emerging · -0.1 marketcapability domainschema

Data Lake

Score 21.0 / 100 31 providers 11 APIs Search apis.io →
Variants seen in the corpus: Data LakeDatalake

Providers using this tag (31)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Strong 6 Solid coverage with minor gaps
Amazon S3ArchiveBackupCloud StorageData Storage2 APIs66.0CumulocityIoTInternet of ThingsIndustrial IoTAIoT17 APIs63.2Amazon Lake FormationAccess ControlAnalyticsData Governance1 API60.8Azure Blob StorageAzureBlobsCloud StorageMicrosoft1 API60.4Amazon RedshiftAnalyticsBig DataCloud1 API57.4PantherCompanySecuritySIEMDetection and Response1 API54.8
Developing 8 Usable, with meaningful gaps to close
AWS Lake FormationAnalyticsGovernance1 API52.3Amazon Security LakeSecuritySIEMThreat Detection3 APIs51.4SAP HANAAnalyticsCloudDatabaseEnterprise1 API47.7CriblConfigurationData PipelineData Routing6 APIs46.9Apache IcebergACIDAnalyticsApache1 API44.9EonCompanyCloud BackupData ProtectionDisaster Recovery1 API44.4RyftCompanyDataLakehouse1 API42.9Amazon Web Services (AWS)Cloud ComputingIaaSInfrastructurePaaS5 APIs40.8
Thin 10 Limited public surface area
ActiveloopArtificial IntelligenceVector StoreMultimodal1 API38.9Amazon Supply ChainERP IntegrationLogisticsMachine-LearningSupply Chain6 APIs38.9QuboleCompanyDataBig Data1 API36.9Azure Data Lake StorageAnalyticsBig DataHierarchical Storage1 API36.3Apache HudiACIDApacheBig Data1 API35.4ClouderaBig DataData EngineeringData LakehouseData Platform1 API34.7Monte CarloData ObservabilityData QualityData Reliability1 API34.0Table FormatData LakehouseOpen Table FormatApache IcebergDelta Lake1 API33.2AnvilogicCompanySecurityCybersecuritySecurity Operations2 APIs29.6EtleapCompanyData IntegrationETLELT1 API27.4
Emerging 6 Early or largely undocumented
lakeFSData Version ControlGit-likeOpen-Source1 API26.0LF AI and DataArtificial IntelligenceMachine-LearningDataLinux Foundation11 APIs25.4Delta LakeDataLakehouseLinux Foundation3 APIs23.2UBIX LabsArtificial IntelligenceAnalyticsMachine-LearningData Integration4 APIs23.2HydrolixCompanyObservabilityLog Analytics3 APIs20.1Amazon Web ServicesAmazonCloudNetworkIndex377 APIs16.7
Minimal 1 Almost no public developer surface
CazenaCompanyBig DataAnalytics5.0

APIs with this tag (10)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Strong 1 Solid coverage with minor gaps
Azure Data Lake Storage Gen2 REST APIThe Azure Data Lake Storage Gen2 REST APIs allow interaction with Azure Blob Storage through a file system ...60.4
Developing 2 Usable, with meaningful gaps to close
SAP HANA Cloud Data Lake Files REST APIREST API for managing, uploading, reading, deleting, and listing files in SAP HANA Cloud Data Lake file con...47.7Amazon S3Scalable object storage service for data backup, archival, and analytics.40.8
Thin 4 Limited public surface area
Amazon Supply Chain Data Lake APIThe Data Lake API from Amazon Supply Chain — 3 operation(s) for data lake.38.9Cloudera Datalake APIThe Datalake API from Cloudera — 2 operation(s) for datalake.34.7Apache HudiApache Hudi (Hadoop Upserts Deletes and Incrementals) is an open-source data lakehouse platform optimized f...33.2Delta LakeDelta Lake is an open-source storage framework developed by Databricks that adds reliability, performance, ...33.2
Emerging 3 Early or largely undocumented
Delta LakeDelta Lake is an open source storage layer that brings ACID transactions and reliability to data lakes.25.4UBIX DataSpace APIAPI for the UBIX DataSpace module enabling data ingestion, transformation, and management across enterprise...23.2Amazon Web Services Datalake APIThe Datalake API from Amazon Web Services — 13 operation(s) for datalake.16.7

Score breakdown

Frequency
43.1
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
45.1
mean composite of providers using it
Cohesion
6.3
strength of nearest seed neighbor

Related tags

Big Data 7 co-occurrences Storage 5 co-occurrences Cloud 6 co-occurrences Metadata 5 co-occurrences Analytics 11 co-occurrences Machine-Learning 8 co-occurrences Open-Source 5 co-occurrences Authentication 5 co-occurrences

Where this tag comes from

Provider tag22
Api tag11
Openapi tag3
Openapi op tag9

Cohort brief

Auto-generated

The 31 providers in the APIs.io catalog tagged Data Lake, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
31
all scored
Mean Kin Score
37.5
+16.8 vs catalog 20.7
Mean Agent Readiness
19.6
+9.9 vs catalog 9.7
Spread
5–63.2
median 37.4 · σ 14.5
How the 31 split by band
Exemplar 0Strong 4Developing 9Thin 12Emerging 5Minimal 1
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 41 17.5 +23.5 31
Developer Ergonomics 38.5 17.9 +20.6 31
Access Clarity 39.9 22.3 +17.6 31
Contract Governance 17 6.4 +10.6 31
Discoverability 69.3 60.4 +8.9 31
Operational Transparency 20.2 11.3 +8.9 31

A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.

What this cohort publishes
ArtifactThis cohortCatalogDifference
MCP server (any) 29% 16% +13
MCP server (first-party) 16% 7% +9
Agent Skills 0% 0% 0
OAuth scopes 13% 9% +4
Security 94% 88% +6
Arazzo workflows 10% 2% +8
Governance rules 48% 13% +35

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score
  1. 1 Cumulocity 63.2
  2. 2 Amazon S3 60.7
  3. 3 Amazon Lake Formation 59.4
  4. 4 Azure Blob Storage 54.3
  5. 5 Panther 54
  6. 6 Amazon Security Lake 51.4
  7. 7 AWS Lake Formation 50.2
  8. 8 Amazon Redshift 48.4
  9. 9 Eon 47.6
  10. 10 SAP HANA 47.6
Top by Agent Readiness
  1. 1 Ryft 42.6
  2. 2 Eon 33.6
  3. 3 Apache Iceberg 33.5
  4. 4 Amazon S3 32.7
  5. 5 lakeFS 32.4
  6. 6 Panther 30.8
  7. 7 Amazon Supply Chain 28.8
  8. 8 SAP HANA 27.7
  9. 9 Amazon Redshift 25.5
  10. 10 Amazon Security Lake 24.8
All 31 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

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Tools for tags

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  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
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The distribution (Pro) 
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