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Enhanced AI model observability with Dynatrace and Traceloop OpenLLMetry

Dynatrace

Resource consumption: Observing computational resource availability and saturation, whether deployed in cloud-native environments like Kubernetes or CPU-enabled servers. OpenLLMetry, an open source SDK built on OpenTelemetry, offers standardized data collection for AI Model observability.

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Dynatrace with industry consortium submits OpenFeature standard as CNCF sandbox project

Dynatrace

Feature flags are an essential tool in the modern software delivery lifecycle for cloud-native applications. Feature flagging and feature management are critical components in the effective delivery of cloud-native applications. A provider can be registered in the OpenFeature SDK and backed by a SaaS vendor flag management solution.

Java 253
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OpenTelemetry logs in Grail unlock full observability

Dynatrace

Without native log support, overhead and complexity grow OpenTelemetry, the Cloud Native Computing Foundation (CNCF) incubating project, introduced standards that enable companies to instrument, generate, and export telemetry data. When combined with out-of-the-box correlation, such telemetry data provides context-rich observability.

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Comparing IaC Tools for Azure: Terraform and Bicep

DZone

For the longest time, the native option for IaC on Azure was to use Azure Resource Manager (ARM) templates: the Resource Manager itself is a deployment and management service on Azure.

Azure 245
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Unmatched scalability and security of Dynatrace extensions now available for all supported technologies: 7 reasons to migrate your JMX and Python plugins

Dynatrace

can reference or create any topological entity type and model topological relationships between created and existing entities, including Dynatrace native built-in entities. We will also release an SDK for our customers in the future. Topology modeling Extensions 2.0 Comprehensive metrics support Extensions 2.0

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Dynatrace key takeaways from o11yfest 2021

Dynatrace

It should be stable, flexible, and upgradeable, and for this reason it’s based on two components: API and SDK. The SDK is what the operator uses to gather and process telemetry data. The great thing about this is that companies that don’t support OTLP natively have their own pluggable exporters and distro packages. What’s next?

AWS 208
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The road to observability with OpenTelemetry demo part 2: OpenTelemetry configuration and instrumenting applications

Dynatrace

Unfortunately, that is when IT reality kicks in, because automatic instrumentation not only needs to be supported by the runtime backing your application (here, native code is notoriously difficult) but, to get full insight, the libraries used by the application need to be supported as well.