Overview

What's on this page

Segment-level totals, a top-domains-by-co-occurrence chart, and the full domain table.

Segment Totals

Open web presence at a glance

How much of the open web connects Neutral's brands with its topics: pages that link to a tracked brand domain and also contain one of this segment's topic phrases. Hit counts are exact; the publishing-website count is a close estimate.

5.8M
Topic Co-occurrences
42.7M
Topic Phrase Matches
108
Brand Domains Seen
About 978K
Publishing Websites
Open Web Data

Top domains by open-web presence

The brand domains the open web most often links in the same places it discusses Neutral's topics. Topic Co-occurrences requires the segment's own vocabulary on the page; Total Appearances counts the domain alongside any tracked phrase; Blended merges the two on a log scale (co-occurrence weighted higher, 0 to 100). The table follows the selected view.

DomainBlendedTopic Co-occurrencesTotal Appearances
github.com100.02,453,36297,519,031
microsoft.com88.5345,39419,827,674
g2.com88.0318,40917,964,959
gartner.com86.3280,67710,222,233
apache.org85.6390,5034,160,923
ibm.com85.5246,1779,205,145
learn.microsoft.com83.3184,5805,816,608
azure.microsoft.com82.5171,2894,686,770
arxiv.org81.4113,5266,044,384
oracle.com80.7113,5044,426,401
docs.microsoft.com78.484,9372,593,356
forrester.com77.564,6702,900,516
sap.com76.862,9082,208,184
snowflake.com76.192,157781,927
databricks.com75.784,425742,170
tableau.com74.859,801955,334
dev.to74.530,5723,003,652
airbyte.io74.2100,207270,930
azure.com71.127,082763,217
elastic.co70.926,291736,382
mongodb.com69.826,997420,203
fivetran.com69.435,373218,577
intersystems.com69.134,002197,829
informatica.com69.130,115246,735
matomo.org68.614,907750,186
confluent.io68.122,898271,773
docs.snowflake.com68.028,670167,221
domo.com67.719,998281,123
getdbt.com67.024,939133,999
cloudera.com66.920,683183,969
crn.com66.911,582558,302
webfactoryltd.com66.78,897809,570
dremio.com65.721,444101,475
iceberg.apache.org65.320,83689,460
docs.databricks.com65.117,193112,571
clickhouse.com64.915,523123,796
rajeshkumar.xyz64.99,517311,021
matillion.com64.415,495102,113
tibco.com63.311,080113,407
integrate.io63.211,019112,198
devopsconsulting.in62.88,088166,249
teradata.com62.19,52688,762
starrocks.io61.89,99768,903
delta.io61.511,17248,795
trino.io61.410,95049,473
vertica.com61.39,56359,576
flexera.com61.35,276179,945
improvado.io60.95,103162,534
starburst.io60.28,29547,149
treasuredata.com60.15,74490,515
solutionsreview.com59.64,501112,531
huawei.com59.52,970231,845
acceldata.io59.05,52756,891
datastax.com58.84,53577,243
prestodb.io58.66,60834,612
hive.apache.org58.56,56233,403
ovaledge.com58.36,13234,115
druid.apache.org58.05,38739,329
tinybird.co57.54,35445,910
motherduck.com57.24,33839,400
singlestore.com57.14,21639,705
tei.forrester.com57.02,292123,274
hudi.apache.org56.95,65221,376
honeycomb.io55.92,14480,752
skyvia.com55.43,25730,092
meltano.com54.83,40821,110
firebolt.io54.83,24422,478
peerspot.com54.61,80861,602
future-processing.com53.11,45547,338
indatalabs.com53.01,56539,724
scitepress.org51.51,04641,257
yellowbrick.com50.61,44714,785
doit.com49.375927,288
recordlydata.com49.169130,086
aws.com48.779019,234
hvr-software.com48.559929,358
hightouch.io47.81,0677,272
datastackhub.com47.366414,505
avasant.com47.153918,812
starburstdata.com46.59095,405
amazonaws.com45.236416,449
googlecloud.com44.23819,575
research.isg-one.com44.234411,908
windowsforum.com43.521919,546
weld.app43.35253,514
scikiq.com43.24564,290
definite.app41.73713,215
blog.9cv9.com40.814512,034
minio.io37.81125,054
fortegrp.com36.81163,027
lucentinnovation.com35.8793,771
suffolknewsherald.com35.13512,547
impactotic.co35.0555,243
isg-research.net34.5931,565
dbt.com33.4110695
cdn.pathfactory.com32.0313,747
assets.qlik.com31.672648
redshift.com31.4830,561
montecarlo.ai30.063409
snowflakecomputing.com29.968335
ciopages.com28.9261,196
research.etr.ai26.726440
or.niscpr.res.in26.292,253
viewpointanalysis.com22.09332
mail.vldb.org16.0640
redshift.amazonaws.com15.8822
henryfund.tippie.uiowa.edu15.62169
vardhmanandroid2015.medium.com14.3434
108 domainsAll results shown