Unified schema enriched with ML metadata

Warestack unifies all signals into a structured dataset. Access it in our dashboard, as raw data through our API or deterministic SQL queries.

Are you a project manager?

Are you a DevSecOps?

Are you a Dev leader?

SOLUTION

Unified data

Builds a lineage for each PR with tooling metadata and behavioral patterns, so you can query it using deterministic SQL

SOLUTION

Unified data

All events, one schema

Warestack unifies all signals into a structured dataset. Access it in our dashboard, as raw data through our API.

Query it with deterministic SQL or feed to LLMs.

SLACK ALERT SENT

#front-end channel • Last discussion 2 days ago

Slack

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Notify PR owner with critical issues and instructions to follow up.

CI/CD CHECKS

1/4 GitHub checks failed.

GitHub

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GitHUB bOTSGemini code assist • Left a commend 2 days ago

Gemini

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Overall it’s very good, with stable improvements.

Issue SUMMARYIn Progress • Last updated 2 days ago

Linear

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Reporting system aggregating activity reports.

All context, one place

Normalized Schema

All events are transformed into Warestack's canonical schema, a structured event model that maps entities like PullRequest, Review, Commit, Issue, WorkflowRun more into SQL tables with deterministic joins

Raw and Unified Data

Continuously captures GitHub PR metadata, CI/CD logs, Slack discussions, and project management issues updates. Data can be accessed as raw event streams (JSON/Webhooks) or explored in Warestack's unified dashboard.

Metadata Enrichment

Every data object is enriched with metadata such as review latency, loc changed, is afterhours, and risk score. Machine-learning models detect recurrent behavioral patterns.

Contextual Insights

It correlates signals across systems, linking code changes to communication, deployments, checks, and incidents. You can trace relationships between multiple PRs a failed deploy event and a rushed_merge pattern.

Warestack runs advanced machine learning models and pattern analysis methods.Read more →

See every PR signal in one place — and act on it

Warestack ingests diffs, CI artifacts, review comments, linked issues, Slack threads and deployment events and maps them into a unified, queryable schema. That single source of truth makes it possible to write simple, explainable policies that reason over the whole lifecycle, not just a single event.

Contextual Review

"If a PR modifies payment code and tests are flaky, require an extra reviewer."

Safe Deployments

"If a PR links to a Linear task marked 'hotfix' but deploy time is outside business hours, block deploy."

Incident Correlation

"Show correlation: PR → failing workflow → incident ticket."

Explore the signal graph →