conductor
★ 31.9k
vs
ingero
★ 84
conductor vs ingero
conductor: Conductor is an open-source, scalable microservices orchestration engine originally built at Netflix. It empowers developers to define and manage resilient, distributed, and asynchronous workflows across various services and systems.; ingero: Ingero is a production-grade eBPF agent that traces GPU workloads from Linux kernel events through CUDA API calls to Python source lines. It provides causal root cause analysis with under 2% overhead and no code changes. It includes an MCP server for AI agent integration, enabling natural language diagnosis.
01
TL;DR
Choose conductor if…Orchestrating complex microservice interactions
Choose ingero if…Diagnose GPU stalls and latency spikes in training workloads
02
Side-by-Side Comparison
03
Features
conductor01Workflow as code with JSON definition
02Rich task types (HTTP, JSON, Lambda, Sub Workflow, Event)
03Dynamic workflow management independent of services
04Built-in UI for monitoring and management
05Flexible persistence and queue options (Redis, MySQL, Postgres)
ingero01Full-stack GPU tracing from kernel to Python source
02Causal root cause analysis with automated diagnosis
03<2% overhead, zero code changes, single binary
04MCP server for AI assistant integration
05Multi-node fleet queries and browser dashboard
04
Use Cases
conductor↳Orchestrating complex microservice interactions
↳Automating event-driven business processes
↳Building resilient and observable distributed systems
ingero↳Diagnose GPU stalls and latency spikes in training workloads
↳Identify CUDA API bottlenecks and CPU/GPU contention
↳Multi-node distributed training debugging with fan-out queries
05
Best For
conductorMost PopularTrendingEssential
ingeroTrendingObservabilityLLM Infra
FAQ
FAQ
What is the difference between conductor and ingero?
Both conductor and ingero are in the Observability category. conductor has 31.9k stars, while ingero has 84 stars.
Which is better, conductor or ingero?
The best choice depends on your use case. Choose conductor if Orchestrating complex microservice interactions, and ingero if Diagnose GPU stalls and latency spikes in training workloads.
Is conductor free or open source?
Yes, conductor is open source on GitHub (THE).
Is ingero free or open source?
Yes, ingero is open source on GitHub (Apache-2.0).
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