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Dev tools · alternatives · 2026

24 alternatives to Open-Source Observability for the Semantic Layer

Metrics Observability & Troubleshooting. Contribute to data-drift/data-drift development by creating an account on GitHub.

Open-Source Observability for the Semantic Layer is a development tool that provides visibility into semantic layer operations. It helps engineers and data teams monitor and debug their semantic layer implementations… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Open-Source Observability for the Semantic Layer launched in 2024; newer entries below may have overtaken it.

  1. 1

    OpenTelemetry-native observability for agents and LLMs

    Aug 2026 · openobserve.ai · its alternatives →

  2. 2
    Langfuse▲771

    Open source tracing and analytics for LLM applications

    2023 · langfuse.com · its alternatives →

  3. 3

    Hey HN, Nir, Gal and Tomer here. We’re open-sourcing a set of extensions we’ve built on top of OpenTelemetry that provide visibility into LLM applications - whether it be prompts, vector DBs and more. Here’s the repo: https://github.com/traceloop/openllmetry. There’s already a decent number of tools for LLM observability, some open-source and some not. But what we found was missing for all of them is that they were closed-protocol by design, vendor-locking you to use their observability platform or their proprietary framework for running your LLMs. It’s still early in the…

    2023 · github.com · its alternatives →

  4. 4

    Fix bugs faster with open source, AI native observability

    2025 · traceroot.ai · its alternatives →

  5. 5
    Openlit▲152

    One click observability & evals for LLMs & GPUs

    2024 · openlit.io · its alternatives →

  6. 6

    With the OpenDataDiscovery Platform, you can collect metadata from any data source, regardless of format or location. This powerful platform provides data discovery, observability, and trust for your entire data pipeline.

    2022 · opendatadiscovery.org · its alternatives →

  7. 7

    Open-source LLM Observability for Developers

    2024 · helicone.ai · its alternatives →

  8. 8
    Foresight▲171

    Observability powerup to GitHub Actions, free for opensource

    2022 · its alternatives →

  9. 9

    Preempt performance and scaling issues in pre-production

    2025 · digma.ai · its alternatives →

  10. 10
    Dash0 ▲552

    Your OpenTelemetry native observability tool

    2024 · dash0.com · its alternatives →

  11. 11

    AI-driven observability for $0.20 per GB

    2024 · edgedelta.com · its alternatives →

  12. 12

    First open-source data discovery and observability platform

    2022 · opendatadiscovery.org · its alternatives →

  13. 13

    Over the past few months, we've been building Prism; a fast, developer-first observability UI that's deeply integrated with our open-source database, Parseable. Prism is designed for engineers who debug distributed systems, sometimes at odd hours, and need answers right now, without having to deal with five different tools. Backstory: We spoke to dozens of observability practitioners in large enterprises. Across the board, we heard two things: (1)The RoI on observability tools is hard to justify. (2)OSS leads to tool sprawl, metrics in Grafana, logs in ELK, traces… somewhere. We wanted a…

    2022 · parseable.com · its alternatives →

  14. 14
    Streamdal▲143

    Detect and resolve data quality incidents faster

    2023 · streamdal.com · its alternatives →

  15. 15

    If you've built any web-based app in the last 15 years, you probably used something like Datadog, New Relic, Sentry, etc. to monitor and trace your app, right? Why should it be different when the app you're building happens to be using LLMs? So today we're open-sourcing OpenLLMetry-JS. It's an open protocol and SDK, based on OpenTelemetry, that provides traces and metrics for LLM JS/TS applications and can be connected to any of the 15+ tools that already support OpenTelemetry. Here's the repo: https://github.com/traceloop/openllmetry-js A few months ago we launched…

    2024 · github.com · its alternatives →

  16. 16

    A common open source approach to observability will begin with databases and visualizations for telemetry - Grafana, Prometheus, Jaeger. But observability doesn’t begin and end here: these tools require configuration, dashboard customization, and may not actually pinpoint the data you need to mitigate system risks. Coroot was designed to solve the problem of manual, time-consuming observability analysis: it handles the full observability journey — from collecting telemetry to turning it into actionable insights. We also strongly believe that simple observability should be an innovation…

    2025 · github.com · its alternatives →

  17. 17

    An open source observability stack for your backends

    2023 · autometrics.dev · its alternatives →

  18. 18
    Openlayer▲197

    Slack or email alerts for when your AI fails

    2023 · openlayer.com · its alternatives →

  19. 19
    Foglamp▲101

    The missing observability layer for AI agents built on the Vercel AI SDK. Costs, latency, tokens, distributed traces, evals, and alerts for every generateText / streamText call — in two lines.

    Jun 2026 · foglamp.dev · its alternatives →

  20. 20
    Openlayer▲147

    Test, fix, and improve your ML models

    2023 · openlayer.com · its alternatives →

  21. 21

    Complete open-source monitoring and observability platform. - OneUptime/oneuptime

    2024 · github.com · its alternatives →

  22. 22OO

    Hi! One of the creators here. Very proud to finally be able to show you what we've been working on for over a year now. Curious to hear your thoughts! Objectiv is open-source (APLv2) product analytics infrastructure. It's built around a generic but strict event taxonomy, open/common data- and infra tools (currently PG, snowplow, working on bigquery with more to come), and the analyses are done using our pandas-like, SQL speaking modeling library called Bach. As a result, we’re moving towards a vision wherein models can be shared openly, independent of product, platform[1] or data…

    2022 · objectiv.io · its alternatives →

  23. 23
    Baselime▲120

    Observability & error tracking for cloud applications

    2024 · baselime.io · its alternatives →

  24. 24
    Ddosify▲132

    "Canva" of Observability

    2023 · getanteon.com · its alternatives →

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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →