emerging · 0.0 marketcapability domainschema

Big Data

Score 22.5 / 100 101 providers +6 via APIs 17 APIs Search apis.io →

Providers using this tag (101)

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

Exemplar 1 Complete, well-documented, and agent-ready
Treasure DataCustomer Data PlatformCDPData Warehouse7 APIs74.3
Strong 9 Solid coverage with minor gaps
ClouderaData EngineeringData LakehouseData Platform19 APIs64.9Azure DatabricksAnalyticsApache SparkData Engineering1 API63.4Amazon KinesisAnalyticsData ProcessingReal-Time2 APIs60.3Azure Event HubsEvent StreamingIoTMessage Ingestion2 APIs58.6DatabricksArtificial IntelligenceAnalyticsApache Spark1 API58.3BeaconstacCompanyQR CodesDigital Business Cards1 API57.8Google Cloud DataflowApache BeamBatch ProcessingData Processing1 API57.5Amazon RedshiftAnalyticsCloudData Lake1 API56.0Amazon EMRAmazon Web ServicesAnalyticsApache Spark1 API54.8
Developing 11 Usable, with meaningful gaps to close
Azure Synapse AnalyticsAnalyticsApache SparkData Integration30 APIs53.4VespaArtificial IntelligenceSearchVector Database3 APIs52.6Amazon Managed Service for Apache FlinkApache FlinkReal-Time ProcessingStreaming Analytics1 API49.6AWS RedshiftAnalyticsCloud DatabaseData Warehouse2 APIs48.9OcientCompanyDataAnalyticsData Warehouse1 API48.2Google Cloud DataprocData ProcessingGoogle CloudHadoop1 API46.1AWS KinesisAnalyticsApache FlinkData Processing4 APIs43.9SK TelecomTelecommunicationsSouth KoreaMobile Network OperatorNetwork APIs6 APIs43.8Google BigQueryAnalyticsCloudData Warehouse1 API42.8Apache HBaseApacheBigtableDatabase1 API41.8AltinityCompanyClickHouseAnalytics1 API41.1
Thin 26 Limited public surface area
Apache SparkAnalyticsDistributed ComputingMachine-Learning6 APIs38.9Azure Synapse AnalyticsAnalyticsApache SparkData Warehouse3 APIs38.7TrinoAnalyticsDistributed SQLMySQL1 API38.0QuboleCompanyDataData Lake1 API36.9Apache KylinAnalyticscubeOLAP1 API36.6InfoworksData EngineeringData IntegrationData IngestionData Pipeline1 API36.2Azure Data Lake StorageAnalyticsData LakeHierarchical Storage1 API35.6Apache HiveApacheData WarehouseETL1 API35.4Apache OozieWorkflowsHadoopOrchestrationScheduling1 API35.1Apache HudiACIDApacheData Lake1 API34.7Apache CassandraApacheDatabaseDistributed1 API34.2Presto FoundationAnalyticsDistributed SQLLinux Foundation1 API34.1e6dataCompanyB2BDataAnalytics33.7Apache LivyInteractive ComputingOpen-SourceREST1 API33.1VineyardCNCFCloud-NativeData Engineering1 API32.2Apache FlinkApacheBatch ProcessingOpen-Source1 API30.8SimpliVityCompanyHyperconverged InfrastructureVirtualization1 API30.7Apache GiraphApacheBSPGraph Processing1 API30.6CaskCompanyData AnalyticsData Pipeline12 APIs30.1PepperdataCompanyObservabilityMonitoringKubernetes3 APIs30.1Apache AtlasApacheComplianceData Governance6 APIs29.91010dataCompanyData AnalyticsBusiness Intelligence2 APIs29.3PrivaceraCompanyData GovernanceData Security29.2Apache HadoopData ProcessingDistributed ComputingHDFS1 API29.1Apache SamzaHadoopKafkaStream Processing1 API28.7SQream TechnologiesCompanyDatabaseData WarehouseAnalytics27.5
Emerging 21 Early or largely undocumented
AlibabaCloudCloud ComputingE-CommerceCommerce1 API25.7Apache FlinkDistributed ComputingReal-Time AnalyticsStream Processing1 API24.6Cask DataCompanyDeveloper ToolsData IntegrationData Pipeline23.1ScalaDistributed SystemsFunctional ProgrammingJVM11 APIs23.0Ascend.ioCompanyData EngineeringData Pipeline1 API22.6TranswarpCompanyDatabasesVector Databases1 API21.5Apache ORCColumnar StorageCompressionFile Format3 APIs21.0Apache PySparkData ProcessingDistributed ComputingMachine-Learning5 APIs20.2Apache TezDAGExecution EngineHadoop2 APIs20.2Apache PigData AnalysisETLHadoop2 APIs19.9NetezzaCompanyData WarehouseAnalyticsDatabase18.6TresataCompanyDataAnalyticsArtificial Intelligence18.6Apache ParquetApacheColumnar StorageData Format6 APIs18.1Nimble StorageCompanyStorageData Storage1 API18.0Apache AvroApacheBinary FormatData Serialization1 API17.4Apache SqoopData TransferETLHadoop1 API16.7Shift TechnologyCompanyInsuranceInsurtech16.7HumioCompanyLog ManagementObservability1 API16.0FlarionCompanyDataData ProcessingApache Spark14.1SankunCompanyConstructionData1 API12.1SynyiCompanyHealthcareArtificial IntelligenceMachine-Learning11.5
Minimal 26 Almost no public developer surface
SpeedataCompanySemiconductorsHardware AccelerationAnalytics10.8DualbirdCompanyDataData ProcessingAI Infrastructure10.5Concord SystemsCompanyStream ProcessingReal-TimeData Processing9.3PrimaryIOCompanyDisaster RecoveryRansomware Recovery8.3Trace DataCompanyData SecurityData Observability5.7BluetalonCompanyData SecurityData Access ControlData Masking5.3AdkuCompanyE-CommercePersonalizationMachine-Learning5.0ArimoCompanyArtificial IntelligenceMachine-LearningDeep Learning5.0Bluedata Software IncCompanyAcquiredContainers5.0BlueTalon Data SystemsCompanyData SecurityAccess ControlData Governance5.0CazenaCompanyData LakeAnalytics5.0Data Elite ServicesCompanyAcceleratorVenture Lab5.0E8 Storage SystemsCompanyStorageNVMe5.0GAGO GroupCompanyFrontier TechAgriculture5.0MapReduceData ProcessingDistributed ComputingHadoop5.0Origami LogicCompanyMarketingAnalytics5.0ParstreamCompanyAnalyticsDatabase5.0PrivitarCompanyData PrivacyDe-Identification5.0QuBitCompanyPersonalizationE-CommerceRecommendations5.0Toyota ConnectedAutomotiveConnected VehicleConnected CarTelematics5.0UnifiCompanyData CatalogData PreparationSelf-Service Analytics5.0Apache SparkAnalyticsData ProcessingDistributed Computing4.1StreambaseCompany4.11yongcloudCompanyHealthcareOncologyArtificial Intelligence3.8Prime Life ScienceCompanyLife SciencesClinical ResearchHealthcare3.3Altruist (iConnectiva)CompanyInfrastructureTelecommunicationsRevenue Assurance1.8
Unrated 7 Not yet scored
AmiatoCompanyData IntegrationETLBitYotaCompanyData WarehouseAnalyticsClearstory DataCompanyAnalyticsData AnalyticsInteranaCompanyAnalyticsBehavioral AnalyticsEvent AnalyticsOtterTuneCompanyDatabaseDatabase OptimizationPlatforaCompanyAnalyticsBusiness IntelligenceQualteraCompanyDefunctAcquiredSemiconductors

APIs with this tag (17)

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 2 Solid coverage with minor gaps
OCI Data Flow APIREST APIs for running Apache Spark applications at any scale without deploying or managing infrastructure, ...60.2Azure Data Lake Storage Gen2 REST APIThe Azure Data Lake Storage Gen2 REST APIs allow interaction with Azure Blob Storage through a file system ...59.1
Developing 9 Usable, with meaningful gaps to close
Azure Event HubsAzure Event Hubs is a big data streaming platform and event ingestion service capable of receiving and proc...50.3Google Cloud BigQuery APIBigQuery is a fully managed, petabyte-scale analytics data warehouse that lets you run analytics over vast ...48.4Dataiku Scala APIScala API for reading and writing DSS datasets from the Spark and Scala environment within Dataiku DSS.46.6SK Telecom Geovision Floating Population APIGeovision is SK Telecom's flagship big-data API service, estimating floating population (footfall) from mob...43.8SK Telecom Puzzle Academy APIPrivate academy (hagwon) rankings and analysis derived from call-volume statistics on SK Telecom's network....43.8SK Telecom Puzzle Domestic Travel APIDomestic travel analytics — traveller volume by destination, in-region dwell time, and traveller characteri...43.8SK Telecom Puzzle Restaurant APIRestaurant rankings and analysis derived from call-volume statistics on SK Telecom's network. Documented on...43.8SK Telecom Puzzle Subway Congestion APICongestion data for every station and train on Seoul metropolitan subway lines 1 through 9 and the Shinbund...43.8China 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...41.2
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...34.1Presto Coordinator REST APIThe Presto Coordinator REST API exposes resources for inspecting and managing a running Presto cluster, inc...34.1
Emerging 3 Early or largely undocumented
Alibaba Cloud APIAlibaba Cloud provides a comprehensive API ecosystem covering all major cloud services including Elastic Co...25.7Apache Spark APIApache Spark is the dominant big data processing framework in the Scala ecosystem. Its API enables large-sc...23.0Sankun APIProgrammatic access to Sankun's construction big-data platform — company, site, construction, bid, contract...12.1

Companies reaching this through an API (6)

These companies publish an API, specification or operation carrying “Big Data” 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 Blob Storage China Mobile Dataiku Google Microsoft Azure Integration Services Oracle

Score breakdown

Frequency
56.7
log-scaled weighted occurrences
Breadth
2.8
spread across providers
Quality lift
30.4
mean composite of providers using it
Cohesion
10.3
strength of nearest seed neighbor

Related tags

Hadoop 18 co-occurrences Data Processing 14 co-occurrences SQL 20 co-occurrences Data Warehouse 13 co-occurrences ETL 16 co-occurrences Apache Spark 9 co-occurrences Apache 13 co-occurrences Spark 8 co-occurrences

Where this tag comes from

Provider tag101
Api tag17

Cohort brief

Auto-generated

The 79 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
79
all scored
Mean Kin Score
30.9
+7.0 vs catalog 23.9
Mean Agent Readiness
15.6
+3.6 vs catalog 12
Spread
1.8–74.3
median 30.1 · σ 16.9
How the 79 split by band
Exemplar 1Strong 9Developing 11Thin 26Emerging 21Minimal 11
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 35.8 23.4 +12.4 79
Contract Quality 29.3 19.8 +9.5 79
Contract Governance 13.4 6.4 +7 79
Operational Transparency 20.9 14 +6.9 79
Access Clarity 28 26.5 +1.5 79
Discoverability 62.6 61.2 +1.4 79

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) 12% 10% +2
MCP server (first-party) 10% 13% -3
Agent Skills 0% 0% 0
OAuth scopes 13% 11% +2
Security 93% 97% -4
Arazzo workflows 8% 2% +6
Governance rules 38% 14% +24

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 74.3
  2. 2 Cloudera 64.9
  3. 3 Azure Databricks 63.4
  4. 4 Amazon Kinesis 60.3
  5. 5 Azure Event Hubs 58.6
  6. 6 Databricks 58.3
  7. 7 Beaconstac 57.8
  8. 8 Google Cloud Dataflow 57.5
  9. 9 Amazon Redshift 56
  10. 10 Amazon EMR 54.8
Top by Agent Readiness
  1. 1 Beaconstac 53.8
  2. 2 Treasure Data 48.8
  3. 3 SK Telecom 43.7
  4. 4 Databricks 40.1
  5. 5 Azure Databricks 35.2
  6. 6 Ocient 34.9
  7. 7 Amazon Redshift 33.7
  8. 8 Cloudera 32
  9. 9 Google Cloud Dataflow 31.8
  10. 10 Infoworks 31.4
All 101 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

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"

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