niche · -0.1 marketcapability domainschema

Data Infrastructure

Score 18.1 / 100 36 providers 1 APIs Search apis.io →

Providers using this tag (36)

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

Strong 6 Solid coverage with minor gaps
Developing 8 Usable, with meaningful gaps to close
Thin 5 Limited public surface area
Emerging 2 Early or largely undocumented
Minimal 14 Almost no public developer surface
Unrated 1 Not yet scored

APIs with this tag (1)

Vehicle Auction Data API apibara-tech

Score breakdown

Frequency
43.3
log-scaled weighted occurrences
Breadth
0.9
spread across providers
Quality lift
34.8
mean composite of providers using it
Cohesion
0.7
strength of nearest seed neighbor

Related tags

Storage 10 co-occurrences Data 5 co-occurrences AI Agents 7 co-occurrences Analytics 6 co-occurrences User 6 co-occurrences Artificial Intelligence 8 co-occurrences Company 28 co-occurrences

Where this tag comes from

Provider tag36
Api tag1

Cohort brief

Auto-generated

The 34 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
34
of 36 in the catalog
Mean Kin Score
29.3
+6.4 vs catalog 22.9
Mean Agent Readiness
15.5
+3.6 vs catalog 11.9
Spread
3.3–60.9
median 32.4 · σ 20.7
How the 34 split by band
Exemplar 0Strong 6Developing 8Thin 5Emerging 2Minimal 13
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 39.2 23.2 +16 34
Discoverability 62.9 58.1 +4.8 34
Operational Transparency 18.3 13.7 +4.6 34
Contract Quality 21.6 17.6 +4 34
Contract Governance 8.5 6.3 +2.2 34
Access Clarity 27.4 26.5 +0.9 34

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) 23% 14% +9
MCP server (first-party) 20% 12% +8
Agent Skills 0% 0% 0
OAuth scopes 14% 11% +3
Security 100% 98% +2
Arazzo workflows 3% 2% +1
Governance rules 3% 14% -11

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 Covalent 60.9
  2. 2 Feldera 58.2
  3. 3 Apibara.tech 58.1
  4. 4 LaserData 58
  5. 5 Tower 55.4
  6. 6 Astrada 54.7
  7. 7 Allium 53
  8. 8 MinIO 50.9
  9. 9 Tessell 48.7
  10. 10 Kurrent 46.7
Top by Agent Readiness
  1. 1 Kurrent 43.4
  2. 2 Tower 43.3
  3. 3 Allium 41.3
  4. 4 Apibara.tech 35.5
  5. 5 Ardent 32.9
  6. 6 Infinidat 31.8
  7. 7 Feldera 31.7
  8. 8 Astrada 30.4
  9. 9 Covalent 29.1
  10. 10 Kinetica 27.3
All 36 members of this roster resolve to a provider in the catalog; 34 carry a score (94%). The figures above describe the scored members only.
Coverage caveat. 32 of 34 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 5 October 2026, across 29093 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-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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