Python Articles

Observing Langchain applications with Elastic, OpenTelemetry, and Langtrace
OpenTelemetryAPMPythonInstrumentationAzure OpenAI

Observing Langchain applications with Elastic, OpenTelemetry, and Langtrace

Langchain applications are growing in use. The ability to build out RAG-based applications, simple AI Assistants, and more is becoming the norm. Observing these applications is even harder. Given the various options that are out there, this blog shows how to use OpenTelemetry instrumentation with Langtrace and ingest it into Elastic Observability APM

Bahubali Shetti

Karthik Kalyanaraman

Yemi Adejumobi

LLM Observability with Elastic, OpenLIT and OpenTelemetry
OpenTelemetryAPMPythonInstrumentationAzure OpenAI

LLM Observability with Elastic, OpenLIT and OpenTelemetry

Langchain applications are growing in use. The ability to build out RAG-based applications, simple AI Assistants, and more is becoming the norm. Observing these applications is even harder. Given the various options that are out there, this blog shows how to use OpenTelemetry instrumentation with the OpenLIT instrumentation library to ingest traces into Elastic Observability APM.

Bahubali Shetti

Aman Agarwal

Monitor your Python data pipelines with OTEL
OpenTelemetryLog AnalyticsAPMPython

Monitor your Python data pipelines with OTEL

Learn how to configure OTEL for your data pipelines, detect any anomalies, analyze performance, and set up corresponding alerts with Elastic.

Tamara Dancheva

Almudena Sanz Olivé

Tracing LangChain apps with Elastic, OpenLLMetry, and OpenTelemetry
OpenTelemetryAPMPythonInstrumentationAzure OpenAI

Tracing LangChain apps with Elastic, OpenLLMetry, and OpenTelemetry

LangChain applications are growing in use. The ability to build out RAG-based applications, simple AI Assistants, and more is becoming the norm. Observing these applications is even harder. Given the various options that are out there, this blog shows how to use OpenTelemetry instrumentation with OpenLLMetry and ingest it into Elastic Observability APM

Bahubali Shetti

Introducing Elastic Distribution for OpenTelemetry Python
OpenTelemetryAPMPythonInstrumentation

Introducing Elastic Distribution for OpenTelemetry Python

Announcing the first alpha release of the Elastic Distribution for OpenTelemetry Python. See how easy it is to instrument your Python applications with OpenTelemetry in this blog post.

Riccardo Magliocchetti

Automatic instrumentation with OpenTelemetry for Python applications
OpenTelemetryAPMPythonInstrumentation

Automatic instrumentation with OpenTelemetry for Python applications

Learn how to auto-instrument Python applications using OpenTelemetry. With standard commands in a Docker file, applications can be instrumented quickly without writing code in multiple places, enabling rapid change, scale, and easier management.

Bahubali Shetti

Manual instrumentation with OpenTelemetry for Python applications
OpenTelemetryPythonAPMInstrumentation

Manual instrumentation with OpenTelemetry for Python applications

In this blog post, we will show you how to manually instrument Python applications using OpenTelemetry. We will explore how to use the proper OpenTelemetry Python libraries and in particular work on instrumenting tracing in a Python application.

Bahubali Shetti

How to combine OpenTelemetry instrumentation with Elastic APM Agent features
OpenTelemetryPythonElastic AgentAPM

How to combine OpenTelemetry instrumentation with Elastic APM Agent features

This post shows you how you can combine the OpenTelemetry tracing APIs with Elastic APM Agents. You'll learn how OpenTelemetry spans became part of a trace that Elastic APM Agents report.

Greg Kalapos