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Data Warehouse Lakehouse Platforms

Manufacturing Operations VP

Open Web Presence
Dominant · Wikipedia Citations ρ=0.501

AI recommendation signal analysis across 144 domains for the Manufacturing Operations VP persona in Data Warehouse Lakehouse Platforms.

Open web data in this report comes from Common Crawl HTML crawls.
Download this report (.xlsx)
144Domains Tracked
1.8MReddit Posts
12KWikipedia Articles
1.8MOpen Web Matches
Manufacturing Operations VP_persona.report
DomainScore
g2.com
99.3
microsoft.com
98.8
gartner.com
97.4
apache.org
96.3
ibm.com
95.9
Domains rankedn = 25
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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

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 Manufacturing Operations VP'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.

1.8M
Topic Co-occurrences
18.0M
Topic Phrase Matches
208
Brand Domains Seen
About 556K
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 Manufacturing Operations VP'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
g2.com99.3161,28917,964,959
microsoft.com98.8139,44819,827,674
gartner.com97.4142,43010,222,233
apache.org96.3176,1734,160,923
ibm.com95.9111,6379,205,145
learn.microsoft.com93.483,2295,816,608
azure.microsoft.com92.374,0094,686,770
oracle.com90.856,3934,426,401
arxiv.org90.747,4696,044,384
techcommunity.microsoft.com88.944,2243,414,690
sap.com86.634,1992,208,184
pwc.com86.325,8993,431,174
snowflake.com85.746,759781,927
atlassian.com85.221,5743,113,635
databricks.com84.941,071742,170
adobe.com84.813,9166,710,325
airbyte.io84.357,992270,930
tableau.com83.627,652955,334
dev.to81.410,3313,003,652
netsuite.com80.413,6781,069,564
canva.com80.26,3874,990,210
splunk.com79.711,9651,055,527
qlik.com79.519,889348,262
azure.com79.012,361763,217
docs.oracle.com78.710,924847,454
fivetran.com78.118,646218,577
powerbi.microsoft.com78.014,260368,689
sas.com78.012,054525,317
siemens.com78.010,485693,811
talend.com77.615,772246,601
techradar.com77.45,6281,968,997
informatica.com77.315,008246,735
hpe.com76.76,902976,569
domo.com75.59,842281,123
infoworld.com75.06,359562,872
getdbt.com74.912,404133,999
cloudera.com74.810,361183,969
hexagon.com74.59,964175,310
help.sap.com74.56,558426,840
dremio.com73.19,780101,475
newsroom.ibm.com72.84,822395,122
docs.databricks.com72.48,053112,571
rockwellautomation.com72.46,215193,607
datarobot.com72.45,793228,237
infor.com72.45,370267,365
matillion.com71.97,641102,113
thoughtspot.com71.46,038139,472
sisense.com71.46,017139,639
alteryx.com71.16,022120,548
clickhouse.com70.95,681123,796
ptc.com70.23,582248,106
epicor.com70.03,660220,425
deltek.com70.02,012764,602
tibco.com69.94,857113,407
info.microsoft.com69.83,560214,928
hitachivantara.com69.54,289128,258
workato.com69.53,147241,920
teradata.com69.44,97288,762
hitachi.com69.33,418182,855
looker.com68.94,36693,643
boomi.com68.63,692118,994
palantir.com68.43,040165,159
docs.starburst.io67.85,05643,234
c3.ai67.52,977118,204
starburst.io67.24,28447,149
aveva.com67.13,21082,686
actian.com66.43,43654,850
hcltech.com66.41,703234,079
denodo.com66.33,76742,970
gooddata.com66.03,06258,824
blueyonder.com65.92,46988,676
acceldata.io65.62,87256,891
influxdata.com65.52,21791,652
arcweb.com65.12,04791,967
sigmacomputing.com64.92,74946,893
us.nttdata.com64.71,804100,922
celonis.com64.61,733104,803
ifs.com64.51,589121,384
openbom.com64.41,586117,846
greatexpectations.io63.02,29630,461
singlestore.com62.81,92239,705
druid.apache.org62.71,91639,329
astronomer.io62.51,92335,776
download.microsoft.com62.1960128,092
hannovermesse.de61.71,29058,688
meltano.com61.52,02721,110
softwareag.com61.51,31551,504
immuta.com61.01,45833,915
insightpartners.com60.683990,668
pentaho.com60.51,62321,785
blog.3ds.com60.490569,687
machinemetrics.com59.91,23229,726
tulip.co59.91,21331,207
assets-global.website-files.com59.5516155,403
programminginsider.com59.2337335,583
seeq.com59.11,26820,585
cube.dev58.81,11623,014
timescale.com58.897731,110
cognite.com58.71,21918,399
kanerika.com58.788935,531
dckap.com58.570853,246
ecisolutions.com58.363960,007
plex.com58.084029,662
tecton.ai57.997220,965
nextmsc.com57.955967,151
onehouse.ai57.097714,512
materialize.com57.082620,550
panoply.io56.81,04011,704
snowplowanalytics.com55.972716,739
latentview.com55.967619,216
verdantix.com55.650331,296
meegle.com54.938142,483
caisoft.com54.855718,433
osisoft.com54.669210,950
blog.lnsresearch.com54.661813,710
keda.sh54.340030,346
litmus.io53.66119,072
aws.com53.441219,234
highbyte.com53.16346,849
incorta.com53.15948,040
sightmachine.com52.35626,370
nulogy.com51.738011,114
mastek.com51.631715,349
spotfire.com51.33749,656
trendminer.com50.14284,415
sageitinc.com49.924812,802
pages.databricks.com49.84743,124
falkonry.com49.83715,260
datatobiz.com49.623912,018
dataparc.com49.33036,461
googlecloud.com49.32529,575
deliberatedirections.com49.212738,517
cinchy.com47.32394,656
seeburger.com47.12006,102
marketingassets.microsoft.com47.11659,111
iredellfreenews.com47.148114,086
tdengine.com46.61965,231
argano.com46.61568,441
getorchestra.io46.42303,466
reliamag.com45.82322,581
sqltechblog.com45.12132,284
multishoring.com44.81266,025
chartable.com43.83748,774
seequent.com43.6867,996
mckinsey.org43.4906,668
qliktech.com42.21301,947
braincube.com41.41181,667
jm-origin.com40.5604,555
xomnia.com40.4882,045
elementanalytics.com39.8116869
aleaitsolutions.com38.6483,301
info.pacificdataintegrators.com38.5107599
treasure-data.com38.2631,587
teeptrak.com38.1482,657
bizmetric.com36.9551,211
mdcplus.fi36.6531,147
bangaloreorbit.com36.4844,351
dbt.com35.655695
google.cloud35.546991
dbtlabs.com35.5371,513
seeingmachines.com35.5224,339
moderndata101.com35.146824
suffolknewsherald.com34.81112,547
globalsmt.net34.2212,738
fabric.microsoft.com33.939683
devblog.criticalmanufacturing.com33.547407
smcdata.com33.5281,151
assets.qlik.com32.933648
smartrdm.com32.843351
waferwire.com32.728819
montecarlo.ai32.135409
litmusautomation.com31.927620
izertis.com31.723797
rhize.com31.424636
fabric8labs.com31.1141,630
kineticdata.com29.5111,371
arpideas.com28.515478
xplorestaging.ieee.org28.581,587
digisailor.com28.262,452
teradata.jp27.510709
notebooks.databricks.com27.415301
rolta.com27.412478
blogs.zeiss.com26.751,754
developersvoice.com25.941,873
jumpstart.fabric.microsoft.com25.715146
bigdataclouds.org23.86385
vicksburgpost.com23.815,140
reduct.store22.14371
onevizion.com21.72913
coreanalitica.com21.5885
qlick.com20.6775
intelycx.com20.05103
asprom.com19.03160
interworksoftware.com18.12202
gcom.pdoqa.aws.gartner.com17.72172
acloudear.com16.41231
gcp.com16.20915
sapsuccessfactors.com14.81119
leroy-somer.com13.8177
nx1.io12.8221
apache.com12.20168
amazan.com11.20109
trinodb.io11.20108
canner.com8.2030
dataluthier.com7.715
logesys.com6.9017
datafi.co5.007
software.aws2.602
208 domainsAll results shown