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Cloudflare Launched Traces Open Beta Service

The company introduced a new observability platform and a volume-based pricing model for distributed tracing services.

Updated on Oct. 10, 2026 in Data Centers

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Cloudflare launched an open beta for its Traces platform, offering distributed tracing to help developers identify latency issues within complex application request paths. AI Illustration. Upload story photo >

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Cloudflare has launched an open beta for its Traces platform, which provides distributed tracing by generating OpenTelemetry spans for security rules, cache decisions, and origin handling. This service helps bridge visibility gaps between client and application layers using a proxy-based approach.

Why it matters

By integrating distributed tracing directly into the network edge, Cloudflare enables developers to pinpoint latency issues across security rules and complex request paths that were previously difficult to monitor. This visibility allows teams to troubleshoot distributed systems more effectively by capturing data before requests reach the origin.

The platform supports W3C traceparent headers and provides a SQL API via the Cloudflare Observability MCP server. Paid plans include 50GB of ingestion and 10GB-month of storage per cycle, with overages billed at $0.25 per GB ingested and $0.10 per GB-month stored.

The players

Cloudflare

Cloudflare is a global connectivity cloud company that provides security, performance, and reliability services for internet applications.

The details

Users can configure account-level OTLP destinations and define sampling rules based on specific paths, methods, or headers to manage data volume. The system generates telemetry for various components including Worker execution and transformations, allowing for granular control over which traffic is sampled.

Timeline

  1. August 2026: InfoQ published coverage regarding Cloudflare's agent tracing initiatives.

  2. October 1, 2026: Spans became billable events under the previous pricing structure.

  3. October 10, 2026: The Cloudflare Traces open beta service officially became available.

  4. December 1, 2026: The new volume-based pricing model takes effect for users.

The Tech Race

The adoption of OpenTelemetry has standardized how developers collect observability data across heterogeneous environments, and Cloudflare Traces leverages this standard to provide deeper visibility into edge-network request paths. By moving observability closer to the network edge, the company is positioning itself to replace or augment traditional application-side instrumentation tools.

Developers and site reliability engineers can now monitor request paths and latency issues directly within their existing Cloudflare environment. The new pricing structure shifts costs toward a volume-based model, which may require teams to adjust their sampling rates to manage monthly expenses effectively.

The takeaway

Teams should evaluate their current request volumes to determine if the 0.5GB free daily tier meets their monitoring needs or if they need to optimize trace rules for cost efficiency. Proper configuration of sampling rates is essential to maintain observability without incurring unexpected costs under the new pricing model.

Further reading

For more information on how network infrastructure handles modern traffic flows, visit the Data Centers section.

Source note: This article includes information reported by InfoQ.

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Do you prefer cloud pricing based on data usage over fixed per-feature subscription costs?