Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines

Kubernetes observability and automation, with an awesome Prometheus integration

Kubediff: a tool for Kubernetes to show differences between running state and version controlled configuration.

ML powered analytics engine for outlier detection and root cause analysis.

Datadog Python APM Client

A powerful streaming log template miner based on the Drain algorithm

Open source data observability platform

Performance visualisation tools

Observe FastAPI app with three pillars of observability: Traces (Tempo), Metrics (Prometheus), Logs (Loki) on Grafana through OpenTelemetry and OpenMetrics.

Error tracking and logging from Python to Rollbar

System performance characterization tool based on linux perf

[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes

Graphsignal Python tracer

The Python agent for Apache SkyWalking

Project demonstrating how to automate Prefect 2.0 deployments to AWS ECS Fargate

Easily add metrics to your code that actually help you spot and debug issues in production. Built on Prometheus and OpenTelemetry.

This repository contains a microservice-based Sample App demonstrating observability capabilities in the Amazon OpenSearch Service.

Swiple enables you to easily observe, understand, validate and improve the quality of your data

HiQ - Observability And Optimization In Modern AI Era

Automated tracing library for Python 2.7, 3.6, 3.7 and 3.8 ⚡️