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Data Warehouse Lakehouse Platforms

Cloud Native Startup

Dominant · SE Outbound Links ρ=0.538

A startup data lead moving fast without an infrastructure team: easy setup, strong performance, flexible scaling, developer-friendly tooling, and pricing that fits an unpredictable growth curve.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
94Domains Tracked
34.6MReddit Posts
15KWikipedia Articles
4.2MOpen Web Matches
Cloud Native Startup_persona.report
DomainScore
snowflake.com
200.6
databricks.com
73.3
clickhouse.com
23.3
motherduck.com
21.1
bigquery.google.com
15.3
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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: Cloud Native Startup

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
SE Outbound Links+0.53829%58Dominant
Reddit Posts+0.46721.8%66Dominant
Reddit Comments+0.46721.8%66Dominant
Search Engine Appearances+0.44720%8Dominant
Domain PageRank+0.42518%72Dominant
Avg Search Engine Rank+0.41917.6%8Dominant
Wikidata+0.40316.3%33Dominant
Common Crawl+0.38114.5%71Dominant
Best Search Engine Rank+0.35612.7%8Dominant
Domain Harmonic Centrality+0.34311.7%72Dominant
Domain Backlinks+0.33911.5%73Dominant
Wikipedia Citations+0.31710.1%45Dominant
Host Backlinks+0.2848.1%71Strong
Host PageRank+0.2787.7%79Strong
Host Harmonic Centrality+0.2777.7%79Strong
PageRank History+0.2586.7%79Strong
Harmonic Centrality History+0.1913.6%79Confirmed
Homepage Keywords+0.0440.2%52Baseline
Domains

Tracked domains

The 94 domains behind the "domains tracked" stat for Cloud Native Startup: 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.com200.61355197
databricks.com73.31355097
clickhouse.com23.31264896
motherduck.com21.11072995
bigquery.google.com15.33600
firebolt.io13.31122595
bigquery.google11.21300
bigquery.cloud.google.com10.84200
starburst.io8.31013196
aws.amazon.com8.35700
dremio.com5.0733096
cloud.google.com4.01500
redshift.aws3.315093
tinybird.co2.9262995
google.com2.32700
redshift.aws.amazon.com2.32000
singlestore.com2.0363696
redshift.amazonaws.com2.01900
microsoft.com1.5108097
duckdb.org1.5274196
redshift.amazon.com1.31100
azure.microsoft.com1.31800
neon.tech0.754396
materialize.com0.583796
timescale.com0.564596
fivetran.com0.484196
supabase.com0.454997
teradata.com0.4174496
cockroachlabs.com0.334396
rockset.com0.392595
bigquery.cloud0.3300
databend.com0.322095
amazon.com0.3600
materialize.io0.381095
dbt.com0.25995
bigquery.com0.23094
getdbt.com0.224196
yellowbrick.com0.232295
hydrolix.io0.112495
trino.io0.1104196
azure.com0.165897
planetscale.com0.114496
ydb.tech0.112395
onehouse.ai0.112295
meltano.com0.132395
bigquery.googleapis.com0.1200
starrocks.io0.153696
delta.io0.124196
getdefinite.app0.1100
confluent.io0.174797
cratedb.com0.112596
cloudera.com0.114997
druid.apache.org0.1200
s3.amazonaws.com0.1100
tidbcloud.com0.132295
tabular.io0.111995
apache.pinot0.1100
postgresql.org0.125697
incorta.com0.112496
vertica.com0.143796
iceberg.apache.org0.0200
starrocks.com0.021395
sqlmesh.com0.011295
fabric.microsoft.com0.0100
corgidata.com0.0100
warehouse.ai0.01092
starburst.com0.01995
apachehudi.org0.02093
panoply.io0.012595
questdb.io0.022395
milvus.io0.013696
imply.io0.012395
crunchbase.com0.015497
airbyte.com0.013796
timestream.io0.01092
decodable.com0.01194
tobikodata.com0.011495
icesberg.apache.org0.0100
couchbase.com0.014897
bytewax.com0.0100
athena.aws0.0100
tensordata.cloud0.0100
clickhouse.cloud0.013595
upsolver.com0.012396
single.store0.01095
hugeinc.com0.013196
yellowbrickdata.com0.01094
popsql.com0.012195
duckdblabs.com0.011595
apacheiceberg.net0.01093
treasuredata.com0.014396
snowplow.io0.013796
athenadata.com0.01093
athena.co0.01093
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.