established · 0.0 capabilitymarket actiondomain

ETL

Score 25.1 / 100 83 providers +18 via APIs 28 APIs Search apis.io →

Providers using this tag (83)

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

Exemplar 2 Complete, well-documented, and agent-ready
Power QueryBusiness IntelligenceData IntegrationData Transformation5 APIs80.0AirbyteData IntegrationELTOpen-Source1 API67.4
Strong 15 Solid coverage with minor gaps
NexlaCompanyData IntegrationData Engineering4 APIs64.1SingularCompanyMarketing AnalyticsMobile AttributionAttribution11 APIs63.0OneschemaCompanyData OnboardingCSV ImportData Validation14 APIs62.2ImprovadoCompanyMarketingMarketing IntelligenceMarketing Analytics1 API61.9StructifyCompanyArtificial IntelligenceDataWeb Scraping1 API61.2DagsterData EngineeringData OrchestrationData Pipeline1 API60.6Amazon Glue DataBrewData AnalyticsData PreparationMachine-Learning1 API58.4DatabricksArtificial IntelligenceAnalyticsApache SparkBig Data1 API58.3BemCompanyDocument ProcessingUnstructured DataData Extraction1 API58.2Google Cloud DataflowApache BeamBatch ProcessingBig DataData Processing1 API57.53-shakeCompanySREData Integration1 API56.7Amazon GlueAnalyticsData CatalogData IntegrationData Pipeline1 API56.2Amazon RedshiftAnalyticsBig DataCloudData Lake1 API56.0FunnelCompanyMarketingMarketing IntelligenceMarketing Data3 APIs55.8TowerData InfrastructureData EngineeringPythonApache Iceberg1 API54.3
Developing 24 Usable, with meaningful gaps to close
Azure Synapse AnalyticsAnalyticsApache SparkBig DataData Integration30 APIs53.4Amazon Data PipelineData ProcessingWorkflowsData Pipeline1 API51.2DefiniteCompanyDataAnalyticsBusiness Intelligence1 API50.4AdverityCompanyData AnalyticsMarketing AnalyticsData Integration2 APIs50.3Improvado.ioCompanyMarketingAnalyticsData Integration1 API49.2API Calendrier Marocain | Jours Fériés & Ouvrables REST + SDK PythonHolidaysMoroccoCalendarBusiness Days2 APIs48.5ArtieCompanyData ReplicationChange Data CaptureData Integration1 API46.9Amazon AppFlowConnectorsDataflowsData Integration3 APIs46.3MinuboCompanyE-CommerceBusiness IntelligenceAnalytics1 API46.3Apache AirflowApacheDAGData Pipeline1 API45.4AlteryxAnalyticsAutomationData EngineeringData Preparation1 API45.2WeldCompanyDataELT1 API44.7UnstructuredDocument ProcessingRAGLLM2 APIs43.8InformaticaAddress VerificationB2B GatewayCloud ServicesData Governance1 API43.7Apache AirflowWorkflow OrchestrationData PipelineOpen-SourceApache1 API43.1FlatfileData ExchangeData IngestionData OnboardingData Validation1 API43.1TalendAPI ManagementData IntegrationData Quality2 APIs42.8Prophecy.ioCompanyData EngineeringData Pipeline5 APIs42.7PrecogCompanyData IntegrationArtificial Intelligence3 APIs42.2KeboolaData PlatformELTData Pipeline14 APIs42.1PopsinkCompanyChange Data CaptureData ReplicationData Integration2 APIs41.2SkyviaData IntegrationiPaaSELT1 API40.6Apache NiFiData IntegrationDataflowsIoT1 API40.3Google Cloud Data FusionData IntegrationData PipelineGoogle Cloud1 API40.3
Thin 26 Limited public surface area
Azure Synapse AnalyticsAnalyticsApache SparkBig DataData Warehouse3 APIs38.7AWS GlueDataData CatalogAnalytics1 API38.2LumeCompanyData IntegrationData Mapping1 API36.7FivetranConnectorsData IntegrationData Pipeline1 API36.3InfoworksData EngineeringData IntegrationData IngestionData Pipeline1 API36.2XceptorAPI IntegrationData AutomationData ExtractionDocument Processing3 APIs36.2Estuary FlowDataStreamingChange Data Capture4 APIs36.1NetterCompanyDataData PlatformAnalytics1 API36.1HotglueConnectorsEmbedded IntegrationsIntegration Platform1 API35.9MageData PipelineOrchestrationData Engineering1 API35.6Apache HiveApacheBig DataData Warehouse1 API35.4SAP BWBusiness IntelligenceData WarehousingEnterprise4 APIs35.3MatillionData IntegrationELTData Pipeline1 API34.9BruinCompanyDataData EngineeringData Pipeline32.4Spring BatchBatch ProcessingData ProcessingEnterprise1 API31.6Apache FlumeApacheData CollectionLog Aggregation1 API31.2OnehouseCompanyDeveloper ToolsData LakehouseData Engineering1 API30.8CaskCompanyBig DataData AnalyticsData Pipeline12 APIs30.1Apache BeamApacheBatch ProcessingData Pipeline2 APIs29.1SoundCommerceCompanyEnterpriseDataData Platform29.0Apache SeaTunnelData IntegrationELTBatch1 API28.9Spring Batch 5.1Batch ProcessingData ProcessingEnterprise1 API28.9dltHubCompanyDataData Engineering27.7EtleapCompanyData IntegrationELT1 API27.4Kafka ConnectApache KafkaConnectorsData Integration3 APIs26.6StreamkapStreamingChange Data CaptureKafka1 API26.5
Emerging 11 Early or largely undocumented
Cask DataCompanyDeveloper ToolsData IntegrationData Pipeline23.1Ascend.ioCompanyBig DataData EngineeringData Pipeline1 API22.6StreamSetsCompanyData IntegrationDataOpsData Pipeline1 API21.2Apache PigBig DataData AnalysisHadoop2 APIs19.9TrifactaCompanyData PreparationData WranglingData Engineering1 API19.5DatavoloCompanyData PipelineDataflowsApache NiFi19.4Revolution RECompanyReal-EstatePropTechMultifamily18.2UpsolverCompanyDataData PipelineData Lakehouse1 API17.1DataMindCompanyDataAnalytics17.0Apache SqoopBig DataData TransferHadoop1 API16.7LogstashData ProcessingLog ManagementPipeline1 API14.9
Minimal 4 Almost no public developer surface
Arcion LabsCompanyChange Data CaptureData ReplicationDatabases7.2AloomaCompanyData IntegrationData Pipeline6.4ItemfieldCompanyEnterpriseData IntegrationData Transformation5.0OsmosCompanyData IngestionData OnboardingData Integration5.0
Unrated 1 Not yet scored
AmiatoCompanyBig DataData Integration

APIs with this tag (28)

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
Salesforce Bulk APIThe Bulk API from Salesforce — 6 operation(s) for bulk.87.5Treasure Data Bulk Loads APIBulk load sessions from external sources74.3Qlik Reload APITrigger and manage data reload operations for Qlik Sense apps.70.5
Strong 8 Solid coverage with minor gaps
Cloudflare Pipelines APIThe Cloudflare Pipelines API enables developers to ingest events via HTTP endpoints or Worker bindings, tra...65.1Pipelines APICreate, edit, delete, start, and view details about Delta Live Tables pipelines for building reliable data ...63.4Improvado Embedded API v3Workspace-scoped REST API for embedding Improvado's data extraction, transformation, and load pipeline into...61.9OCI Data Integration APIREST APIs for organizing data integration projects, creating data flows, pipelines, and tasks to extract, t...60.2SQL Server Integration Services (SSIS) APIProgrammable object model for building, managing, and executing ETL data integration packages in SQL Server.59.6SQL Server Integration Services (SSIS) Catalog APIAPI for managing SSIS packages, projects, and execution in the SSIS Catalog.59.6Databricks Pipelines APIThe Databricks Pipelines API allows you to create, edit, delete, start, and stop Delta Live Tables pipeline...58.3Reckoner External APIPublic REST API for Reckoner, 3-shake's no-code ETL / data-integration SaaS. Fifteen operations across five...56.7
Developing 8 Usable, with meaningful gaps to close
Tableau Hyper APIAPI for creating, reading, and updating Hyper files, which are the data files that power Tableau extracts.50.4Minubo ETL APIETL endpoints46.3SAP HANA Smart Data Integration APIAPIs for data provisioning, replication, and integration.46.3Qlik Data Integration APIREST API for managing data integration tasks, connections, and data pipelines.45.4Temenos Operational Data Store APIsAPIs built on the near real-time Operational Data Store from Temenos Transact Data Hub, presenting data in ...44.3Informatica Data Integration REST APIThe Data Integration REST API provides programmatic access to manage data integration assets and operations...43.7RowGuard CSV Validation APIFind missing values, invalid types, out-of-range values, duplicate identifiers and CSV formula risks in one...42.0Tableau Hyper APICreate, read, update, and delete data in .hyper files for use in Tableau Desktop and Server with high-perfo...39.8
Thin 7 Limited public surface area
Oracle Planning Data Management APIREST API for data integration and management in Oracle Planning applications. Provides endpoints for runnin...36.9Lume APIREST API for automating data mappings and transformations with AI. Create and run Flows, manage target sche...36.7Fivetran REST APIThe Fivetran REST API allows programmatic management of all platform resources including users, roles, team...36.3Redpanda Connect (Benthos) APIRedpanda Connect (formerly Benthos) is a declarative stream-processor exposing an HTTP API for managing pip...33.8Qlik Data IntegrationAPIs for data integration, ETL processes, and data pipeline management.33.2Cornerstone Bulk APIReliably import large volumes of data into Cornerstone either as a one-time load or recurring system-to-sys...32.9CDAP Pipeline MicroservicesProgrammatically create, deploy, run, and inspect CDAP data pipelines (the Hydrator / Data Fusion pipeline ...30.1
Emerging 2 Early or largely undocumented
UBIX DataSpace APIAPI for the UBIX DataSpace module enabling data ingestion, transformation, and management across enterprise...23.2Apache Sqoop CLIApache Sqoop provides a command-line interface for bulk data transfer between Hadoop and relational databas...16.7

Companies reaching this through an API (18)

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 Qlik Sense APIs Redpanda RowGuard API Catalog Salesforce SAP HANA Tableau Tableau Desktop Temenos Transact Treasure Data UBIX Labs

Score breakdown

Frequency
56.0
log-scaled weighted occurrences
Breadth
2.3
spread across providers
Quality lift
44.3
mean composite of providers using it
Cohesion
11.3
strength of nearest seed neighbor

Related tags

Data Integration 49 co-occurrences Data Pipeline 35 co-occurrences Data Engineering 19 co-occurrences Connectors 20 co-occurrences Data Warehouse 14 co-occurrences ELT 10 co-occurrences Change Data Capture 10 co-occurrences Big Data 16 co-occurrences

Where this tag comes from

Provider tag83
Api tag28
Openapi tag1
Openapi op tag5

Cohort brief

Auto-generated

The 80 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
80
all scored
Mean Kin Score
39.9
+16.0 vs catalog 23.9
Mean Agent Readiness
23.6
+11.6 vs catalog 12
Spread
5–80
median 40.3 · σ 14.9
How the 80 split by band
Exemplar 2Strong 15Developing 24Thin 26Emerging 11Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 48.4 23.4 +25 80
Contract Quality 39.5 19.8 +19.7 80
Operational Transparency 27.9 14 +13.9 80
Access Clarity 40.1 26.5 +13.6 80
Contract Governance 13.6 6.4 +7.2 80
Discoverability 67.9 61.2 +6.7 80

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) 31% 10% +21
MCP server (first-party) 31% 13% +18
Agent Skills 0% 0% 0
OAuth scopes 21% 11% +10
Security 99% 97% +2
Arazzo workflows 10% 2% +8
Governance rules 32% 14% +18

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 80
  2. 2 Airbyte 67.4
  3. 3 Nexla 64.1
  4. 4 Singular 63
  5. 5 Oneschema 62.2
  6. 6 Improvado 61.9
  7. 7 Structify 61.2
  8. 8 Dagster 60.6
  9. 9 Amazon Glue DataBrew 58.4
  10. 10 Databricks 58.3
Top by Agent Readiness
  1. 1 Improvado 53.2
  2. 2 Funnel 50.9
  3. 3 Singular 50
  4. 4 Precog 47.8
  5. 5 Oneschema 45.9
  6. 6 Airbyte 45.6
  7. 7 Adverity 44.8
  8. 8 Tower 43.3
  9. 9 Nexla 43.1
  10. 10 Definite 40.3
All 83 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 15 September 2026, across 27661 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

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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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