emerging · 0.5 market domain

Retail Media

Score 20.3 / 100 39 providers +1 via APIs 5 APIs Search apis.io →

Providers using this tag (39)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 5 Solid coverage with minor gaps
Developing 6 Usable, with meaningful gaps to close
Thin 10 Limited public surface area
Emerging 13 Early or largely undocumented
Minimal 4 Almost no public developer surface

APIs with this tag (5)

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 →

Thin 3 Limited public surface area
Emerging 2 Early or largely undocumented

Companies reaching this through an API (1)

These companies publish an API, specification or operation carrying “Retail Media” 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.

Circana

Score breakdown

Frequency
45.1
log-scaled weighted occurrences
Breadth
1.0
spread across providers
Quality lift
38.1
mean composite of providers using it
Cohesion
7.7
strength of nearest seed neighbor

Where this tag sits

Advertising broader

Related tags

Commerce Media 6 co-occurrences Advertising 28 co-occurrences AdTech 11 co-occurrences Marketing 18 co-occurrences Consumer Packaged Goods 6 co-occurrences Commerce 7 co-occurrences Loyalty 5 co-occurrences Reporting 8 co-occurrences

Where this tag comes from

Provider tag39
Api tag5

Cohort brief

Auto-generated

The 38 providers in the APIs.io catalog tagged Retail Media, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
38
of 39 in the catalog
Mean Kin Score
31.8
+8.9 vs catalog 22.9
Mean Agent Readiness
19.8
+7.9 vs catalog 11.9
Spread
3.7–72.5
median 29.1 · σ 18.2
How the 38 split by band
Exemplar 1Strong 5Developing 6Thin 10Emerging 13Minimal 3
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 39.6 26.5 +13.1 38
Developer Ergonomics 31.3 23.2 +8.1 38
Discoverability 65.1 58.1 +7 38
Operational Transparency 20.1 13.7 +6.4 38
Contract Quality 21.5 17.6 +3.9 38
Contract Governance 10 6.3 +3.7 38

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% 14% +15
MCP server (first-party) 29% 12% +17
Agent Skills 0% 0% 0
OAuth scopes 32% 11% +21
Security 100% 98% +2
Arazzo workflows 0% 2% -2
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 Mirakl 72.5
  2. 2 MOLOCO 63.5
  3. 3 HookLogic (Criteo) 61.6
  4. 4 Criteo 60.7
  5. 5 Skai (Kenshoo) 59.7
  6. 6 Rockbot 57.6
  7. 7 Constructor.io 53.4
  8. 8 Cardlytics 52.2
  9. 9 MikMak 48.6
  10. 10 Disconetwork 44.1
Top by Agent Readiness
  1. 1 MOLOCO 57
  2. 2 Mirakl 54.4
  3. 3 Skai (Kenshoo) 47.7
  4. 4 Criteo 41.5
  5. 5 Cardlytics 41.2
  6. 6 Rockbot 37.9
  7. 7 PubMatic 34.2
  8. 8 HookLogic (Criteo) 33.8
  9. 9 Laurence 33.6
  10. 10 MikMak 33.1
All 39 members of this roster resolve to a provider in the catalog; 38 carry a score (97%). The figures above describe the scored members only.
Coverage caveat. 37 of 38 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/retail-media"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/retail-media"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/retail-media/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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