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Most-cited pages in Data Platforms answers

134 source pageschecked Sep 20, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

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As of

In front today

youtube.com/watch

22.2%cited answer coverage

Ahead of second place: 16.7%
Held by the top three: 8%
Middle of the board: 2.8%
Below half the leader: 133 of 134

Highest 22.2%Middle 2.8%

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page cited answer: 1 on 125 of 134 rows · page engine breadth: 1 on 126 of 134 rows · 36 checks behind each row.

Most cited pages in data platforms answers current rankings
Rank	Name	Cited answer coverage	Page best position	Page mean position	Change	Why
01	youtube.com/watch	22.2%	1	4		Showing
02	teradata.com/platform/open-table-formats	5.6%	1	1.5	9	This rank
03	definite.app/blog/data-warehouse-for-startups	5.6%	1	2	—	This rank
04	flexera.com/blog/finops/databricks-sql-warehouse-types/	5.6%	2	3.5	8	This rank
05	solved.scality.com/total-cost-ownership-data-storage/	5.6%	3	4.5	37	This rank
06	datalakehousehub.com/blog/2025-09-ultimate-guide-to-open-table-formats	5.6%	3	5	—	This rank
07	dremio.com/newsroom/the-architects-guide-to-open-table-formats-and-object-storage/	5.6%	4	5	1	This rank
08	mimacom.com/learning-hub/data-streaming-tools	5.6%	3	6.5	48	This rank
09	onehouse.ai/blog/open-table-formats-and-the-open-data-lakehouse-in-perspective	5.6%	7	7.5	6	This rank
10	arxiv.org/html/2409.01388v2	2.8%	1	1	—	This rank
11	databricks.com/blog/open-table-formats	2.8%	1	1	—	This rank
12	docs.databricks.com/aws/en/compute/sql-warehouse/warehouse-behavior	2.8%	1	1	—	This rank
13	elvenite.se/en/articles/what-are-the-best-modern-data-platforms-in-2026/	2.8%	1	1	—	This rank
14	ibm.com/products/watsonx-data/real-time-operational-data	2.8%	1	1	5	This rank
15	ibm.com/think/topics/data-streaming-platform	2.8%	1	1	—	This rank
16	ibm.com/think/topics/total-cost-of-ownership	2.8%	1	1	—	This rank
17	ibm.com/think/topics/vector-database	2.8%	1	1	—	This rank
18	larksuite.com/en_us/blog/data-analytics-platform	2.8%	1	1	—	This rank
19	linkedin.com/posts/modak_is-siloed-governance-crippling-your-multi-cloud-activity-7336391393663250432-beNc	2.8%	1	1	—	This rank
20	mlconference.ai/blog/data-lakehouse-databricks-ml-performance/	2.8%	1	1	17	This rank
21	plotstudio.ai/articles/data-platform-examples	2.8%	1	1	—	This rank
22	rank.ai/boards/data-platforms-prompt-volatility	2.8%	1	1	—	This rank
23	rank.ai/prompts/data-platform-pricing-total-cost	2.8%	1	1	—	This rank
24	reddit.com/r/dataengineering/comments/1cz3m7f/how_are_we_feeling_about_lakehouse_solutions/	2.8%	1	1	—	This rank
25	snowflake.com/en/blog/snowflake-challenge-concurrent-load-and-query/	2.8%	1	1	—	This rank
26	stackable.tech/en/blog/how-do-you-assess-data-platform-migration-complexity/	2.8%	1	1	2	This rank
27	striim.com/blog/data-streaming-platforms-for-real-time-analytics-and-integration/	2.8%	1	1	2	This rank
28	aerospike.com/blog/cloud-egress-costs-explained/	2.8%	2	2	—	This rank
29	atscale.com/blog/best-data-governance-tools/	2.8%	2	2	—	This rank
30	aws.amazon.com/what-is/real-time-data-streaming/	2.8%	2	2	—	This rank
31	clickhouse.com/resources/engineering/top-5-cloud-data-warehouses	2.8%	2	2	—	This rank
32	confluent.io/blog/choosing-a-data-streaming-platform-and-stream-processing-engine/	2.8%	2	2	—	This rank
33	couchbase.com/blog/vector-database-use-cases-2/	2.8%	2	2	—	This rank
34	databricks.com/product/data-lakehouse	2.8%	2	2	17	This rank
35	dremio.com/blog/enterprise-data-platforms/	2.8%	2	2	—	This rank
36	everpuredata.com/knowledge/what-is-total-cost-of-ownership.html	2.8%	2	2	—	This rank
37	in-com.com/blog/enterprise-big-data-tools-for-process-critical-analytics-governance-and-execution-insight/	2.8%	2	2	—	This rank
38	medium.com/dublo-tech/a-simple-yet-effective-data-platform-for-small-and-mid-size-businesses-568a6e1d57dd	2.8%	2	2	58	This rank
39	montecarlo.ai/blog-data-migration-risks-checklist	2.8%	2	2	—	This rank
40	motherduck.com/learn/cloud-data-warehouse-startup-guide/	2.8%	2	2	17	This rank
41	quora.com/How-does-Snowflake-s-architecture-enable-seamless-scaling-and-performance-isolation-for-multiple-concurrent-workloads-and-what-scenarios-might-still-impact-query-performance-despite-these-features	2.8%	2	2	—	This rank
42	reddit.com/r/AI_Agents/comments/1jxq0tv/are_vector_databases_really_necessary_for_ai/	2.8%	2	2	—	This rank
43	researchgate.net/publication/399425664_A_Comparative_Performance_Metadata_Study_of_Open_Table_Formats_Iceberg_vs_Delta_vs_Hudi_at_Scale	2.8%	2	2	—	This rank
44	rudderstack.com/blog/cloud-data-platform/	2.8%	2	2	—	This rank
45	secoda.co/learn/what-is-databricks-unity-catalog	2.8%	2	2	—	This rank
46	couchbase.com/blog/data-migration-strategy/	2.8%	3	3	—	This rank
47	databricks.com/discover/data-governance	2.8%	3	3	—	This rank
48	dremio.com/blog/top-data-lakehouse-tools/	2.8%	3	3	—	This rank
49	fin.ai/research/do-you-really-need-a-vector-search-database/	2.8%	3	3	—	This rank
50	groundcover.com/learn/cost-optimization/data-egress-costs	2.8%	3	3	—	This rank
51	medium.com/@sportsworldalltypes/designing-data-platforms-for-high-concurrency-analytics-workloads-5ffbc5db96d1	2.8%	3	3	—	This rank
52	medium.com/@zilliz_learn/what-is-a-vector-lakebase-352ce8fcbba0	2.8%	3	3	30	This rank
53	ovaledge.com/blog/cloud-data-warehouse-solutions	2.8%	3	3	53	This rank
54	quicklaunchanalytics.com/bi-blog/how-the-data-lakehouse-powers-ai/	2.8%	3	3	—	This rank
55	reddit.com/r/dataengineering/comments/wa6rks/which_datawarehouse_elt_tool_is_best_and/	2.8%	3	3	—	This rank
56	reply.com/valorem-reply/en/resources/insights/blog/top-data-governance-tools-you-should-know	2.8%	3	3	46	This rank
57	rilldata.com/blog/the-open-table-format-revolution-why-hyperscalers-are-betting-on-managed-iceberg	2.8%	3	3	—	This rank
58	scalecomputing.com/total-cost-of-ownership-tco-calculator	2.8%	3	3	—	This rank
59	snowflake.com/en/blog/engineering/interactive-analytics-major-updates/	2.8%	3	3	—	This rank
60	striim.com/blog/what-is-stream-processing/	2.8%	3	3	—	This rank
61	transcend.io/blog/the-best-frameworks-for-ai-data-readiness	2.8%	3	3	—	This rank
62	blog.twingdata.com/p/the-real-cost-of-redshift-warehousing	2.8%	4	4	1	This rank
63	boomi.com/blog/data-migration-types/	2.8%	4	4	—	This rank
64	cloud.google.com/discover/what-is-a-data-lakehouse	2.8%	4	4	39	This rank
65	community.databricks.com/t5/data-engineering/databricks-serverless-costs/td-p/159959	2.8%	4	4	—	This rank
66	confluent.io/learn/event-processing/	2.8%	4	4	2	This rank
67	facebook.com/groups/NewZealandtechstartups/posts/3617524121692745/	2.8%	4	4	—	This rank
68	lumenalta.com/insights/the-total-cost-of-ownership-of-an-enterprise-data-platform	2.8%	4	4	48	This rank
69	maculasys.com/post/unlocking-the-power-of-data-a-review-of-the-leading-data-governance-tools	2.8%	4	4	—	This rank
70	montecarlo.ai/blog-top-data-lake-vendors	2.8%	4	4	—	This rank
71	motherduck.com/learn/best-columnar-databases-2026/	2.8%	4	4	—	This rank
72	motherduck.com/learn/data-warehouse-tco/	2.8%	4	4	65	This rank
73	ovaledge.com/blog/data-access-governance-tools/	2.8%	4	4	69	This rank
74	rank.ai/prompts/open-table-formats-data-lake	2.8%	4	4	33	This rank
75	research.com/software/data-analytics-software-for-startups	2.8%	4	4	3	This rank
76	snowflake.com/en/why-snowflake/what-is-data-cloud/data-cloud-capabilities/	2.8%	4	4	—	This rank
77	unitrends.com/blog/data-egress/	2.8%	4	4	—	This rank
78	velodb.io/blog/best-real-time-analytics-platforms	2.8%	4	4	—	This rank
79	zilliz.com/blog/vector-lakebase-ai-data-silo	2.8%	4	4	20	This rank
80	alatech.medium.com/my-rant-on-cloud-egress-transfer-costs-77e94f0f594a	2.8%	5	5	—	This rank
81	arxiv.org/html/2307.12479v2	2.8%	5	5	—	This rank
82	athena-solutions.com/unlocking-scalable-ai-the-power-of-data-lakehouse/	2.8%	5	5	7	This rank
83	cratedb.com/data/ai-database	2.8%	5	5	—	This rank
84	fortegrp.com/insights/best-cloud-data-warehouse	2.8%	5	5	9	This rank
85	gartner.com/reviews/market/data-lakehouse-platforms	2.8%	5	5	9	This rank
86	gartner.com/reviews/market/event-stream-processing	2.8%	5	5	77	This rank
87	incorta.com/blog/understanding-total-cost-of-ownership-tco-for-data-delivery-platforms--and-how-incorta-lowers-it	2.8%	5	5	—	This rank
88	linkedin.com/posts/sohansethi_heres-are-the-top-7-data-platforms-every-activity-7452354925050691585-PBcy	2.8%	5	5	33	This rank
89	motherduck.com/blog/open-lakehouse-stack-duckdb-table-formats/	2.8%	5	5	—	This rank
90	pinecone.io/learn/vector-database/	2.8%	5	5	—	This rank
91	privacera.com/blog/cloud-data-governance-enabling-secure-analytics-without-sacrificing-security-or-compliance/	2.8%	5	5	—	This rank
92	reddit.com/r/databricks/comments/1q76mrn/serverless_sql_is_3x_more_expensive_than/	2.8%	5	5	21	This rank
93	reddit.com/r/dataengineering/comments/1dikvtd/advice_need_on_opensource_realtime_data_streaming/	2.8%	5	5	—	This rank
94	usercentrics.com/knowledge-hub/data-governance-tools/	2.8%	5	5	89	This rank
95	aimagazine.com/top10/top-10-vector-databases-for-ai	2.8%	6	6	—	This rank
96	blog.dreamfactory.com/the-rise-of-open-table-formats	2.8%	6	6	6	This rank
97	cyberhaven.com/infosec-essentials/cloud-data-governance	2.8%	6	6	—	This rank
98	domo.com/fr/learn/article/data-governance-tools	2.8%	6	6	—	This rank
99	dremio.com/blog/data-warehouse-cost/	2.8%	6	6	97	This rank
100	ispirer.com/blog/top-business-databases	2.8%	6	6	—	This rank
101	learn.microsoft.com/en-us/azure/azure-sql/database/serverless-tier-overview	2.8%	6	6	—	This rank
102	linkedin.com/posts/deeparajaram_ai-datamodeling-machinelearning-activity-7368794907420880896-73JG	2.8%	6	6	—	This rank
103	oracle.com/cloud/data-egress-costs/	2.8%	6	6	—	This rank
104	revefi.com/blog/databricks-pricing-guide	2.8%	6	6	7	This rank
105	sas.com/en_us/software/event-stream-processing.html	2.8%	6	6	66	This rank
106	singlestore.com/media-hub/releases/singlestore-announces-real-time-data-platform-to-further-accelerate-ai-analytics-and-application-development/	2.8%	6	6	65	This rank
107	tinybird.co/blog/managed-data-platforms	2.8%	6	6	—	This rank
108	tinybird.co/blog/real-time-streaming-data-architectures-that-scale	2.8%	6	6	—	This rank
109	vardhmanandroid2015.medium.com/modern-data-lakehouse-in-2026-from-open-source-foundations-to-databricks-snowflake-microsoft-5fd6970d35a0	2.8%	6	6	—	This rank
110	article.sapub.org/10.5923.j.computer.20251506.05.html	2.8%	7	7	10	This rank
111	aws.amazon.com/marketplace/build-learn/vector-databases-for-ai	2.8%	7	7	—	This rank
112	databricks.com/blog/why-apache-spark-real-time-mode-game-changer-ad-attribution	2.8%	7	7	—	This rank
113	dbvis.com/thetable/best-sql-clients-for-startups-in-2026-complete-comparison/	2.8%	7	7	—	This rank
114	docs.aws.amazon.com/redshift/latest/mgmt/serverless-capacity.html	2.8%	7	7	—	This rank
115	domo.com/learn/article/best-data-warehouse-platforms	2.8%	7	7	37	This rank
116	hbs.net/blog/cloud-egress-fees	2.8%	7	7	—	This rank
117	lifebit.ai/blog/data-lakehouse-best-practices/	2.8%	7	7	—	This rank
118	nops.io/blog/cloud-total-cost-of-ownership/	2.8%	7	7	—	This rank
119	ovaledge.com/blog/enterprise-data-warehouse	2.8%	7	7	95	This rank
120	spice.ai/blog/operationalizing-amazon-s3-for-ai	2.8%	7	7	—	This rank
121	athena-solutions.com/implementing-a-data-lakehouse-best-practices/	2.8%	8	8	—	This rank
122	firebolt.io/glossary-items/data-lakehouse	2.8%	8	8	—	This rank
123	insider.govtech.com/california/sponsored/why-cloud-data-governance-is-critical-9-key-principles	2.8%	8	8	—	This rank
124	lumenalta.com/insights/a-guide-to-real-time-data-platforms-in-2026	2.8%	8	8	—	This rank
125	motherduck.com/learn/top-10-data-warehouse-platforms-2026/	2.8%	8	8	9	This rank
126	reddit.com/r/MicrosoftFabric/comments/1miv9ht/fabrics_data_movement_costs_are_outrageous/	2.8%	8	8	—	This rank
127	silk.us/	2.8%	8	8	—	This rank
128	vastdata.com/blog/operationalizing-enterprise-ai-with-real-time-pipelines-and-vector-search	2.8%	8	8	4	This rank
129	cloudera.com/blog/business/the-future-delivered-today-the-ai-powered-data-lakehouse.html	2.8%	9	9	81	This rank
130	dualitytech.com/blog/9-secure-data-sharing-strategies/	2.8%	9	9	—	This rank
131	learn.microsoft.com/en-us/azure/event-hubs/event-hubs-about	2.8%	9	9	—	This rank
132	min.io/learn/open-table-format	2.8%	9	9	75	This rank
133	pingcap.com/compare/best-database-building-ai-apps/	2.8%	9	9	16	This rank
134	rank.ai/entities/data-platforms-prompt-best-serverless-data-warehouse	2.8%	9	9	—	This rank

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<iframe src="https://www.rank.ai/embed/boards/data-platforms-most-cited-pages" title="Most-cited pages in Data Platforms answers" width="100%" height="420" loading="lazy" style="border:1px solid #111;max-width:720px"></iframe>
<p style="font-size:12px">Source: <a href="https://www.rank.ai/boards/data-platforms-most-cited-pages">Most-cited pages in Data Platforms answers</a> by Rank.ai</p>

Some explanation inputs are unavailable Missing: publicFrozenEvidence.

Published rank: #1
Score: 22.222 percent
Sample size: 36

100% confidence · 41% component coverage · as of Sep 20, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/17 evidenced

Components contributing to youtube.com/watch's rank
Component	Value	Weight	Contribution	Evidence	Status
aggregateArtifactHash	7438dbf0e9413fc925325f6a433e3a41b95ac2efa0e211d470c0409d6a536ed9	Unavailable	—	0	unavailableno_public_frozen_evidence
answerDenominator	36	Unavailable	36	0	unavailableno_public_frozen_evidence
canonicalHostname	youtube.com	Unavailable	—	0	unavailableno_public_frozen_evidence
canonicalPageUrl	https://youtube.com/watch	Unavailable	—	0	unavailableno_public_frozen_evidence
engineDenominator	3	Unavailable	3	0	unavailableno_public_frozen_evidence
positionDenominator	8	Unavailable	8	0	unavailableno_public_frozen_evidence
positionNumerator	32	Unavailable	32	0	unavailableno_public_frozen_evidence
promptDenominator	12	Unavailable	12	0	unavailableno_public_frozen_evidence
public prompt page answer coverage	22.222222	100%	22.222	1	available
public prompt page best position	1	0%	0	1	available
public prompt page cited answer count	8	0%	0	1	available
public prompt page engine breadth	2	0%	0	1	available
public prompt page mean position	4	0%	0	1	available
public prompt page median position	4.5	0%	0	1	available
public prompt page prompt breadth	7	0%	0	1	available
queryStringsPublished	0	Unavailable	—	0	unavailableno_public_frozen_evidence
sourceVisibilityOnly	1	Unavailable	—	0	unavailableno_public_frozen_evidence

WHY IT MOVED

flat since prior snapshot

0 ranks

No component moved since the prior snapshot.

PRIMARY EVIDENCE

Source trail

7 public records

Cited-answer coveragepublic prompt page answer coverage · observed Sep 20, 2026, 12:00 AM UTC22.222 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Best citation positionpublic prompt page best position · observed Sep 20, 2026, 12:00 AM UTC1 position100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A

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