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We put together a detailed comparison covering architecture, pricing breakdowns, and deployment options. signoz.io/cloudwatch-alternative/

AWS deprecated X-Ray SDKs in November 2025 and is moving teams toward OpenTelemetry. We've been OpenTelemetry-native since 2021. All telemetry goes into a single backend. Logs, metrics, traces in one UI. $0.30/GB for logs and traces, no per-query fees.

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One team documented $1,500 in CloudWatch charges overnight from a debug statement left in production. Custom metrics cost $0.30/metric/month per dimension combination. Track 1,000 user IDs and that's $300/month for a single metric.

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Troubleshooting in CloudWatch means 4 consoles, each with its own query language: 1/ Metrics in CloudWatch Metrics 2/ Logs in Logs Insights 3/ Traces in X-Ray 4/ APM in Application Signals Click from a metric graph to related logs and your time filters reset.

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SigNoz @signoz.bsky.social · 16/03/2026

CloudWatch charges you $0.50/GB to ingest logs, $0.03/GB/month to store them, and $0.005/GB every time you search them. During an incident, your query volume spikes and so does your bill.

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We went through the full SREcon26 schedule and put together an observability-focused guide to the talks worth your time. signoz.io/blog/srecon2...

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SigNoz @signoz.bsky.social · 16/03/2026

We're a Bronze Sponsor at SREcon26 Americas! Come find us at Booth #3, The Westin Seattle, March 24-26.

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SigNoz @signoz.bsky.social · 13/03/2026

26k+ stars on GitHub ⭐ Thank you to every developer who believes in open-source observability. github.com/SigNoz/signoz

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SigNoz @signoz.bsky.social · 12/03/2026

5/ Token refresh correctly retries API calls 6/ Planned downtime page no longer crashes on malformed descriptions 7/ Auto-refresh panels no longer cause tab crashes Full changelog → signoz.io/changelog

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SigNoz @signoz.bsky.social · 12/03/2026

Also ships: 1/ Dedicated Members page for team management 2/ Settings sidebar grouped into labeled sections 3/ Quick filters correctly highlight prefixed query keys 4/ Y-axis unit preserved across reloads and shared links

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SigNoz @signoz.bsky.social · 12/03/2026

Changelog v0.115.0 Chart legends in Query Builder now auto-populate based on your group by fields. No more manually writing legend format strings.

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SigNoz @signoz.bsky.social · 29/01/2026

Standout question: "Can you catch issues in CI/CD before production?" Yes! Observability isn't just for production. Set it up early to monitor AI agent behavior in CI/CD and catch issues before deployment. Full recording: www.youtube.com/watch?v=WWEv...

youtube.com

Debugging AI Agents in Production Without Losing Your Mind

🔗 SigNoz GitHub (⭐ 25K+): https://github.com/SigNoz/signoz 📚 SigNoz LLM Observability Docs: https://signoz.io/docs/llm-observability/ 📚 Inkeep + SigNoz Integration Guide:…

SigNoz @signoz.bsky.social · 29/01/2026

Thank you to everyone who joined our AI agent debugging webinar with @inkeep! What we covered: - AI agent architecture & observability challenges - Live tracing demo: agent execution, tool calls, token usage - Real-time debugging with OpenTelemetry - Continuous quality monitoring

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SigNoz @signoz.bsky.social · 26/01/2026

They'll show how to trace agent execution, tool calls, latency spikes, and token usage using OpenTelemetry instrumentation. If you're building AI agents or working with agent frameworks, this one's worth your time. Register here: luma.com/f2t9hnia?tk=...

luma.com

Debugging AI Agents: Observability Best Practices with Inkeep & SigNoz · Zoom · Luma

AI agents are powerful, but debugging them in production is hard. Non-deterministic behavior, LLM latency, and token costs introduce new observability…

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SigNoz @signoz.bsky.social · 26/01/2026

This Thursday (Jan 29, 11:30 AM PT), we're doing a live session with Inkeep on observing AI agents in production. Engineers from our teams will walk through how Inkeep built observability into their agent framework using SigNoz.

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SigNoz @signoz.bsky.social · 13/01/2026

We're a Gold Sponsor at Open Source North! 🎉 Our team is excited to connect with the open source community there. 05.28.2026 | St. Paul, MN See you at the event!

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SigNoz is an open-source observability tool powered by OpenTelemetry. Get APM, logs, traces, metrics, exceptions, & alerts in a single tool.

8/ Panel re-renders no longer triggered by interaction 9/ Query builder improvements: limit parameter handling, metric type respect, formula case-insensitivity 10/ Endpoint stats, span ordering, and light mode contrast improvements & more bugs squashed signoz.io/changelog/

signoz.io

SigNoz

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4/ Public dashboard APIs now available in OpenAPI specification 5/ Log pipelines no longer fail to save on first attempt 6/ Click-to-copy functionality restored for log body fields 7/ Alerts created from dashboards now open in new tab

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The release also includes: 1/ Tooltips in quick filters now appear instantly and placement updated to prevent flickering 2/ Checkbox filter state now triggers query reload when toggling filters 3/ Free text search now works correctly with quick filters

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SigNoz @signoz.bsky.social · 06/01/2026

v0.106.0 Keyboard Shortcuts Enhancement: Navigate faster with an enhanced Command Palette (Cmd/Ctrl+K) supporting multi-key combinations like Shift+M+E for Metrics Explorer or Shift+T+F for Trace Funnels. Long-press Shift to display a visual overlay of popular shortcuts.

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Click on a span, see p78 next to it. Expand to see p50, p90, p99 with durations. Can add filters to narrow the comparison to a specific deployment or endpoint. Helps you figure out if a span is an outlier without leaving the trace view.

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SigNoz @signoz.bsky.social · 06/01/2026

We kept seeing the same pattern with users debugging traces in SigNoz. They'd find a span that took 2 seconds, then open another tab to query percentiles and figure out if that duration is actually slow or just normal for that operation. So we added the percentile inline.

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SigNoz @signoz.bsky.social · 23/12/2025

Thank you to everyone who's contributed code, filed issues, helped other developers, and chose to build with SigNoz. 2026, here we come ⭐

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SigNoz @signoz.bsky.social · 23/12/2025

We crossed 25,000 GitHub stars! Q4 2025 was huge: 1/ Shipped our 100th GitHub release 2/ Launched Olly (our mascot) at KubeCon North America 3/ Hit 500 customers 4/ Crossed 25,000 GitHub stars to close out the year

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SigNoz @signoz.bsky.social · 17/12/2025

The release also includes: 1/ Fixed column display issues in Logs and Traces explorers to prevent cross-contamination 2/ Improved CMD/CTRL+K command palette with better styling and keyboard navigation 3/ Fixed input overflow in metrics custom functions with dynamic resizing

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SigNoz @signoz.bsky.social · 17/12/2025

SigNoz v0.105.0 SigNoz now auto-generates OpenAPI documentation for its APIs, making programmatic integration easier. The specification covers authentication, users, organizations, sessions, and preferences, is validated in CI.

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SigNoz @signoz.bsky.social · 16/12/2025

What gets automatically instrumented: - Sub-agent transfers - Tool executions - LLM calls (model, tokens, latency) - Multi-step workflows Developers building with Inkeep get observability out-of-the-box!

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SigNoz @signoz.bsky.social · 16/12/2025

1. Trace API → query traces programmatically 2. ClickHouse → fast queries over high-cardinality data 3. OpenTelemetry-native → no proprietary instrumentation 4. Local + production parity → same debugging experience everywhere

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SigNoz @signoz.bsky.social · 16/12/2025

AI agents are different beasts to monitor 🧵 @inkeep builds a framework for AI agents. Here's how they integrated @SigNozHQ to give their users automatic observability:

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SigNoz @signoz.bsky.social · 04/12/2025

1/ Structure spans for login, token validation, permission checks 2/ Add attributes to filter by user or failure reason 3/ Propagate context across services 4/ Patterns for OAuth, JWT, sessions When auth breaks, see exactly where and why.

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SigNoz @signoz.bsky.social · 03/12/2025

Also includes: 1/ Copy JSON nodes from log details 2/ Better error message display 3/ Cleaner traces explorer columns Full changelog: signoz.io/changelog/

signoz.io

SigNoz

SigNoz is an open-source observability tool powered by OpenTelemetry. Get APM, logs, traces, metrics, exceptions, & alerts in a single tool.

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SigNoz @signoz.bsky.social · 03/12/2025

Changelog v0.104.0 Public Dashboard Sharing: Share dashboards publicly via link without authentication. Set default time ranges and control viewer access for easy sharing with stakeholders.

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SigNoz @signoz.bsky.social · 02/12/2025

Includes: 1/ IdP-initiated SAML authentication 2/ Fixed query editor cursor jumping 3/ Resolved Prometheus rule deadlock 4/ Live log filters persist on reconnect 5/ Regex filters work with $ in column names 6/ Retention settings apply correctly 7/ Air-gapped environment support

SigNoz @signoz.bsky.social · 02/12/2025

Changelog v0.103.1 Y-Axis Unit Formatting in Logs and Traces Explorer: Custom Y-axis units (bytes, ms, %) now available in explorer views, making charts instantly readable without mental conversions.

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SigNoz @signoz.bsky.social · 02/12/2025

This is what full-stack observability should look like. 46% order success rate → click the metric → jump to traces → 502 error from external API → check logs → root cause found in 4 minutes!

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SigNoz @signoz.bsky.social · 12/11/2025

Our CEO @pranay01 is speaking at #KubeCon today at 4:45 PM! How do you trace something that's non-deterministic by design? Pranay's got 5 minutes to show you. 📍 Nov 12 | 4:45 PM EST | Building C, Level 3, Georgia Ballroom 2