emerging · 1.5 marketcapability domainschema

Big Data

Score 22.7 / 100 104 providers 20 APIs Search apis.io →

Providers using this tag (104)

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

Exemplar 1 Complete, well-documented, and agent-ready
Treasure DataCustomer Data PlatformCDPData Warehouse23 APIs76.7
Strong 6 Solid coverage with minor gaps
BeaconstacCompanyQR CodesDigital Business Cards1 API59.2DatabricksArtificial IntelligenceAnalyticsApache Spark57 APIs59.1Azure Event HubsEvent StreamingIoTMessage Ingestion10 APIs57.1Amazon KinesisAnalyticsData ProcessingReal-Time11 APIs56.6Azure DatabricksAnalyticsApache SparkData Engineering39 APIs56.5Azure Blob StorageAzureBlobsCloud StorageMicrosoft12 APIs54.3
Developing 19 Usable, with meaningful gaps to close
Google Cloud DataflowApache BeamBatch ProcessingData Processing8 APIs53.9OracleCloudDatabaseEnterpriseInfrastructure378 APIs53.0Azure Synapse AnalyticsAnalyticsApache SparkData Integration35 APIs52.6VespaArtificial IntelligenceSearchVector Database9 APIs52.6OcientCompanyDataAnalyticsData Warehouse2 APIs50.4Amazon EMRAmazon Web ServicesAnalyticsApache Spark1 API50.3Amazon Managed Service for Apache FlinkApache FlinkReal-Time ProcessingStreaming Analytics31 APIs49.9Microsoft Azure CloudArtificial IntelligenceCloud ComputingDatabasesInfrastructure-as-a-Service13 APIs49.8Amazon RedshiftAnalyticsCloudData Lake5 APIs48.4Google Cloud DataprocData ProcessingGoogle CloudHadoop3 APIs48.1AWS RedshiftAnalyticsCloud DatabaseData Warehouse130 APIs47.9Microsoft Azure Integration ServicesAPI ManagementEnterpriseEvent-DrivenIntegration6 APIs46.6DataikuAnalyticsArtificial IntelligenceData PlatformData Science34 APIs45.8GoogleAdvertisingCloudDevelopersGoogle125 APIs45.2China MobileTelecommunicationsChinaMobile Network OperatorNetwork APIs6 APIs45.1SK TelecomTelecommunicationsSouth KoreaMobile Network OperatorNetwork APIs15 APIs44.5AltinityCompanyClickHouseAnalytics1 API43.3Google BigQueryAnalyticsCloudData Warehouse11 APIs42.8PepperdataCompanyObservabilityMonitoringKubernetes3 APIs42.7
Thin 26 Limited public surface area
TrinoAnalyticsDistributed SQLMySQL2 APIs38.7AWS KinesisAnalyticsApache FlinkData Processing100 APIs38.4Apache KylinAnalyticscubeOLAP7 APIs37.6Azure Synapse AnalyticsAnalyticsApache SparkData Warehouse3 APIs37.1QuboleCompanyDataData Lake1 API36.9Apache LivyInteractive ComputingOpen-SourceREST3 APIs36.5Apache OozieWorkflowsHadoopOrchestrationScheduling4 APIs36.3Apache HBaseApacheBigtableDatabase5 APIs35.6Azure Data Lake StorageAnalyticsData LakeHierarchical Storage1 API34.4Apache HudiACIDApacheData Lake3 APIs34.0Apache HiveApacheData WarehouseETL4 APIs33.7e6dataCompanyB2BDataAnalytics33.7VineyardCNCFCloud-NativeData Engineering7 APIs33.4Apache SparkAnalyticsDistributed ComputingMachine-Learning6 APIs33.0ClouderaData EngineeringData LakehouseData Platform12 APIs32.4Apache CassandraApacheDatabaseDistributed12 APIs31.8Apache HadoopData ProcessingDistributed ComputingHDFS6 APIs30.4CaskCompanyData AnalyticsData Pipeline12 APIs30.1Apache SamzaHadoopKafkaStream Processing3 APIs29.9Presto FoundationAnalyticsDistributed SQLLinux Foundation3 APIs29.9Apache GiraphApacheBSPGraph Processing3 APIs29.7Apache FlinkApacheBatch ProcessingOpen-Source10 APIs29.2PrivaceraCompanyData GovernanceData Security29.2Apache AtlasApacheComplianceData Governance6 APIs29.11010dataCompanyData AnalyticsBusiness Intelligence2 APIs28.5SimpliVityCompanyHyperconverged InfrastructureVirtualization10 APIs26.9
Emerging 20 Early or largely undocumented
AlibabaCloudCloud ComputingE-CommerceCommerce1 API24.9Apache FlinkDistributed ComputingReal-Time AnalyticsStream Processing7 APIs24.2Ascend.ioCompanyData EngineeringData Pipeline1 API22.6Cask DataCompanyDeveloper ToolsData IntegrationData Pipeline22.4Apache ORCColumnar StorageCompressionFile Format3 APIs21.6ScalaDistributed SystemsFunctional ProgrammingJVM11 APIs21.5TranswarpCompanyDatabasesVector Databases1 API21.5Apache PigData AnalysisETLHadoop2 APIs20.5NetezzaCompanyData WarehouseAnalyticsDatabase19.7Apache TezDAGExecution EngineHadoop2 APIs18.7Nimble StorageCompanyStorageData Storage1 API18.0Apache AvroApacheBinary FormatData Serialization1 API17.4HumioCompanyLog ManagementObservability1 API17.1Apache PySparkData ProcessingDistributed ComputingMachine-Learning5 APIs16.8Apache SqoopData TransferETLHadoop1 API16.7Shift TechnologyCompanyInsuranceInsurtech16.7FlarionCompanyDataData ProcessingApache Spark14.1Flarion TechnologiesCompanyData ProcessingData InfrastructureData Engineering14.1Apache ParquetApacheColumnar StorageData Format6 APIs12.1SankunCompanyConstructionData1 API12.1
Minimal 32 Almost no public developer surface
DualbirdCompanyDataData ProcessingAI Infrastructure10.5Concord SystemsCompanyStream ProcessingReal-TimeData Processing9.3PrimaryIOCompanyDisaster RecoveryRansomware Recovery8.3InteranaCompanyAnalyticsBehavioral AnalyticsEvent Analytics6.8BluetalonCompanyData SecurityData Access ControlData Masking5.3OtterTuneCompanyDatabaseDatabase Optimization5.3AdkuCompanyE-CommercePersonalizationMachine-Learning5.0AmiatoCompanyData IntegrationETL5.0ArimoCompanyArtificial IntelligenceMachine-LearningDeep Learning5.0BitYotaCompanyData WarehouseAnalytics5.0Bluedata Software IncCompanyAcquiredContainers5.0BlueTalon Data SystemsCompanyData SecurityAccess ControlData Governance5.0CazenaCompanyData LakeAnalytics5.0Clearstory DataCompanyAnalyticsData Analytics5.0Data Elite ServicesCompanyAcceleratorVenture Lab5.0E8 Storage SystemsCompanyStorageNVMe5.0GAGO GroupCompanyFrontier TechAgriculture5.0MapReduceData ProcessingDistributed ComputingHadoop5.0Origami LogicCompanyMarketingAnalytics5.0ParstreamCompanyAnalyticsDatabase5.0PlatforaCompanyAnalyticsBusiness Intelligence5.0PrivitarCompanyData PrivacyDe-Identification5.0QuBitCompanyPersonalizationE-CommerceRecommendations5.0Toyota ConnectedAutomotiveConnected VehicleConnected CarTelematics5.0Trace DataCompanyData SecurityData Observability5.0UnifiCompanyData CatalogData PreparationSelf-Service Analytics5.0QualteraCompanyDefunctAcquiredSemiconductors4.6Apache SparkAnalyticsData ProcessingDistributed Computing4.1StreambaseCompany4.11yongcloudCompanyHealthcareOncologyArtificial Intelligence3.8Prime Life ScienceCompanyLife SciencesClinical ResearchHealthcare3.3Altruist (iConnectiva)CompanyInfrastructureTelecommunicationsRevenue Assurance1.8

APIs with this tag (20)

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 →

Strong 1 Solid coverage with minor gaps
Azure Data Lake Storage Gen2 REST APIThe Azure Data Lake Storage Gen2 REST APIs allow interaction with Azure Blob Storage through a file system ...54.3
Developing 13 Usable, with meaningful gaps to close
OCI Data Flow APIREST APIs for running Apache Spark applications at any scale without deploying or managing infrastructure, ...53.0Azure Analytics APIREST APIs for Azure analytics services including Synapse Analytics, Data Factory, Stream Analytics, Data Ex...49.8Azure Event HubsAzure Event Hubs is a big data streaming platform and event ingestion service capable of receiving and proc...46.6Dataiku Scala APIScala API for reading and writing DSS datasets from the Spark and Scala environment within Dataiku DSS.45.8Google Cloud BigQuery APIBigQuery is a fully managed, petabyte-scale analytics data warehouse that lets you run analytics over vast ...45.2China Mobile Internet Capability Open Platform中国移动互联网能力开放平台 at dev.10086.cn is the operator's application-facing capability marketplace, describing itsel...45.1SK Telecom Geovision Floating Population APIGeovision is SK Telecom's flagship big-data API service, estimating floating population (footfall) from mob...44.5SK Telecom Puzzle Academy APIPrivate academy (hagwon) rankings and analysis derived from call-volume statistics on SK Telecom's network....44.5SK Telecom Puzzle Domestic Travel APIDomestic travel analytics — traveller volume by destination, in-region dwell time, and traveller characteri...44.5SK Telecom Puzzle Place Congestion APIPlace congestion and visitor analytics derived from SK Telecom mobile network data, keyed to TMAP points of...44.5SK Telecom Puzzle Residence APIApartment-complex resident profile analytics derived from SK Telecom network data. Five documented operatio...44.5SK Telecom Puzzle Restaurant APIRestaurant rankings and analysis derived from call-volume statistics on SK Telecom's network. Documented on...44.5SK Telecom Puzzle Subway Congestion APICongestion data for every station and train on Seoul metropolitan subway lines 1 through 9 and the Shinbund...44.5
Thin 3 Limited public surface area
Qubole Data Service REST APIThe Qubole Data Service (QDS) REST API for submitting and managing data commands (Hive, Presto, Spark, Hado...36.9Presto Client REST APIThe Presto Client REST API is the HTTP protocol used by Presto clients to submit SQL queries to a Presto co...29.9Presto Coordinator REST APIThe Presto Coordinator REST API exposes resources for inspecting and managing a running Presto cluster, inc...29.9
Emerging 3 Early or largely undocumented
Alibaba Cloud APIAlibaba Cloud provides a comprehensive API ecosystem covering all major cloud services including Elastic Co...24.9Apache Spark APIApache Spark is the dominant big data processing framework in the Scala ecosystem. Its API enables large-sc...21.5Sankun APIProgrammatic access to Sankun's construction big-data platform — company, site, construction, bid, contract...12.1

Score breakdown

Frequency
56.9
log-scaled weighted occurrences
Breadth
2.9
spread across providers
Quality lift
31.3
mean composite of providers using it
Cohesion
10.0
strength of nearest seed neighbor

Related tags

Hadoop 19 co-occurrences Data Processing 15 co-occurrences SQL 19 co-occurrences Apache Spark 9 co-occurrences ETL 16 co-occurrences Data Warehouse 12 co-occurrences Apache 13 co-occurrences Spark 7 co-occurrences

Where this tag comes from

Provider tag97
Api tag20

Cohort brief

Auto-generated

The 104 providers in the APIs.io catalog tagged Big Data, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
104
all scored
Mean Kin Score
26.2
+5.5 vs catalog 20.7
Mean Agent Readiness
12.8
+3.1 vs catalog 9.7
Spread
1.8–76.7
median 25.9 · σ 18.3
How the 104 split by band
Exemplar 1Strong 6Developing 19Thin 26Emerging 20Minimal 32
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 28.2 17.9 +10.3 104
Contract Quality 25.6 17.5 +8.1 104
Operational Transparency 16.3 11.3 +5 104
Contract Governance 11.2 6.4 +4.8 104
Discoverability 61.2 60.4 +0.8 104
Access Clarity 22.8 22.3 +0.5 104

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) 14% 16% -2
MCP server (first-party) 7% 7% 0
Agent Skills 0% 0% 0
OAuth scopes 13% 9% +4
Security 81% 88% -7
Arazzo workflows 9% 2% +7
Governance rules 35% 13% +22

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 Treasure Data 76.7
  2. 2 Beaconstac 59.2
  3. 3 Databricks 59.1
  4. 4 Azure Event Hubs 57.1
  5. 5 Amazon Kinesis 56.6
  6. 6 Azure Databricks 56.5
  7. 7 Azure Blob Storage 54.3
  8. 8 Google Cloud Dataflow 53.9
  9. 9 Oracle 53
  10. 10 Azure Synapse Analytics 52.6
Top by Agent Readiness
  1. 1 Beaconstac 48.6
  2. 2 Treasure Data 48.4
  3. 3 SK Telecom 43.7
  4. 4 Oracle 41.9
  5. 5 Ocient 41.4
  6. 6 Databricks 40.1
  7. 7 Google 39.2
  8. 8 Apache Atlas 30.6
  9. 9 China Mobile 30.4
  10. 10 Azure Event Hubs 29.1
All 104 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/big-data"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/big-data"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/big-data/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.

GitHub Google LinkedIn

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