emerging · -2.0 capabilitymarket actiondomain

ETL

Score 23.9 / 100 83 providers +16 via APIs 25 APIs Search apis.io →
Variants seen in the corpus: Extract Transform LoadETL

Providers using this tag (83)

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

Exemplar 4 Complete, well-documented, and agent-ready
Azure Data FactoryData IntegrationELTData Pipeline1 API70.5Power QueryBusiness IntelligenceData IntegrationData Transformation3 APIs74.4BemCompanyDocument ProcessingUnstructured DataData Extraction1 API66.7StructifyCompanyArtificial IntelligenceDataWeb Scraping1 API66.6
Strong 14 Solid coverage with minor gaps
TalendAPI ManagementData IntegrationData Quality16 APIs57.2SingularCompanyMarketing AnalyticsMobile AttributionAttribution11 APIs65.8NexlaCompanyData IntegrationData Engineering2 APIs64.3OneschemaCompanyData OnboardingCSV ImportData Validation14 APIs63.6Amazon Glue DataBrewData AnalyticsData PreparationMachine Learning1 API63.5Amazon RedshiftAnalyticsBig DataCloudData Lake2 APIs62.0DefiniteCompanyDataAnalyticsBusiness Intelligence1 API59.2FunnelCompanyMarketingMarketing IntelligenceMarketing Data3 APIs58.6Azure Synapse AnalyticsAnalyticsApache SparkBig DataData Integration30 APIs58.2Google Cloud DataflowApache BeamBatch ProcessingBig DataData Processing1 API57.8DatabricksCleanroomDatabricksArtificial IntelligenceAnalytics1 API57.13-shakeCompanySREData Integration1 API57.0TowerData InfrastructureData EngineeringPythonApache Iceberg1 API55.5DagsterData EngineeringData OrchestrationData Pipeline1 API54.4
Developing 22 Usable, with meaningful gaps to close
MatillionData IntegrationELTData Pipeline1 API47.6WeldCompanyDataELT1 API45.4AWS GlueDataData CatalogAnalytics203 APIs44.7Google Cloud Data FusionData IntegrationData PipelineGoogle Cloud1 API42.2Integrate.ioData IntegrationLow-CodeArtificial Intelligence2 APIs39.3AdverityCompanyData AnalyticsMarketing AnalyticsData Integration2 APIs53.8Amazon Data PipelineData ProcessingWorkflowsData Pipeline1 API52.0DataddoData IntegrationAPI PlatformArtificial IntelligenceReal-Time2 APIs49.7Amazon AppFlowConnectorsDataflowsData Integration3 APIs49.3PrecogCompanyData IntegrationArtificial Intelligence3 APIs48.9InformaticaAddress VerificationB2B GatewayCloud ServicesData Governance1 API48.7ArtieCompanyData ReplicationChange Data CaptureData Integration1 API48.4SkyviaData IntegrationiPaaSELT1 API47.9AlteryxAnalyticsAutomationData EngineeringData Preparation1 API47.5Prophecy.ioCompanyData EngineeringData Pipeline5 APIs47.0Apache AirflowApacheDAGData Pipeline2 APIs46.3MinuboCompanyE-CommerceBusiness IntelligenceAnalytics1 API46.1API Calendrier Marocain | Jours Fériés & Ouvrables REST + SDK PythonHolidaysMoroccoCalendarBusiness Days2 APIs44.4FlatfileData ExchangeData IngestionData OnboardingData Validation1 API42.7KeboolaData PlatformELTData Pipeline14 APIs42.5PopsinkCompanyChange Data CaptureData ReplicationData Integration2 APIs41.2InfoworksData EngineeringData IntegrationData IngestionData Pipeline1 API39.3
Thin 21 Limited public surface area
OnehouseCompanyDeveloper ToolsData LakehouseData Engineering1 API32.7AdeptiaCompanyData IntegrationAutomation30.7EtleapCompanyData IntegrationELT1 API29.2Apache NiFiData IntegrationDataflowsIoT1 API38.3LumeCompanyData IntegrationData Mapping1 API36.5SAP BWBusiness IntelligenceData WarehousingEnterprise4 APIs36.5Spring BatchBatch ProcessingData ProcessingEnterprise1 API35.4FivetranConnectorsData IntegrationData Pipeline1 API34.6BruinCompanyDataData EngineeringData Pipeline34.3UnstructuredDocument ProcessingRAGLLM2 APIs34.3XceptorAPI IntegrationData AutomationData ExtractionDocument Processing3 APIs33.8NetterCompanyDataData PlatformAnalytics1 API33.5Apache HiveApacheBig DataData Warehouse1 API32.8Apache FlumeApacheData CollectionLog Aggregation1 API32.6CaskCompanyBig DataData AnalyticsData Pipeline12 APIs31.2SoundCommerceCompanyEnterpriseDataData Platform30.9Estuary FlowDataStreamingChange Data Capture4 APIs29.7Apache BeamApacheBatch ProcessingData Pipeline2 APIs28.8KingswaySoftData IntegrationMicrosoft SSISConnectors2 APIs27.3dltHubCompanyDataData Engineering27.2MageData PipelineOrchestrationData Engineering1 API26.6
Emerging 14 Early or largely undocumented
StreamkapStreamingChange Data CaptureKafka1 API17.8Apache SeaTunnelData IntegrationELTBatch2 APIs24.9Kafka ConnectApache KafkaConnectorsData Integration3 APIs24.8Cask DataCompanyDeveloper ToolsData IntegrationData Pipeline24.0Ascend.ioCompanyBig DataData EngineeringData Pipeline1 API22.9DataMindCompanyDataAnalytics21.7StreamSetsCompanyData IntegrationDataOpsData Pipeline1 API20.5TrifactaCompanyData PreparationData WranglingData Engineering1 API19.7Apache PigBig DataData AnalysisHadoop2 APIs19.5DatavoloCompanyData PipelineDataflowsApache NiFi19.2Revolution RECompanyReal EstatePropTechMultifamily18.9Apache SqoopBig DataData TransferHadoop1 API16.4UpsolverCompanyDataData PipelineData Lakehouse1 API16.4LogstashData ProcessingLog ManagementPipelines1 API12.6
Minimal 7 Almost no public developer surface
IntegrationsIntegrationiPaaSEmbedded iPaaSWorkflow Automation9.6ToolsverseCompanyData IntegrationData Migration6.9MovingLakeAPI IntegrationReal-Time DataEnterprise5.8Arcion LabsCompanyChange Data CaptureData ReplicationDatabase5.7OsmosCompanyData IngestionData OnboardingData Integration3.4AmiatoCompanyBig DataData Integration0.0ItemfieldCompanyEnterpriseData IntegrationData Transformation0.0
Unrated 1 Not yet scored
AloomaCompanyData IntegrationData Pipeline

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 5 Complete, well-documented, and agent-ready
Salesforce Bulk APIThe Salesforce Bulk API is a specialized REST-based interface that enables asynchronous processing of large...88.8Cloudflare Pipelines APIThe Cloudflare Pipelines API enables developers to ingest events via HTTP endpoints or Worker bindings, tra...80.6Treasure Data Bulk Loads APIBulk load sessions from external sources75.2Qlik Data Integration APIREST API for managing data integration tasks, connections, and data pipelines.71.0Improvado Embedded API v3Workspace-scoped REST API for embedding Improvado's data extraction, transformation, and load pipeline into...67.0
Strong 5 Solid coverage with minor gaps
OCI Data Integration APIREST APIs for organizing data integration projects, creating data flows, pipelines, and tasks to extract, t...65.9SQL Server Integration Services (SSIS) APIProgrammable object model for building, managing, and executing ETL data integration packages in SQL Server.61.3SQL Server Integration Services (SSIS) Catalog APIAPI for managing SSIS packages, projects, and execution in the SSIS Catalog.61.3Pipelines APICreate, edit, delete, start, and view details about Delta Live Tables pipelines for building reliable data ...57.9Databricks Pipelines APIThe Databricks Pipelines API allows you to create, edit, delete, start, and stop Delta Live Tables pipeline...57.1
Developing 5 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.49.9Informatica Data Integration REST APIThe Data Integration REST API provides programmatic access to manage data integration assets and operations...48.7Minubo ETL APIETL endpoints46.1SAP HANA Smart Data Integration APIAPIs for data provisioning, replication, and integration.45.2Temenos Operational Data Store APIsAPIs built on the near real-time Operational Data Store from Temenos Transact Data Hub, presenting data in ...40.9
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...37.7Lume APIREST API for automating data mappings and transformations with AI. Create and run Flows, manage target sche...36.5Oracle Planning Data Management APIREST API for data integration and management in Oracle Planning applications. Provides endpoints for runnin...35.1Fivetran REST APIThe Fivetran REST API allows programmatic management of all platform resources including users, roles, team...34.6Redpanda Connect (Benthos) APIRedpanda Connect (formerly Benthos) is a declarative stream-processor exposing an HTTP API for managing pip...33.2CDAP Pipeline MicroservicesProgrammatically create, deploy, run, and inspect CDAP data pipelines (the Hydrator / Data Fusion pipeline ...31.2Qlik Data IntegrationAPIs for data integration, ETL processes, and data pipeline management.30.3
Emerging 3 Early or largely undocumented
Cornerstone Bulk APIReliably import large volumes of data into Cornerstone either as a one-time load or recurring system-to-sys...24.9UBIX DataSpace APIAPI for the UBIX DataSpace module enabling data ingestion, transformation, and management across enterprise...20.1Apache Sqoop CLIApache Sqoop provides a command-line interface for bulk data transfer between Hadoop and relational databas...16.4

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
55.0
log-scaled weighted occurrences
Breadth
1.9
spread across providers
Quality lift
39.9
mean composite of providers using it
Cohesion
11.5
strength of nearest seed neighbor

Where this tag sits

Data Integration broader

Related tags

Data Integration 51 co-occurrences Data Pipeline 32 co-occurrences Data Engineering 19 co-occurrences Connectors 21 co-occurrences ELT 10 co-occurrences Change Data Capture 11 co-occurrences Data Warehouse 13 co-occurrences Big Data 15 co-occurrences

Where this tag comes from

Provider tag86
Api tag25
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 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
of 83 in the catalog
Mean Kin Score
38.9
+16.7 vs catalog 22.2
Mean Agent Readiness
23.3
+11.3 vs catalog 12
Spread
3.4–74.4
median 38.8 · σ 17
How the 80 split by band
Exemplar 4Strong 14Developing 22Thin 21Emerging 14Minimal 5
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 47 23.2 +23.8 80
Contract Quality 33.4 17.2 +16.2 80
Operational Transparency 28.7 13 +15.7 80
Access Clarity 39.1 23.9 +15.2 80
Discoverability 64.9 57.9 +7 80
Contract Governance 12 6.5 +5.5 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% 13% +18
MCP server (first-party) 27% 12% +15
Agent Skills 0% 0% 0
OAuth scopes 17% 11% +6
Security 98% 98% 0
Arazzo workflows 9% 2% +7
Governance rules 32% 16% +16

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 74.4
  2. 2 Azure Data Factory 70.5
  3. 3 Bem 66.7
  4. 4 Structify 66.6
  5. 5 Singular 65.8
  6. 6 Nexla 64.3
  7. 7 Oneschema 63.6
  8. 8 Amazon Glue DataBrew 63.5
  9. 9 Amazon Redshift 62
  10. 10 Definite 59.2
Top by Agent Readiness
  1. 1 Databricks 58.3
  2. 2 Weld 53.8
  3. 3 Informatica 53.5
  4. 4 Talend 51.1
  5. 5 Singular 50
  6. 6 Funnel 48.7
  7. 7 Precog 46.2
  8. 8 Oneschema 45.4
  9. 9 Adverity 44.8
  10. 10 Streamkap 43.8
All 83 members of this roster resolve to a provider in the catalog; 80 carry a score (96%). The figures above describe the scored members only.
Coverage caveat. 60 of 80 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 24 October 2026, across 31984 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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