What does the Deploy frequency spike signal mean?

The Deploy frequency spike signal indicates a specific pattern of engineering acceleration. Full classification logic and the four-signal taxonomy are documented at /methodology and /signals.

Where can I find hpi-schul-cloud's historical signal data across periods?

The startup hub at /startup/hpi-schul-cloud consolidates every period of historical signal data for hpi-schul-cloud, including commit-velocity change, contributor growth, and signal classification. The free /api/signals.json endpoint exposes the same data for programmatic access.

Q4 2025 · Historical Snapshot

hpi-schul-cloud — Q4 2025 Engineering Signal

Signal — Q4 2025

In Q4 2025, hpi-schul-cloud showed +229% commit velocity change with 100 active contributors (+29% growth). Signal type: Deploy frequency spike. Ranked #3 of 21 in EdTech for Q4 2025.

Metrics — Q4 2025

Commit Velocity (14d)

Velocity Change

+229%

Contributors

100

+29% growth

New Repos (30d)

Context

Sector: EdTech (full Q4 2025 ranking)

Stage at time of snapshot: Growth

Geography: EU

Signal classification: Deploy frequency spike — learn what this signal means

See hpi-schul-cloud's current signal

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