established · 0.9 capabilitymarket actiondomain

ETL

Score 25.7 / 100 103 providers 31 APIs Search apis.io →
Variants seen in the corpus: ETLetl

Providers using this tag (103)

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

Exemplar 3 Complete, well-documented, and agent-ready
Strong 11 Solid coverage with minor gaps
Developing 33 Usable, with meaningful gaps to close
Google Cloud DataflowApache BeamBatch ProcessingBig DataData Processing8 APIs53.9Amazon Glue DataBrewData AnalyticsData PreparationMachine-Learning10 APIs53.3OracleCloudDatabaseEnterpriseInfrastructure378 APIs53.0Azure Synapse AnalyticsAnalyticsApache SparkBig DataData Integration35 APIs52.6Amazon GlueAnalyticsData CatalogData IntegrationData Pipeline202 APIs52.3AdverityCompanyData AnalyticsMarketing AnalyticsData Integration2 APIs51.7DefiniteCompanyDataAnalyticsBusiness Intelligence1 API50.7Amazon Data PipelineData ProcessingWorkflowsData Pipeline4 APIs50.5API Calendrier Marocain | Jours Fériés & Ouvrables REST + SDK PythonHolidaysMoroccoCalendarBusiness Days3 APIs50.5ArtieCompanyData ReplicationChange Data CaptureData Integration9 APIs50.2Microsoft Azure CloudArtificial IntelligenceCloud ComputingDatabasesInfrastructure-as-a-Service13 APIs49.8Improvado.ioCompanyMarketingAnalyticsData Integration1 API49.5MinuboCompanyE-CommerceBusiness IntelligenceAnalytics3 APIs49.0Apache AirflowApacheDAGData Pipeline19 APIs48.7Amazon RedshiftAnalyticsBig DataCloudData Lake5 APIs48.4SAP HANAAnalyticsCloudDatabaseEnterprise17 APIs47.6CrossEngageCompanyCustomer Data PlatformMarketingCustomer Engagement6 APIs46.7WeldCompanyDataELT13 APIs46.7TableauAnalyticsBusiness IntelligenceDashboardsData Visualization25 APIs46.6Qlik SenseAnalyticsBusiness IntelligenceCloudData Integration8 APIs46.4UnstructuredDocument ProcessingRAGLLM9 APIs45.7PrecogCompanyData IntegrationArtificial Intelligence12 APIs45.5SkyviaData IntegrationiPaaSELT4 APIs44.8TalendAPI ManagementData IntegrationData Quality18 APIs44.0AlteryxAnalyticsAutomationData EngineeringData Preparation12 APIs43.9Amazon AppFlowConnectorsDataflowsData Integration3 APIs43.7PopsinkCompanyChange Data CaptureData ReplicationCDC21 APIs42.9Prophecy.ioCompanyData EngineeringData Pipeline5 APIs42.4Google Cloud Data FusionData IntegrationData PipelineGoogle Cloud3 APIs42.3Temenos TransactBankingCore BankingDigital BankingEnterprise13 APIs42.3FlatfileData ExchangeData IngestionData OnboardingData Validation32 APIs42.1Microsoft SQL Server APIsAzure SQLCloud DatabaseData ManagementDatabase21 APIs40.5InformaticaAddress VerificationB2B GatewayCloud ServicesData Governance12 APIs39.5
Thin 33 Limited public surface area
Apache AirflowWorkflow OrchestrationData PipelineOpen-SourceApache26 APIs39.2KeboolaData PlatformELTData Pipeline79 APIs38.8Tableau DesktopAnalyticsBusiness IntelligenceData VisualizationDesktop Application12 APIs38.8BolticAutomationData SyncGatewaysNo-Code17 APIs37.9Azure Synapse AnalyticsAnalyticsApache SparkBig DataData Warehouse3 APIs37.1Moody's RMSInsuranceUnited StatesProperty and CasualtyReinsurance6 APIs37.1LumeCompanyData IntegrationData Mapping1 API37.0Oracle PlanningBudgetingCloudConsolidationEnterprise17 APIs36.9AWS GlueDataData CatalogAnalytics1 API36.5NetterCompanyDataData PlatformAnalytics44 APIs36.4Power QueryBusiness IntelligenceData IntegrationData Transformation6 APIs36.3MatillionData IntegrationELTData Pipeline9 APIs36.1FivetranConnectorsData IntegrationData Pipeline9 APIs35.2MageData PipelineOrchestrationData Engineering4 APIs35.2HotglueConnectorsEmbedded IntegrationsIntegration Platform6 APIs35.0Microsoft SQL ServerCloudData ManagementDatabaseEnterprise14 APIs34.2XceptorAPI IntegrationData AutomationData ExtractionDocument Processing14 APIs34.0RedpandaStreamingKafkaEvent StreamingReal-Time10 APIs33.8Apache HiveApacheBig DataData Warehouse4 APIs33.7Estuary FlowDataStreamingChange Data CaptureCDC4 APIs33.7Apache NiFiData IntegrationDataflowsIoT6 APIs33.5Cornerstone OnDemandTalent ManagementLearning ManagementPerformance ManagementRecruiting7 APIs32.9BruinCompanyDataData EngineeringData Pipeline32.4OnehouseCompanyDeveloper ToolsData LakehouseData Engineering1 API30.8Qlik CloudAnalyticsBusiness IntelligenceCloudData Integration13 APIs30.4CaskCompanyBig DataData AnalyticsData Pipeline12 APIs30.1Apache SeaTunnelData IntegrationELTBatch2 APIs29.6StreamkapStreamingCDCKafka9 APIs29.1SoundCommerceCompanyEnterpriseDataData Platform29.0Apache FlumeApacheData CollectionLog Aggregation2 APIs28.8EtleapCompanyData IntegrationELT1 API28.7dltHubCompanyDataData Engineering27.7Spring BatchBatch ProcessingData ProcessingEnterprise5 APIs27.3
Emerging 18 Early or largely undocumented
Minimal 5 Almost no public developer surface

APIs with this tag (31)

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 3 Complete, well-documented, and agent-ready
Strong 4 Solid coverage with minor gaps
Developing 10 Usable, with meaningful gaps to close
Thin 11 Limited public surface area
Emerging 3 Early or largely undocumented

Score breakdown

Frequency
56.3
log-scaled weighted occurrences
Breadth
2.8
spread across providers
Quality lift
46.6
mean composite of providers using it
Cohesion
10.9
strength of nearest seed neighbor

Related tags

Data Integration 45 co-occurrences Data Pipeline 33 co-occurrences Data Engineering 17 co-occurrences Data Warehouse 14 co-occurrences Connectors 19 co-occurrences ELT 9 co-occurrences Big Data 16 co-occurrences Business Intelligence 19 co-occurrences

Where this tag comes from

Provider tag81
Api tag31
Openapi tag1
Openapi op tag5

Cohort brief

Auto-generated

The 103 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
103
all scored
Mean Kin Score
38.4
+17.7 vs catalog 20.7
Mean Agent Readiness
22.3
+12.6 vs catalog 9.7
Spread
5–83.3
median 37.1 · σ 15.6
How the 103 split by band
Exemplar 3Strong 11Developing 33Thin 33Emerging 18Minimal 5
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 43.3 17.9 +25.4 103
Contract Quality 39.4 17.5 +21.9 103
Access Clarity 38.1 22.3 +15.8 103
Operational Transparency 26 11.3 +14.7 103
Discoverability 70 60.4 +9.6 103
Contract Governance 15.4 6.4 +9 103

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) 44% 16% +28
MCP server (first-party) 22% 7% +15
Agent Skills 0% 0% 0
OAuth scopes 21% 9% +12
Security 97% 88% +9
Arazzo workflows 12% 2% +10
Governance rules 36% 13% +23

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 Salesforce 83.3
  2. 2 Treasure Data 76.7
  3. 3 Airbyte 66.6
  4. 4 Singular 64.4
  5. 5 Improvado 64.2
  6. 6 Oneschema 63.6
  7. 7 Structify 62.6
  8. 8 Dagster 62.1
  9. 9 Cloudflare 62
  10. 10 Databricks 59.1
Top by Agent Readiness
  1. 1 Improvado 58.8
  2. 2 Salesforce 52.2
  3. 3 Precog 50
  4. 4 Singular 50
  5. 5 Treasure Data 48.4
  6. 6 Oneschema 48
  7. 7 Funnel 45.7
  8. 8 Adverity 44.8
  9. 9 Cloudflare 44.5
  10. 10 Airbyte 43.9
All 103 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

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"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no email required.

A second provider on the same verified email joins the account you already have.