Data Engineering
Providers using this tag (51)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Exemplar 4 Complete, well-documented, and agent-ready
Strong 8 Solid coverage with minor gaps
Developing 11 Usable, with meaningful gaps to close
Thin 12 Limited public surface area
Emerging 9 Early or largely undocumented
Minimal 7 Almost no public developer surface
APIs with this tag (3)
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
Strong 2 Solid coverage with minor gaps
Score breakdown
Related tags
Where this tag comes from
Cohort brief
Auto-generatedThe 51 providers in the APIs.io catalog tagged Data Engineering, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Developer Ergonomics | 46.1 | 23.2 | +22.9 | 51 |
| Access Clarity | 45.2 | 26.5 | +18.7 | 51 |
| Operational Transparency | 25.1 | 13.7 | +11.4 | 51 |
| Contract Quality | 25.5 | 17.6 | +7.9 | 51 |
| Contract Governance | 13.8 | 6.3 | +7.5 | 51 |
| Discoverability | 63 | 58.1 | +4.9 | 51 |
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.
| Artifact | This cohort | Catalog | Difference |
|---|---|---|---|
| MCP server (any) | 31% | 14% | +17 |
| MCP server (first-party) | 27% | 12% | +15 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 18% | 11% | +7 |
| Security | 100% | 98% | +2 |
| Arazzo workflows | 8% | 2% | +6 |
| Governance rules | 22% | 14% | +8 |
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.
- 1 Snowflake 82.7
- 2 Azure Data Factory 72
- 3 Cloudera 70.3
- 4 Databricks Asset Bundles 66.5
- 5 Databricks 65.3
- 6 Nexla 64.7
- 7 Azure Databricks 63.1
- 8 Dagster 59.6
- 9 Metaplane 59.2
- 10 Altimate AI 55.4
- 1 Databricks 51.5
- 2 Flume Health 51.2
- 3 Snowflake 45.6
- 4 Tower 43.3
- 5 Nexla 43.1
- 6 Lakekeeper 42.6
- 7 Azure Databricks 35.2
- 8 Azure Data Factory 34.1
- 9 Altimate AI 30.7
- 10 Infoworks 29.2
Work with this as data
Every tag here is available over the APIs.io API and to AI agents over MCP.