How's your relationship with YAML? Good enough to win a t-shirt? 😉. We made a YAML game! . The top 5 scorers who share their results will win exclusive SigNoz swag (t-shirt + stickers!). Show us what you've got! Play at and tweet your score tagging us!

🤖 Making LLMs Observable - Live Session on 12th Aug, 9 AM PT. We'll be discussing:. 1/ MCP Semantic Convention.2/ OpenTelemetry for AI.3/ Live demo - Shinzo + SigNoz.

23,000+ GitHub Stars and counting! ⭐. We just crossed another major milestone! . OpenTelemetry-native metrics, traces & logs in a single pane - that's what developers want, and that's what we deliver. The momentum is incredible. Eyes on 25K next 👀

Want observability in your Next.js app?. We published a guide to instrumenting Next.js with OpenTelemetry and sending data to SigNoz. 1/ Set up OpenTelemetry.2/ Track API and client spans.3/ Export traces to SigNoz.4/ Code examples in TypeScript. Read →

Using Vercel AI SDK for your LLM app?. You can now monitor it with SigNoz. 1/ Prompt-level metrics.2/ Input-output traces.3/ Token usage and cost tracking. No extra infra. Works with experimental_tools. Guide:

We got 30% more log processing performance without adding hardware. Problem: Sequential processing = idle CPU cores.Solution: Concurrent worker pools = full utilization. 35.7k → 66k logs/second peaks.67% → 108% CPU usage. Technical breakdown:

MCP servers for observability: sophisticated co-pilots, not automated SREs. Problem: Root cause analysis is an NP problem. Verifying AI hypotheses often takes as much effort as manual investigation. Research shows the limitations:

OpenTelemetry K8s observability:. 2 collectors for full coverage:. - DaemonSet (per-node telemetry).- Deployment (cluster-wide metrics). Helm presets handle configuration automatically. Complete setup guide:

We made log queries 99.5% faster by fixing how we store data. Before: 41,498/41,676 blocks scanned (99.5%).After: 222/26,135 blocks scanned (0.85%). The fix: Resource fingerprinting + ClickHouse primary key optimization.

Full changelog:

The release also includes:.1/ New datasource docs in onboarding (ELK migration, WordPress, Cloudflare, OpenAI).2/ Ingestion keys restored for self-hosted users.3/ Light mode fixes for alert channels.4/ Layout shift fixes in logs explorer.5/ AWS ElastiCache dashboard corrections.

Changelog v0.90.0 - JSON Flattening in Log Pipelines . You can now flatten complex nested JSON logs into simple, queryable structures with configurable depth and custom field mapping. Think log parsing, but for your deeply nested JSON nightmares.

5-part Next.js observability tutorial series: 1/ Server-side tracing & API monitoring.2/ Error tracking & external API monitoring.3/ Web Vitals & component performance.4/ Structured logging.5/ Production deployment & scaling

From observability chaos to clarity in days. Before: CloudWatch + Honeycomb = constant context switching.After: One platform for logs, metrics, traces. "Every single time we have an issue, SigNoz is always the first place to check." - Karl, @shapedai .

We shipped v0.89.0 completing the final step in our Dot Metrics Migration. Also includes UI improvements:.1/ Text selection in log JSON fields.2/ Smooth auto-refresh updates.

MCP servers are black boxes in your agentic AI stack. When things break, how do you debug?. Our guide shows how OpenTelemetry brings transparency to MCP architectures:

v0.88.Featuring Trace Funnel Analytics - Analyze user journeys between spans across distributed services, enhancing our industry 1st Trace Funnels. Also shipping:.- In-app changelog notifications.- Sidebar revamp with pinning .- OpenTelemetry migration.- 12+ fixes

5/ Encryption Everywhere: All data in transit—inbound, outbound, and internal—must be encrypted using strong standards like TLS 1.2 or higher to protect data and enforce trust boundaries.

4/ Least Privilege Access: Every system and user operates with the minimum access required, for the shortest time necessary. IAM roles must be tightly scoped and tokens time-limited.