Best alternatives to Honeycomb in 2026

When a website or app misbehaves for some users but not others, the hardest part is often figuring out what those users have in common — a particular server, a specific browser, a slow database query. Honeycomb is built specifically to answer that question fast: instead of scrolling through logs, you point-and-click on the weird behavior and it automatically finds what's different about it. Honeycomb is an observability platform for engineering teams running distributed, cloud-based systems. It ingests traces, logs and metrics via OpenTelemetry and layers on "BubbleUp," a comparison tool that automatically surfaces which attributes correlate with an anomaly (a specific customer, region, deploy version, etc.) rather than requiring an engineer to guess. It also covers Service Level Objectives (SLOs), a service map, frontend observability, and — as of 2026 — LLM observability with an "Agent Timeline" view for debugging AI agent behavior, plus a Canvas AI Copilot for building queries in natural language. Pricing is usage-based: free up to 20 million events/month, Pro from $150/month up to 750 million events, and custom Enterprise pricing — with unlimited seats and query capacity at every paid tier.