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Open-Sourcing a Monitoring GUI for Metaflow

The Netflix TechBlog

Open-Sourcing a Monitoring GUI for Metaflow, Netflix’s ML Platform tl;dr Today, we are open-sourcing a long-awaited GUI for Metaflow. The Metaflow GUI allows data scientists to monitor their workflows in real-time, track experiments, and see detailed logs and results for every executed task.

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Three ways to optimize open source contributions

Dynatrace

Because open source software (OSS) is taking over the world, optimizing open source contributions is becoming an essential competitive strategy. OSS is a faster, more collaborative, and more flexible way of driving software innovation than proprietary-only code. However, open source is not a panacea.

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Bring syslog into Dynatrace using OpenTelemetry to get open source value with enterprise support

Dynatrace

For example, a supported syslog component must support the masking of sensitive data at capture to avoid transmitting personally identifiable information or other confidential data over the network. Log batching, enrichment, transformation, log source distinction, and application offloading are also regular requirements.

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Using OpenTelemetry and AI-powered observability to eliminate open source data silos

Dynatrace

Although many companies adopt solutions such as OpenTelemetry, Prometheus, and Grafana as part of their observability strategy, they often confront a common data analysis problem: data silos. When teams, tools, and data are siloed, it’s harder for organizations to succeed. This leads to multiple tool-specific dashboards.

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What is an open ecosystem? How an ecosystem strategy delivers open source benefits

Dynatrace

Today’s organizations are constantly enhancing their systems and services as new opportunities arise, inspiring new forms of collaboration while relying on open ecosystems and open source software. To realize the benefits of open ecosystems, organizations must plan for ecosystem-level observability.

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What is application security monitoring?

Dynatrace

With the pace of digital transformation continuing to accelerate, organizations are realizing the growing imperative to have a robust application security monitoring process in place. Cloud applications are built with the help of a software supply chain, such as OSS libraries and third-party software.

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Monitoring-as-code through Dynatrace’s Open-Source Initiative

Dynatrace

The addition of OpenTelemetry is especially helpful for organizations looking at embedding OpenTelemetry into their applications as their data will automatically enrich PurePath’s distributed trace data. Monitoring-as-code requirements at Dynatrace.