emerging · 1.4

Data Management

Score 21.4 / 100 92 providers 35 APIs Search apis.io →
Variants seen in the corpus: Data Managementdata-management

Providers using this tag (92)

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

Exemplar 4 Complete, well-documented, and agent-ready
Strong 3 Solid coverage with minor gaps
Developing 22 Usable, with meaningful gaps to close
Thin 19 Limited public surface area
Emerging 26 Early or largely undocumented
AribaB2BCatalog ManagementComplianceContracts80 APIs26.1TintriCompanyStorageInfrastructure1 API24.2Bloomberg Professional ServiceAnalyticsCloudEnterprise9 APIs23.4CohesityAutomationBackupCyber Resilience2 APIs20.2Tetra TechAnalyticsConsultingEngineering5 APIs19.6HammerspaceCompanyStorageFilesystem1 API19.1LontiAutomationData IntegrationiPaaSLow-Code3 APIs18.1Heex TechnologiesCompanyAutonomous SystemsRoboticsAutonomous Vehicles16.7Veritas SoftwareCompanyCloud SaasData ProtectionBackup16.0UBIX LabsArtificial IntelligenceAnalyticsMachine-LearningData Integration4 APIs15.6DatacoreCompanyStorageSoftware-Defined StorageObject Storage15.5SQLANSI StandardDatabaseISO Standard2 APIs15.13PAR (HPE 3PAR StoreServ)CompanyStorageEnterprise StorageInfrastructure1 API14.8IBM Db2DatabaseRelational DatabaseCloud DatabaseSQL2 APIs14.5One DataCompanyAi Enterprise SoftwareData Governance14.4AlbertinventCompanyDeveloper ToolsChemistryMaterials Science14.2AtomBeamCompanyData CompressionInternet of ThingsEdge Computing14.1StorSimpleCompanyStorageCloud StorageHybrid Cloud1 API13.4EMCCloud InfrastructureData ProtectionEnterprise Storage2 APIs13.3EliqEnergyUtilitiesAnalyticsSustainability4 APIs12.7MTech SystemsArtificial IntelligenceAgricultureBusiness Intelligence1 API12.2ActifioCompanyBackupDisaster Recovery12.1AxtriaCompanyLife SciencesPharmaceuticalsAnalytics11.8TamrMachine-LearningEnterprise SoftwareMaster Data Management2 APIs11.7CollibraData GovernanceData CatalogData Quality7 APIs11.1iCapital NetworkCompanyFinancial-ServicesAlternative InvestmentsPrivate Markets11.0
Minimal 18 Almost no public developer surface

APIs with this tag (35)

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 4 Complete, well-documented, and agent-ready
Strong 2 Solid coverage with minor gaps
Developing 10 Usable, with meaningful gaps to close
Thin 6 Limited public surface area
Emerging 9 Early or largely undocumented
Minimal 4 Almost no public developer surface

Score breakdown

Frequency
55.5
log-scaled weighted occurrences
Breadth
2.5
spread across providers
Quality lift
34.4
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Data Protection 10 co-occurrences Cloud Storage 9 co-occurrences Storage 19 co-occurrences Data Governance 9 co-occurrences Hybrid Cloud 6 co-occurrences Disaster Recovery 7 co-occurrences Enterprise Storage 5 co-occurrences Backup 7 co-occurrences

Where this tag comes from

Provider tag67
Api tag35
Openapi tag4
Openapi op tag12

Cohort brief

Auto-generated

The 92 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
92
all scored
Mean Kin Score
28.4
+7.7 vs catalog 20.7
Mean Agent Readiness
14.1
+4.4 vs catalog 9.7
Spread
3.3–77.3
median 27.8 · σ 18.4
How the 92 split by band
Exemplar 4Strong 3Developing 22Thin 19Emerging 26Minimal 18
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 31.3 17.9 +13.4 92
Access Clarity 29.3 22.3 +7 92
Discoverability 66.4 60.4 +6 92
Contract Quality 23.5 17.5 +6 92
Operational Transparency 16.9 11.3 +5.6 92
Contract Governance 10.8 6.4 +4.4 92

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) 27% 16% +11
MCP server (first-party) 15% 7% +8
Agent Skills 0% 0% 0
OAuth scopes 17% 9% +8
Security 90% 88% +2
Arazzo workflows 8% 2% +6
Governance rules 26% 13% +13

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 Adobe Campaign 77.3
  2. 2 Mapp Marketing Cloud 74.7
  3. 3 Dynatrace 71.8
  4. 4 Adobe Analytics 67.4
  5. 5 IBM 62.6
  6. 6 Salsify 57.3
  7. 7 Snowflake 54.6
  8. 8 DNAnexus 53
  9. 9 Amazon DataZone 52.8
  10. 10 DataLoop 50
Top by Agent Readiness
  1. 1 Adobe Analytics 66.5
  2. 2 Mapp Marketing Cloud 56.3
  3. 3 Salsify 53.4
  4. 4 Ryft 42.6
  5. 5 IBM 39.4
  6. 6 Skyvia 36.4
  7. 7 SAP 35.8
  8. 8 Snowflake 35.8
  9. 9 Cenevo 32.5
  10. 10 Dynatrace 32.4
All 92 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

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"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/data-management"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/data-management/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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