niche · -0.3 capability schema

Data Management

Score 19.9 / 100 97 providers +25 via APIs 36 APIs Search apis.io →

Providers using this tag (97)

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

Exemplar 4 Complete, well-documented, and agent-ready
Strong 6 Solid coverage with minor gaps
Developing 11 Usable, with meaningful gaps to close
Thin 24 Limited public surface area
Emerging 32 Early or largely undocumented
appStrategyAI AutomationEnterprise SoftwareIntegration1 API25.0CKANOpen SourceGovernmentCommunity4 APIs25.0SAP Business Technology PlatformSAPCloud PlatformIntegrationArtificial Intelligence7 APIs22.7DemystdataAPI PlatformEnterpriseCloud1 API20.2Heex TechnologiesCompanyAutonomous SystemsRoboticsAutonomous Vehicles19.8ChronographCompanyPrivate EquityPortfolio MonitoringAnalytics1 API17.1DatacoreCompanyStorageSoftware-Defined StorageObject Storage16.2Veritas SoftwareCompanyCloud SaasData ProtectionBackup14.4IBM Db2DatabaseRelational DatabaseCloud DatabaseSQL2 APIs14.0ArriktoCompanyMLOpsKubernetesArtificial Intelligence1 API13.8ActifioCompanyBackupDisaster Recovery12.1MTech SystemsArtificial IntelligenceAgricultureBusiness Intelligence1 API11.8TintriCompanyStorageInfrastructure1 API24.6HammerspaceCompanyStorageFilesystem1 API23.0LabArchivesCompanyELNResearch1 API21.9PeaxyCompanyIndustrial AIDigital TwinBattery Analytics20.1TresataCompanyDataAnalyticsArtificial Intelligence19.3NiraCompanySecurityCloud17.7Tetra TechAnalyticsConsultingEngineering5 APIs16.6AndrosCompanyHealthcareProvider NetworkCredentialing1 API16.3One DataCompanyAi Enterprise SoftwareData Governance16.0SiepeCompanyFinancial ServicesPrivate CreditCLO15.4AlbertinventCompanyDeveloper ToolsChemistryMaterials Science15.2StorSimpleCompanyStorageCloud StorageHybrid Cloud1 API14.8AtomBeamCompanyData CompressionIoTEdge Computing14.7ClarioClinical TrialsHealthcareTechnology1 API14.3CollibraData GovernanceData CatalogData Quality7 APIs14.3iCapital NetworkCompanyFinancial ServicesAlternative InvestmentsPrivate Markets13.83PAR (HPE 3PAR StoreServ)CompanyStorageEnterprise StorageInfrastructure1 API13.1SQLANSI StandardDatabaseISO Standard2 APIs13.1AxtriaCompanyLife SciencesPharmaceuticalsAnalytics12.1Aerial PartnersCompanyCryptocurrencyDigital AssetsAccounting11.4
Minimal 19 Almost no public developer surface
Unrated 1 Not yet scored

APIs with this tag (36)

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 →

Exemplar 6 Complete, well-documented, and agent-ready
Strong 5 Solid coverage with minor gaps
Developing 8 Usable, with meaningful gaps to close
Thin 7 Limited public surface area
Emerging 6 Early or largely undocumented
Minimal 4 Almost no public developer surface

Companies reaching this through an API (25)

These companies publish an API, specification or operation carrying “Data Management” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Adobe Campaign Alere Ariba BlackSky Cohere Conga Cradle Datorama DNAnexus Dynatrace Filebase GitLab IBM Lonti MapQuest Northern Trust Oracle Fusion Cloud Applications Oracle Planning Screenpipe Snowflake UBIX Labs Visage Imaging VMware WorkFusion Zurich Insurance

Score breakdown

Frequency
54.4
log-scaled weighted occurrences
Breadth
1.2
spread across providers
Quality lift
26.7
mean composite of providers using it
Cohesion
4.4
strength of nearest seed neighbor

Related tags

Enterprise Storage 8 co-occurrences Storage 23 co-occurrences Hybrid Cloud 7 co-occurrences Data Protection 9 co-occurrences Data Governance 10 co-occurrences Cloud Storage 9 co-occurrences Disaster Recovery 6 co-occurrences SQL 9 co-occurrences

Where this tag comes from

Provider tag97
Api tag36
Openapi tag6
Openapi op tag20

Markets provisional

Kin Score markets whose measured providers carry this tag. Share is the fraction of the market's measured providers that carry it — it describes the market, not this tag.

MarketShare of the market's providers
Cloud Marketplaces (distribution)20%

Cohort brief

Auto-generated

The 81 providers in the APIs.io catalog tagged Data Management, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
81
of 97 in the catalog
Mean Kin Score
29.3
+5.2 vs catalog 24.1
Mean Agent Readiness
15.3
+1.2 vs catalog 14.1
Spread
2.6–75.2
median 26.8 · σ 18.6
How the 81 split by band
Exemplar 4Strong 6Developing 10Thin 22Emerging 28Minimal 11
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 35 24.5 +10.5 81
Discoverability 63.9 59.1 +4.8 81
Access Clarity 34 30 +4 81
Contract Governance 13.4 9.7 +3.7 81
Operational Transparency 16 13.2 +2.8 81
Contract Quality 20.8 18.6 +2.2 81

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) 26% 18% +8
MCP server (first-party) 21% 16% +5
Agent Skills 0% 0% 0
OAuth scopes 17% 13% +4
Security 98% 99% -1
Arazzo workflows 4% 1% +3
Governance rules 41% 36% +5

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 Amazon DataZone 75.2
  2. 2 Honeycomb 71.6
  3. 3 Acceldata 67.3
  4. 4 Microsoft SQL Server 67
  5. 5 Cohesity 66.3
  6. 6 Salsify 65.8
  7. 7 Nasuni 62.8
  8. 8 TileDB 58.8
  9. 9 SAP 58.3
  10. 10 Skyvia 56.9
Top by Agent Readiness
  1. 1 SAP 57.8
  2. 2 Honeycomb 56.3
  3. 3 Acceldata 52.9
  4. 4 Salsify 50.5
  5. 5 Amazon DataZone 46.3
  6. 6 StorONE 44.4
  7. 7 Cohesity 43.5
  8. 8 SIMBA Chain 42.7
  9. 9 Ryft 42.6
  10. 10 Veeam 38.3
All 97 members of this roster resolve to a provider in the catalog; 81 carry a score (84%). The figures above describe the scored members only.
Coverage caveat. 68 of 81 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 14 November 2026, across 41591 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

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

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

curl for this page
This tag
curl "https://apis.io/api/v1/tags/data-management"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
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