nmachine-grid

Data lake. Platform Builder. Discovery Engine.

Total Engineering Intelligence.

Go beyond simplistic, disconnected metrics.
Every signal, from OpenTelemetry to Git to spend, in one data lake.
Understand the true dynamics of your engineering landscape.

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Developers

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Engineering Managers

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Engineering Leaders

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Error Reporting

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APM

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Open Standards Only

All telemetry should be vendor agnostic. Cleanse your stack, de-SaaS operations.

Superior Insights from mixed metrics

Connect disconnected signals. Unlock a new world of intelligence.

Operationalize, delight, improve

Quickly build Dashboards, Standards, Goals - a complete engineering success machine.

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Metrics

Kubernetes spend is growing faster than the rate of user acquisition.

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We've hit diminishing returns on code coverage with respect to runtime errors.

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Pete excels at writing test code, but lags in new feature functionality contributions.

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Error rates more strongly correlate with cluster size than with CI fail rates. Problematic.

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The Feature Collaboration Index is a good predictor of Developer satisfaction.

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Serverless workloads are a fifth more cost effective on a dollar per request basis.

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AI coding assistants only increase commit impact for junior developers.

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Epic size is more strongly inversely correlated to deadline rates than the industry average.

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Far more incidents are due to infrastructure issues than to code issues.

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This Kubernetes Deployment depends on several archived repos.

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The level of developer specialization has fallen to safe levels.

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