niche · 0.9 marketcapability domainschema

Data Infrastructure

Score 17.8 / 100 31 providers 0 APIs Search apis.io →
Variants seen in the corpus: Data Infrastructuredata-infrastructure

Providers using this tag (31)

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

Strong 6 Solid coverage with minor gaps
CovalentBlockchainWeb3Multi-Chain5 APIs63.8AstradaCompanyFintechPaymentsCard Data1 API61.4FelderaCompanyStreamingSQL1 API57.6AlliumCompanyData AnalyticsBlockchainCrypto1 API56.3TowerData EngineeringPythonApache Iceberg1 API55.3LaserDataStreamingMessage StreamingEvent Streaming3 APIs54.7
Developing 6 Usable, with meaningful gaps to close
MinIOObject StorageStorageS3 CompatibleCloud-Native2 APIs49.0KurrentCompanyDatabaseEvent SourcingEvent Streaming1 API45.8NortechCompanyIndustrial IoTIIoTMaritime1 API45.1ArdentCompanyDatabasePostgreSQLDatabase Branching1 API43.9InfinidatCompanyStorageEnterprise Storage8 APIs43.0TessellDatabasesDBaaSMulti-CloudOracle1 API40.8
Thin 4 Limited public surface area
KineticaDatabaseAnalyticsgpu-accelerationreal-time-analytics3 APIs37.6e6dataCompanyB2BDataAnalytics33.7XSKYStorageSoftware-Defined StorageObject StorageBlock Storage1 API31.3OnehouseCompanyDeveloper ToolsData LakehouseData Engineering1 API30.8
Emerging 4 Early or largely undocumented
BlockVisionCompanyBlockchainWeb31 API18.7Nexus OneCompanyData GovernanceArtificial Intelligence16.9Flarion TechnologiesCompanyData ProcessingData Engineering14.1Ooak DataCompanyArtificial IntelligenceMachine-LearningReinforcement Learning11.4
Minimal 11 Almost no public developer surface
HubCompanyArtificial IntelligenceMachine-LearningTraining Data1 API10.2AxoniCompanyFinancial-ServicesCapital MarketsPost-Trade9.6AlterestCompanyFintechAsset-Based FinancePrivate Credit9.1SpiralCompanyDeveloper ToolsData7.2SamoohaCompany6.7Marvell TechnologyFortune 500SemiconductorsNetworking6.2TenOneTenCompanyVenture CapitalEarly StageSeed5.5E8 Storage SystemsCompanyBig DataStorageNVMe5.0PlexistorCompanyStoragePersistent MemorySoftware-Defined Memory5.0RiverpoolCompanyAnalyticsDataData Stack5.0RowspaceCompanyEnterprise SoftwareArtificial IntelligenceFinancial-Services5.0

APIs with this tag (0)

No API pages are linked for this tag yet. Search apis.io →

Score breakdown

Frequency
41.6
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
35.4
mean composite of providers using it
Cohesion
0.7
strength of nearest seed neighbor

Related tags

Storage 6 co-occurrences AI Agents 5 co-occurrences Company 25 co-occurrences Artificial Intelligence 5 co-occurrences

Where this tag comes from

Provider tag31

Cohort brief

Auto-generated

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

Providers
31
all scored
Mean Kin Score
29.1
+8.4 vs catalog 20.7
Mean Agent Readiness
15.4
+5.7 vs catalog 9.7
Spread
5–63.4
median 30.8 · σ 20.9
How the 31 split by band
Exemplar 0Strong 6Developing 6Thin 4Emerging 4Minimal 11
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 38.2 17.9 +20.3 31
Contract Quality 23.4 17.5 +5.9 31
Contract Governance 12.3 6.4 +5.9 31
Discoverability 65.3 60.4 +4.9 31
Operational Transparency 16.2 11.3 +4.9 31
Access Clarity 25.8 22.3 +3.5 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) 45% 16% +29
MCP server (first-party) 19% 7% +12
Agent Skills 0% 0% 0
OAuth scopes 13% 9% +4
Security 100% 88% +12
Arazzo workflows 0% 2% -2
Governance rules 3% 13% -10

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 Astrada 63.4
  2. 2 Covalent 60.4
  3. 3 Allium 58.3
  4. 4 Feldera 58.3
  5. 5 LaserData 56.2
  6. 6 Tower 55.8
  7. 7 MinIO 49
  8. 8 Kurrent 48.9
  9. 9 Nortech 47.5
  10. 10 Ardent 45.9
Top by Agent Readiness
  1. 1 Kurrent 45.5
  2. 2 Tower 41.6
  3. 3 Allium 41.3
  4. 4 Kinetica 39.4
  5. 5 Astrada 36.9
  6. 6 Ardent 32.9
  7. 7 Infinidat 31.8
  8. 8 Feldera 31.7
  9. 9 Covalent 29.1
  10. 10 LaserData 28.8
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.

Work with this as data

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MCP server

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Tools for tags

7 MCP tools reach this
  • 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.
All 92 tools →

Call it yourself

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This tag 
curl "https://apis.io/api/v1/tags/data-infrastructure"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/data-infrastructure"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/data-infrastructure/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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