niche · -0.3 capability resource

Data Observability

Score 18.2 / 100 20 providers 5 APIs Search apis.io →
Variants seen in the corpus: Data Observabilitydata-observability

Providers using this tag (20)

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

Strong 1 Solid coverage with minor gaps
MetaplaneAIOpsData QualityAnomaly Detection1 API56.6
Developing 12 Usable, with meaningful gaps to close
Monte CarloAIOpsData QualityData Lineage3 APIs50.5DecubeCompanyData GovernanceData Catalog1 API49.4BigeyeCompanyData QualityData Lineage3 APIs47.6AcceldataAI AgentsData ManagementData Pipeline3 APIs47.2SodaData QualityData ContractsData Testing1 API47.2LightupData QualityData MonitoringAnomaly Detection1 API46.8SiffletCompanyData AnalyticsData Quality1 API44.5Unravel Data SystemsFinOpsDataOpsDatabricks1 API43.2RevefiDataData QualityFinOps1 API42.3OpenMetadataData CatalogMetadataData GovernanceData Lineage1 API42.2DatafoldData ReliabilityData DiffData QualityColumn-Level Lineage1 API41.9Monte CarloData QualityData MonitoringData Lineage1 API41.3
Thin 4 Limited public surface area
Monte CarloData QualityData ReliabilityData Lake1 API34.0Anomalodata-qualitydata-observabilitydata-monitoringanomaly-detection19 APIs32.3UnravelFinOpsDataOpsCost Optimization1 API29.8Unravel DataCompanyDataFinOps27.1
Emerging 2 Early or largely undocumented
DatabandCompanyEnterpriseData Engineering18.0PantomathCompanyData OperationsData Pipeline Monitoring18.0
Minimal 1 Almost no public developer surface
Trace DataCompanyBig DataData Security5.7

APIs with this tag (4)

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 →

Developing 2 Usable, with meaningful gaps to close
Decube Public APIThe Decube Public API (BETA, v1) exposes a Data API (assets, glossary, lineage, monitors, ACL, reports, rec...49.4Monte Carlo GraphQL APIGraphQL API powering the full Monte Carlo platform, enabling programmatic access to data monitors, incident...41.3
Thin 2 Limited public surface area
Monte Carlo GraphQL APIGraphQL API for the Monte Carlo data observability platform. Provides programmatic access to monitors, inci...34.0Anomalo MCP ServerOfficial Anomalo MCP (Model Context Protocol) server, published by Anomalo as a Google Gemini CLI extension...32.3

Score breakdown

Frequency
38.6
log-scaled weighted occurrences
Breadth
0.5
spread across providers
Quality lift
41.8
mean composite of providers using it
Cohesion
0.4
strength of nearest seed neighbor

Related tags

Data Lineage 7 co-occurrences Data Quality 14 co-occurrences BigQuery 5 co-occurrences Databricks 6 co-occurrences Snowflake 6 co-occurrences Data Governance 6 co-occurrences User 5 co-occurrences Company 9 co-occurrences

Where this tag comes from

Provider tag20
Api tag5

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

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