established · 1.0 capabilitymarket actiondomain

ETL

Score 26.1 / 100 79 providers +16 via APIs 25 APIs Search apis.io →
Variants seen in the corpus: Extract Transform LoadETL

Providers using this tag (79)

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

Exemplar 3 Complete, well-documented, and agent-ready
Strong 18 Solid coverage with minor gaps
Developing 21 Usable, with meaningful gaps to close
Thin 19 Limited public surface area
Emerging 13 Early or largely undocumented
Minimal 4 Almost no public developer surface
Unrated 1 Not yet scored

APIs with this tag (25)

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 7 Solid coverage with minor gaps
Developing 5 Usable, with meaningful gaps to close
Thin 7 Limited public surface area
Emerging 2 Early or largely undocumented

Companies reaching this through an API (16)

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

Azure Databricks Cloudflare Cornerstone OnDemand Microsoft SQL Server Oracle Oracle Planning Qlik Cloud Qlik Sense Redpanda Salesforce SAP HANA Tableau Tableau Desktop Temenos Transact Treasure Data UBIX Labs

Score breakdown

Frequency
55.2
log-scaled weighted occurrences
Breadth
2.1
spread across providers
Quality lift
49.9
mean composite of providers using it
Cohesion
12.1
strength of nearest seed neighbor

Where this tag sits

Data Integration broader

Related tags

Data Integration 47 co-occurrences Data Pipeline 33 co-occurrences Data Engineering 19 co-occurrences ELT 11 co-occurrences Connectors 20 co-occurrences Change Data Capture 11 co-occurrences Data Warehouse 13 co-occurrences Big Data 15 co-occurrences

Where this tag comes from

Provider tag79
Api tag25
Openapi tag1
Openapi op tag5

Cohort brief

Auto-generated

The 76 providers in the APIs.io catalog tagged ETL, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
76
all scored
Mean Kin Score
41.6
+18.7 vs catalog 22.9
Mean Agent Readiness
25.1
+13.2 vs catalog 11.9
Spread
3.3–75.8
median 41.4 · σ 16.7
How the 76 split by band
Exemplar 3Strong 18Developing 21Thin 19Emerging 13Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 49.7 23.2 +26.5 76
Contract Quality 36.3 17.6 +18.7 76
Access Clarity 42.9 26.5 +16.4 76
Operational Transparency 29.8 13.7 +16.1 76
Discoverability 66.3 58.1 +8.2 76
Contract Governance 13.3 6.3 +7 76

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) 36% 14% +22
MCP server (first-party) 31% 12% +19
Agent Skills 0% 0% 0
OAuth scopes 21% 11% +10
Security 99% 98% +1
Arazzo workflows 10% 2% +8
Governance rules 31% 14% +17

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 Power Query 75.8
  2. 2 Azure Data Factory 72
  3. 3 Airbyte 70.3
  4. 4 Singular 65.8
  5. 5 Improvado 65.4
  6. 6 Databricks 65.3
  7. 7 Nexla 64.7
  8. 8 Structify 64.5
  9. 9 Oneschema 63.6
  10. 10 Talend 63
Top by Agent Readiness
  1. 1 Informatica 54.4
  2. 2 Improvado 53.2
  3. 3 Weld 53
  4. 4 Talend 51.9
  5. 5 Databricks 51.5
  6. 6 Singular 50
  7. 7 Funnel 48.7
  8. 8 Precog 47.8
  9. 9 Airbyte 46.7
  10. 10 Streamkap 46
All 79 members of this roster resolve to a scored provider in the catalog.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/etl"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/etl"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/etl/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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