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Data Warehouse Lakehouse Platforms

SaaS Product Owner

Dominant · Best Search Engine Rank ρ=0.565

A data-product owner serving internal teams and customers alike: multi-tenant scale, strong APIs, near real-time metrics, and one trusted foundation for internal and embedded analytics.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
113Domains Tracked
29.5MReddit Posts
7,674Wikipedia Articles
2.9MOpen Web Matches
SaaS Product Owner_persona.report
DomainScore
snowflake.com
154.0
databricks.com
83.0
clickhouse.com
65.4
starburst.io
15.1
aws.amazon.com
12.5
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Everything on this page is open: the full signal correlations and every tracked domain. Inside the individual reports, most tables and charts show only the top few results. The complete report unlocks every row, chart, and download for this industry.

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Segment Signals

Signal correlations: SaaS Product Owner

Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern below.

Signalρ (Spearman)nRank Influence
Best Search Engine Rank+0.56532%12Dominant
Avg Search Engine Rank+0.56031.3%12Dominant
SE Outbound Links+0.45821%79Dominant
Search Engine Appearances+0.38815.1%12Dominant
Reddit Posts+0.38414.8%87Dominant
Reddit Comments+0.37614.2%85Dominant
Common Crawl+0.2164.7%88Strong
Harmonic Centrality History-0.1873.5%94Confirmed
Homepage Keywords+0.1813.3%69Confirmed
Wikidata+0.1652.7%51Confirmed
PageRank History-0.1482.2%94Confirmed
Host Backlinks+0.1472.2%90Confirmed
Host Harmonic Centrality+0.1391.9%93Confirmed
Wikipedia Citations+0.1271.6%68Confirmed
Host PageRank+0.0910.8%93Emerging
Domain PageRank-0.0630.4%89Emerging
Domain Harmonic Centrality-0.0460.2%89Baseline
Domain Backlinks+0.0410.2%92Baseline
Domains

Tracked domains

The 113 domains behind the "domains tracked" stat for SaaS Product Owner: every domain the LLM recommendation runs surfaced for this persona's queries, ranked by the same influence-weighted recommendation score the LLM Search Visibility report uses. Appearances counts how many times models recommended the domain across all runs. PageRank and Harmonic Centrality are the domain's current 0-100 authority in the Common Crawl web graph; 0 means the domain was not found in the graph. Click a domain name for its full site profile: authority history, backlink counts, and top backlink sources.

DomainLLM ScoreAppearancesPageRankHarmonic Centrality
snowflake.com154.01325197
databricks.com83.01315097
clickhouse.com65.41254896
starburst.io15.1863196
aws.amazon.com12.57000
firebolt.io11.2952595
motherduck.com9.3762995
cloud.google.com8.52400
dremio.com8.2803096
bigquery.cloud.google.com7.34400
bigquery.google5.71100
bigquery.google.com4.21300
singlestore.com4.0503696
tinybird.co3.7282995
materialize.com3.2223796
azure.microsoft.com2.82600
cube.dev2.7113196
starrocks.io2.5193696
redshift.aws2.49093
rockset.com2.3272595
google.com1.92300
redshift.aws.amazon.com1.41600
microsoft.com1.198097
duckdb.org0.9174196
startree.ai0.762495
starrocks.com0.781395
amazon.com0.6400
apache-druid.org0.6200
imply.io0.582395
fivetran.com0.464196
gooddata.com0.433096
redshift.amazonaws.com0.4700
teradata.com0.394496
redshift.amazon.com0.3700
dbt.com0.37995
segment.com0.385897
trino.io0.2104196
rudderstack.com0.224796
materialize.io0.251095
confluent.io0.294797
pinot.apache.org0.2200
quary.io0.21094
hydra.so0.121895
ydb.tech0.112395
qrvey.com0.122095
scylladb.com0.133896
azure.com0.145897
metabase.com0.133596
mixpanel.com0.135197
apache.doris0.1100
e6data.com0.111495
amplitude.com0.125397
looker.com0.123896
sisense.com0.113996
mode.com0.143296
thoughtspot.com0.113696
starrocks.ai0.1100
knowi.com0.111995
greatexpectations.io0.112995
doris.apache.org0.1200
cloudera.com0.124997
tableau.com0.135797
getredshift.com0.01093
gcpmarketplace.com0.01093
supabase.com0.024997
neon.tech0.024396
azuredatabricks.net0.013095
bigquery.cloud.google0.0100
bigquery.cloud0.0100
superset.apache.org0.0300
ibm.com0.026697
timescale.com0.024596
mongodb.com0.025597
redpanda.com0.013296
googlecloud.com0.01495
oracle.com0.017297
clickhouse-cloud.com0.0100
timescaledb.com0.01295
pinecone.io0.013996
elastic.co0.015797
decodable.co0.012195
apachehudi.org0.02093
yellowbrick.com0.012295
tidbcloud.com0.012295
postgresql.org0.015697
apache.org0.017397
redash.io0.013996
gong.io0.014697
tigerdata.com0.013995
hightouch.com0.014496
apacheiceberg.org0.01093
clickhouse.cloud0.013595
census.gov0.015697
splunk.com0.015097
heapanalytics.com0.013795
vertica.com0.013796
hex.tech0.013396
apacheiceberg.io0.0100
treasuredata.com0.014396
singularity-data.com0.01595
exasol.com0.012896
deltastore.io0.0100
apachepinot.org0.0100
getdbt.com0.014196
datadoghq.com0.015297
transform.co0.011795
barracuda.com0.014397
asterdata.com0.011995
try.olapic.com0.0100
tigergraph.com0.012595
powerbi.com0.015397
mattermost.com0.014096
amazonaws.com0.018097
Report Types

Explore reports

LLM vs Fanout vs AI Search vs Organic

Pick a model per channel and compare recommendation patterns across LLM, fanout, AI Search, and organic results side by side.

LLM Search Visibility

How this industry performs across the large language models sampled in this report.

LLM Search+Fanout Visibility

The same LLM recommendation ranking, scoped to just the web-search-augmented (fanout) runs.

LLM Fanout Queries

The exact web searches each LLM ran while answering this segment's questions, with overlap across models.

AI Search Visibility

AI-powered search surfaces sit between traditional search and pure LLM chat.

Organic Search Visibility

Backlink authority and on-page signals that drive traditional organic visibility.

Bing Search Advertisers

Top and bottom advertisers on Bing (Google has no ads in this data), ranked by rank-weighted score.

Organic Search: Suggested Terms

Suggested search terms from Google and Bing, ranked by rank-weighted score.

Forum Search

Domains appearing in Google forum results for this segment's queries, by rank-weighted score and appearances.

News Search

Domains appearing in Google news results for this segment's queries, by rank-weighted score and appearances.

Video Search

Domains appearing in Google video results for this segment's queries, by rank-weighted score and appearances.

Short Video Search

Domains appearing in Google short-video results for this segment's queries, by rank-weighted score and appearances.

Top Wikipedia Pages

The Wikipedia articles where this segment's topics and brands appear, plus articles with zero brand presence.

Knowledge Graph Entities

The Wikidata entities matching this segment's topics and brands, and which brands have no entity at all.

Top Subreddits

The communities where this segment's topics and brands get discussed, ranked by submissions and comments.

Reddit Activity Trends

Monthly Reddit activity for this segment's topics and brands, from 2005 through mid-2026.

Top Domains on Reddit

The websites Reddit links to and mentions alongside this segment's topics, in comments and submissions.

Open Web Presence

Domains appearing together with this segment's topics across billions of crawled web pages.

Top Backlink Sources

The websites linking to the most tracked domains in this segment, from the web link graph.

Content Phrases

Top phrases LLMs associate with this industry or persona, ranked by recommendation strength.

Persona SEO Keywords

Top SEO keyword terms LLMs associate with this persona, ranked by recommendation strength.

Base Terms

Foundational search terms LLMs associate with this persona, ranked by recommendation strength.

UGC Questions & FAQs

Questions people are asking, mined from forum, news, and video result titles, with the URLs each question appears on.

Research: Award Submissions

Domains ranking for this persona's award submissions queries.

Research: Blogs, Publishers, Newsletters

Domains ranking for this persona's blogs, publishers, newsletters queries.

Research: Certifications

Domains ranking for this persona's certifications queries.

Research: Conferences, Trade Shows

Domains ranking for this persona's conferences, trade shows queries.

Research: Courses, Training

Domains ranking for this persona's courses, training queries.

Research: Donors, Sponsors, Partnerships

Domains ranking for this persona's donors, sponsors, partnerships queries.

Research: Experts

Domains ranking for this persona's experts queries.

Research: Forums, Message Boards

Domains ranking for this persona's forums, message boards queries.

Research: Glossaries

Domains ranking for this persona's glossaries queries.

Research: Guest Posts

Domains ranking for this persona's guest posts queries.

Research: Guides, Best Practices

Domains ranking for this persona's guides, best practices queries.

Research: Link Directories

Domains ranking for this persona's link directories queries.

Research: Non-profits

Domains ranking for this persona's non-profits queries.

Research: Podcast Guests

Domains ranking for this persona's podcast guests queries.

Research: Professional Orgs

Domains ranking for this persona's professional orgs queries.

Research: Reports, Stats, Research

Domains ranking for this persona's reports, stats, research queries.

Research: Speaker Proposals

Domains ranking for this persona's speaker proposals queries.

Research: Suggested Links

Domains ranking for this persona's suggested links queries.

Research: Tools

Domains ranking for this persona's tools queries.

Research: Top, Best Companies

Domains ranking for this persona's top, best companies queries.

Research: Trade Journals

Domains ranking for this persona's trade journals queries.