emerging · -1.4 capabilitymarket actiondomain

ETL

Score 23.4 / 100 93 providers +16 via APIs 26 APIs Search apis.io →
Variants seen in the corpus: Extract Transform LoadETL

Providers using this tag (93)

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

Exemplar 11 Complete, well-documented, and agent-ready
Azure Data FactoryData IntegrationELTData Pipeline2 APIs77.5AWS GlueAmazon Web ServicesDataData Catalog221 APIs71.7AirbyteData IntegrationELTOpen Source1 API77.5Amazon RedshiftAnalyticsBig DataCloudData Lake35 APIs75.1Power QueryBusiness IntelligenceData IntegrationData Transformation3 APIs74.7Google Cloud DataflowApache BeamBatch ProcessingBig DataData Processing4 APIs74.3Amazon AppFlowAmazon Web ServicesConnectorsDataflowsData Integration3 APIs74.0Amazon Glue DataBrewAmazon Web ServicesData AnalyticsData Preparation10 APIs72.6OneschemaCompanyData OnboardingCSV ImportData Validation14 APIs71.6ImprovadoCompanyMarketingMarketing IntelligenceMarketing Analytics1 API71.0BemCompanyDocument ProcessingUnstructured DataData Extraction1 API69.1
Strong 17 Solid coverage with minor gaps
TalendAPI ManagementData IntegrationData Quality16 APIs62.0Google Cloud Data FusionData IntegrationData PipelineGoogle Cloud1 API61.9WeldCompanyDataELT1 API55.0NexlaCompanyData IntegrationData Engineering2 APIs66.2SingularCompanyMarketing AnalyticsMobile AttributionAttribution11 APIs65.9Amazon Data PipelineAmazon Web ServicesData ProcessingWorkflows5 APIs65.0Azure Synapse AnalyticsAnalyticsApache SparkBig DataData Integration45 APIs62.9TowerData InfrastructureData EngineeringPythonApache Iceberg1 API62.8InformaticaAddress VerificationB2B GatewayCloud ServicesData Governance1 API61.4StructifyCompanyArtificial IntelligenceDataWeb Scraping1 API61.3DefiniteCompanyDataAnalyticsBusiness Intelligence1 API59.83-shakeCompanySREData Integration1 API59.2ArtieCompanyData ReplicationChange Data CaptureData Integration1 API58.9DagsterData EngineeringData OrchestrationData Pipeline1 API58.8DatabricksCleanroomDatabricksArtificial IntelligenceAnalytics1 API58.7FunnelCompanyMarketingMarketing IntelligenceMarketing Data3 APIs58.7SkyviaData IntegrationiPaaSELT1 API56.9
Developing 17 Usable, with meaningful gaps to close
MatillionData IntegrationELTData Pipeline1 API52.4PeliqanCompanyData PlatformArtificial Intelligence45.0DPFDataArtificial IntelligenceApache Iceberg1 API43.7EtlworksCompanyData IntegrationCloud1 API43.4AdverityCompanyData AnalyticsMarketing AnalyticsData Integration2 APIs53.9MinuboCompanyE-CommerceBusiness IntelligenceAnalytics1 API53.1PrecogCompanyData IntegrationArtificial Intelligence3 APIs52.8AlteryxAnalyticsAutomationData EngineeringData Preparation1 API52.5DataddoData IntegrationAPI PlatformArtificial IntelligenceReal-Time2 APIs50.2PopsinkCompanyChange Data CaptureData ReplicationData Integration2 APIs49.3Prophecy.ioCompanyData EngineeringData Pipeline5 APIs48.0Apache AirflowApacheDAGData Pipeline2 APIs47.3InfoworksData EngineeringData IntegrationData IngestionData Pipeline1 API47.1API Calendrier Marocain | Jours Fériés & Ouvrables REST + SDK PythonHolidaysMoroccoCalendarBusiness Days2 APIs45.5FlatfileData ExchangeData IngestionData OnboardingData Validation1 API43.7KeboolaData PlatformELTData Pipeline14 APIs43.3Apache NiFiData IntegrationDataflowsIoT1 API41.8
Thin 26 Limited public surface area
Integrate.ioData IntegrationLow-CodeArtificial Intelligence2 APIs38.6OnehouseCompanyDeveloper ToolsData LakehouseData Engineering1 API32.0AdeptiaCompanyData IntegrationAutomation31.3EtleapCompanyData IntegrationELT1 API29.6SAP BWBusiness IntelligenceData WarehousingEnterprise4 APIs39.2HotglueConnectorsEmbedded IntegrationsIntegration Platform1 API38.7Stitch DataData IntegrationData PipelineCloud Data36.8BruinCompanyDataData EngineeringData Pipeline36.2LumeCompanyData IntegrationData Mapping1 API35.1Spring BatchBatch ProcessingData ProcessingEnterprise1 API34.6FivetranConnectorsData IntegrationData Pipeline1 API34.2UnstructuredDocument ProcessingRAGLLM2 APIs33.9XceptorAPI IntegrationData AutomationData ExtractionDocument Processing3 APIs33.9Apache FlumeApacheData CollectionLog Aggregation1 API33.6Apache HiveApacheBig DataData Warehouse1 API32.9NetterCompanyDataData PlatformAnalytics1 API32.9SoundCommerceCompanyEnterpriseDataData Platform31.1Estuary FlowDataStreamingChange Data Capture4 APIs30.8CaskCompanyBig DataData AnalyticsData Pipeline12 APIs29.6dltHubCompanyDataData Engineering29.0DataMindCompanyDataAnalytics28.6Apache BeamApacheBatch ProcessingData Pipeline2 APIs28.4MageData PipelineOrchestrationData Engineering1 API28.0Apache SeaTunnelData IntegrationELTBatch1 API27.2GlewCompanyE-CommerceAnalyticsData Platform1 API27.0KingswaySoftData IntegrationMicrosoft SSISConnectors2 APIs26.9
Emerging 15 Early or largely undocumented
DBTrailDatabaseAnalyticsMySQL2 APIs23.3StreamkapStreamingChange Data CaptureKafka1 API18.1COZYROCCompanyData IntegrationSSIS16.6ZuarDataAnalyticsBusiness Intelligence16.0Kafka ConnectApache KafkaConnectorsData Integration3 APIs26.1Cask DataCompanyDeveloper ToolsData IntegrationData Pipeline1 API25.8Ascend.ioCompanyBig DataData EngineeringData Pipeline1 API22.1DatavoloCompanyData PipelineDataflowsApache NiFi21.9Revolution RECompanyReal EstatePropTechMultifamily20.8StreamSetsCompanyData IntegrationDataOpsData Pipeline1 API19.9Apache PigBig DataData AnalysisHadoop2 APIs19.2TrifactaCompanyData PreparationData WranglingData Engineering1 API18.5UpsolverCompanyDataData PipelineData Lakehouse1 API15.6Apache SqoopBig DataData TransferHadoop1 API15.4LogstashData ProcessingLog ManagementPipelines1 API11.6
Minimal 6 Almost no public developer surface
ToolsverseCompanyData IntegrationData Migration6.0MovingLakeAPI IntegrationReal-Time DataEnterprise6.3Arcion LabsCompanyChange Data CaptureData ReplicationDatabase5.1OsmosCompanyData IngestionData OnboardingData Integration2.6AmiatoCompanyBig DataData Integration0.0ItemfieldCompanyEnterpriseData IntegrationData Transformation0.0
Unrated 1 Not yet scored
AloomaCompanyData IntegrationData Pipeline

APIs with this tag (26)

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 9 Complete, well-documented, and agent-ready
Salesforce Bulk APIThe Salesforce Bulk API is a specialized REST-based interface that enables asynchronous processing of large...88.0Cloudflare Pipelines APIThe Cloudflare Pipelines API enables developers to ingest events via HTTP endpoints or Worker bindings, tra...82.5Treasure Data Bulk Loads APIBulk load sessions from external sources72.4Qlik Data Integration APIREST API for managing data integration tasks, connections, and data pipelines.72.2Pipelines APICreate, edit, delete, start, and view details about Delta Live Tables pipelines for building reliable data ...71.6Improvado Embedded API v3Workspace-scoped REST API for embedding Improvado's data extraction, transformation, and load pipeline into...71.0OCI Data Integration APIREST APIs for organizing data integration projects, creating data flows, pipelines, and tasks to extract, t...70.4SQL Server Integration Services (SSIS) APIProgrammable object model for building, managing, and executing ETL data integration packages in SQL Server.67.0SQL Server Integration Services (SSIS) Catalog APIAPI for managing SSIS packages, projects, and execution in the SSIS Catalog.67.0
Strong 2 Solid coverage with minor gaps
Informatica Data Integration REST APIThe Data Integration REST API provides programmatic access to manage data integration assets and operations...61.4Databricks Pipelines APIThe Databricks Pipelines API allows you to create, edit, delete, start, and stop Delta Live Tables pipeline...58.7
Developing 4 Usable, with meaningful gaps to close
Minubo ETL APIETL endpoints53.1Tableau Hyper APIAPI for creating, reading, and updating Hyper files, which are the data files that power Tableau extracts.49.9SAP HANA Smart Data Integration APIAPIs for data provisioning, replication, and integration.44.8Temenos Operational Data Store APIsAPIs built on the near real-time Operational Data Store from Temenos Transact Data Hub, presenting data in ...39.6
Thin 7 Limited public surface area
Tableau Hyper APICreate, read, update, and delete data in .hyper files for use in Tableau Desktop and Server with high-perfo...37.3Oracle Planning Data Management APIREST API for data integration and management in Oracle Planning applications. Provides endpoints for runnin...35.9Lume APIREST API for automating data mappings and transformations with AI. Create and run Flows, manage target sche...35.1Redpanda Connect (Benthos) APIRedpanda Connect (formerly Benthos) is a declarative stream-processor exposing an HTTP API for managing pip...34.7Fivetran REST APIThe Fivetran REST API allows programmatic management of all platform resources including users, roles, team...34.2Qlik Data IntegrationAPIs for data integration, ETL processes, and data pipeline management.32.1CDAP Pipeline MicroservicesProgrammatically create, deploy, run, and inspect CDAP data pipelines (the Hydrator / Data Fusion pipeline ...29.6
Emerging 4 Early or largely undocumented
CDAP Microservices REST APIThe CDAP Microservices (HTTP RESTful) API for a self-hosted CDAP instance -- deploy and manage applications...25.8Cornerstone Bulk APIReliably import large volumes of data into Cornerstone either as a one-time load or recurring system-to-sys...24.8UBIX DataSpace APIAPI for the UBIX DataSpace module enabling data ingestion, transformation, and management across enterprise...18.0Apache Sqoop CLIApache Sqoop provides a command-line interface for bulk data transfer between Hadoop and relational databas...15.4

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
52.7
log-scaled weighted occurrences
Breadth
1.2
spread across providers
Quality lift
41.4
mean composite of providers using it
Cohesion
10.9
strength of nearest seed neighbor

Where this tag sits

Data Integration broader

Related tags

Data Pipeline 35 co-occurrences Data Integration 55 co-occurrences Data Engineering 19 co-occurrences ELT 12 co-occurrences Data Warehouse 15 co-occurrences Connectors 23 co-occurrences Change Data Capture 11 co-occurrences Big Data 15 co-occurrences

Where this tag comes from

Provider tag93
Api tag26
Openapi tag1
Openapi op tag5

Markets provisional

Kin Score markets whose measured providers carry this tag. Share is the fraction of the market's measured providers that carry it — it describes the market, not this tag.

MarketShare of the market's providers
Data Integration (ELT connectors and data governance)30%

Cohort brief

Auto-generated

The 85 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
85
of 93 in the catalog
Mean Kin Score
43.1
+19.0 vs catalog 24.1
Mean Agent Readiness
24.9
+10.8 vs catalog 14.1
Spread
2.6–77.5
median 41.8 · σ 19.6
How the 85 split by band
Exemplar 11Strong 17Developing 15Thin 25Emerging 13Minimal 4
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 49 24.5 +24.5 85
Access Clarity 49.6 30 +19.6 85
Operational Transparency 31.2 13.2 +18 85
Contract Quality 35.7 18.6 +17.1 85
Discoverability 67.9 59.1 +8.8 85
Contract Governance 18 9.7 +8.3 85

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) 37% 18% +19
MCP server (first-party) 35% 16% +19
Agent Skills 0% 0% 0
OAuth scopes 19% 13% +6
Security 99% 99% 0
Arazzo workflows 9% 1% +8
Governance rules 64% 36% +28

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 Airbyte 77.5
  2. 2 Azure Data Factory 77.5
  3. 3 Amazon Redshift 75.1
  4. 4 Power Query 74.7
  5. 5 Google Cloud Dataflow 74.3
  6. 6 Amazon AppFlow 74
  7. 7 Amazon Glue DataBrew 72.6
  8. 8 AWS Glue 71.7
  9. 9 Oneschema 71.6
  10. 10 Improvado 71
Top by Agent Readiness
  1. 1 Databricks 58.9
  2. 2 Improvado 56.5
  3. 3 Weld 53.8
  4. 4 Singular 50
  5. 5 DPF 49.7
  6. 6 AWS Glue 49.2
  7. 7 Funnel 48.7
  8. 8 Informatica 48
  9. 9 Precog 46.2
  10. 10 Tower 45.7
All 93 members of this roster resolve to a provider in the catalog; 85 carry a score (91%). The figures above describe the scored members only.
Coverage caveat. 54 of 85 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 14 November 2026, across 41591 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"
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curl "https://apis.io/api/v1/tags?limit=25"
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