niche · 0.0 marketcapability domainschema

Data Processing

Score 19.7 / 100 25 providers +6 via APIs 7 APIs Search apis.io →

Providers using this tag (25)

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

Strong 4 Solid coverage with minor gaps
Amazon KinesisAnalyticsBig DataReal-Time2 APIs60.3Google Cloud DataflowApache BeamBatch ProcessingBig Data1 API57.5Amazon Ground StationIoTSatellite CommunicationsSpace Technology1 API56.7Amazon EMRAmazon Web ServicesAnalyticsApache SparkBig Data1 API54.8
Developing 7 Usable, with meaningful gaps to close
Amazon Data PipelineETLWorkflowsData Pipeline1 API51.2NuixForensicseDiscoveryInvestigationsCompliance1 API47.9RelativityeDiscoveryLegalDocument ReviewLegal Technology31 APIs46.4Google Cloud DataprocBig DataGoogle CloudHadoop1 API46.1Argo WorkflowsCNCFContainersKubernetes1 API45.5AWS KinesisAnalyticsApache FlinkBig Data4 APIs43.9Advanced ExcelAutomationBusiness IntelligenceData Analysis1 API43.3
Thin 4 Limited public surface area
Spring BatchBatch ProcessingEnterpriseETL1 API31.6Apache HadoopBig DataDistributed ComputingHDFS1 API29.1Spring Batch 5.1Batch ProcessingEnterpriseETL1 API28.9ApyHubAPI MarketplaceAPI PlatformUtility APIsDocument Conversion210 APIs26.8
Emerging 5 Early or largely undocumented
Apache PySparkBig DataDistributed ComputingMachine-Learning5 APIs20.2UpmemCompanySemiconductorsProcessing In MemoryHardware Acceleration17.7PolarsCompanyDataFramesQuery Engine16.0LogstashETLLog ManagementPipeline1 API14.9FlarionCompanyDataApache Spark14.1
Minimal 5 Almost no public developer surface
DualbirdCompanyDataAI Infrastructure10.5Concord SystemsCompanyStream ProcessingReal-Time9.3DataboltAgencyCustom ApplicationsDigital Design7.1MapReduceBig DataDistributed ComputingHadoop5.0Apache SparkAnalyticsBig DataDistributed Computing4.1

APIs with this tag (7)

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 1 Complete, well-documented, and agent-ready
HERE Pipeline Management API v2HERE Pipeline Management API v2 — 38 operation(s) across 27 path(s), OpenAPI 3.0.2 version 2.17.10, harvest...68.4
Strong 2 Solid coverage with minor gaps
Amazon Neptune Data Processing APIML data processing job operations61.2OCI Data Flow APIREST APIs for running Apache Spark applications at any scale without deploying or managing infrastructure, ...60.2
Developing 2 Usable, with meaningful gaps to close
Picarro P-Cubed PlatformP-Cubed is Picarro's cloud data processing and storage platform. Picarro analyzers stream or batch data to ...49.1Nuix Core Engine REST APIPrimary RESTful service for processing unstructured data, managing forensic cases, ingesting evidence, runn...47.9
Thin 2 Limited public surface area
Apache Spark Streaming APIScalable, high-throughput, fault-tolerant stream processing of live data streams. Supports Structured Strea...38.9Apache Arrow LibrariesArrow provides native libraries in C++, Java, Python (PyArrow), R, Go, Rust, JavaScript, C#, Ruby, Julia, a...29.6

Companies reaching this through an API (6)

These companies publish an API, specification or operation carrying “Data Processing” 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.

Amazon Neptune Apache Arrow Apache Spark HERE Oracle Picarro

Score breakdown

Frequency
41.9
log-scaled weighted occurrences
Breadth
0.7
spread across providers
Quality lift
35.8
mean composite of providers using it
Cohesion
12.8
strength of nearest seed neighbor

Related tags

Big Data 14 co-occurrences Distributed Computing 5 co-occurrences ETL 6 co-occurrences Streaming 6 co-occurrences Real-Time 5 co-occurrences Analytics 11 co-occurrences Open-Source 6 co-occurrences Company 6 co-occurrences

Where this tag comes from

Provider tag25
Api tag7
Openapi tag1
Openapi op tag4

Cohort brief

Auto-generated

The 22 providers in the APIs.io catalog tagged Data Processing, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
22
all scored
Mean Kin Score
35
+11.1 vs catalog 23.9
Mean Agent Readiness
18.2
+6.2 vs catalog 12
Spread
7.1–60.3
median 37.5 · σ 16.8
How the 22 split by band
Exemplar 0Strong 4Developing 7Thin 4Emerging 5Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 41.6 19.8 +21.8 22
Developer Ergonomics 36 23.4 +12.6 22
Operational Transparency 25.5 14 +11.5 22
Access Clarity 33.1 26.5 +6.6 22
Contract Governance 11.3 6.4 +4.9 22
Discoverability 61.7 61.2 +0.5 22

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) 0% 10% -10
MCP server (first-party) 5% 13% -8
Agent Skills 0% 0% 0
OAuth scopes 18% 11% +7
Security 100% 97% +3
Arazzo workflows 18% 2% +16
Governance rules 59% 14% +45

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 Amazon Kinesis 60.3
  2. 2 Google Cloud Dataflow 57.5
  3. 3 Amazon Ground Station 56.7
  4. 4 Amazon EMR 54.8
  5. 5 Amazon Data Pipeline 51.2
  6. 6 Nuix 47.9
  7. 7 Relativity 46.4
  8. 8 Google Cloud Dataproc 46.1
  9. 9 Argo Workflows 45.5
  10. 10 AWS Kinesis 43.9
Top by Agent Readiness
  1. 1 Advanced Excel 35.6
  2. 2 Amazon Ground Station 32.3
  3. 3 Nuix 32.3
  4. 4 Google Cloud Dataflow 31.8
  5. 5 Relativity 29.8
  6. 6 ApyHub 28.4
  7. 7 Amazon Kinesis 26.6
  8. 8 Google Cloud Dataproc 26.5
  9. 9 Amazon Data Pipeline 24.8
  10. 10 AWS Kinesis 24
All 25 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

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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 
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As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/data-processing"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/data-processing/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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