
Yury Lebedev engineered advanced security instrumentation and observability features for the DataDog/dd-trace-rb repository, focusing on AppSec, AI Guard, and telemetry integration. He developed and refactored core components such as the AppSec SecurityEngine, Endpoint Collection, and AI Guard, implementing robust error handling, type safety, and cross-framework compatibility. Leveraging Ruby, RSpec, and YAML, Yury centralized WAF metrics reporting, enhanced test reliability, and modernized CI workflows. His work addressed evolving Rails and dependency requirements, improved runtime protection, and streamlined configuration management. The depth of his contributions ensured maintainable, reliable security tooling and observability for developers and production environments alike.

February 2026 (DataDog/dd-trace-rb): Delivered key enhancements to telemetry instrumentation and test reliability that substantially improve observability and data fidelity for WAF and AppSec. Centralized waf metrics reporting, refined metric increment logic, and strengthened test coverage to ensure telemetry accuracy.
February 2026 (DataDog/dd-trace-rb): Delivered key enhancements to telemetry instrumentation and test reliability that substantially improve observability and data fidelity for WAF and AppSec. Centralized waf metrics reporting, refined metric increment logic, and strengthened test coverage to ensure telemetry accuracy.
January 2026 monthly update: Focused on reliability, security instrumentation, and governance. Implemented robust AI Guard error handling, introduced RubyLLM instrumentation and AppSec integration, improved Endpoint Collection routing reporting, strengthened AppSec typing across ActiveRecord, Sinatra, and Rack, and advanced test stability and telemetry. Also updated release governance with CODEOWNERS and 2.25.0 changelog entries.
January 2026 monthly update: Focused on reliability, security instrumentation, and governance. Implemented robust AI Guard error handling, introduced RubyLLM instrumentation and AppSec integration, improved Endpoint Collection routing reporting, strengthened AppSec typing across ActiveRecord, Sinatra, and Rack, and advanced test stability and telemetry. Also updated release governance with CODEOWNERS and 2.25.0 changelog entries.
December 2025 monthly summary for DataDog/dd-trace-rb: Delivered a robust AI Guard integration and stability improvements that enhance security, reliability, and developer experience across environments. The work focused on configuration and key management, a strong core AI Guard component with typings, a flexible evaluation pipeline, more resilient API client interactions, and comprehensive test coverage, all while tightening quality gates through linting and type-check fixes.
December 2025 monthly summary for DataDog/dd-trace-rb: Delivered a robust AI Guard integration and stability improvements that enhance security, reliability, and developer experience across environments. The work focused on configuration and key management, a strong core AI Guard component with typings, a flexible evaluation pipeline, more resilient API client interactions, and comprehensive test coverage, all while tightening quality gates through linting and type-check fixes.
November 2025 focused on reliability, security, and modernization of the DataDog dd-trace-rb codebase. Delivered robust API security features, improved typing and static analysis, modernized CI/dependencies, expanded AppSec capabilities, and strengthened quality with targeted fixes. The work enhances security observability, developer productivity, and production stability, delivering clear business value through fewer incidents, faster iteration, and improved compliance with Rails, CI tooling, and AppSec requirements.
November 2025 focused on reliability, security, and modernization of the DataDog dd-trace-rb codebase. Delivered robust API security features, improved typing and static analysis, modernized CI/dependencies, expanded AppSec capabilities, and strengthened quality with targeted fixes. The work enhances security observability, developer productivity, and production stability, delivering clear business value through fewer incidents, faster iteration, and improved compliance with Rails, CI tooling, and AppSec requirements.
October 2025 focused on delivering a major expansion of AppSec Endpoint Collection in dd-trace-rb with a strong emphasis on readiness, test coverage, cross-framework support, and reliability. Key architectural work modernized the EndpointCollection module, and several routing and IP-detection enhancements improved instrument accuracy and performance. The release also includes a Rails 7.2 system-test upgrade to align with the latest Rails ecosystem and stabilize cross-project test behavior.
October 2025 focused on delivering a major expansion of AppSec Endpoint Collection in dd-trace-rb with a strong emphasis on readiness, test coverage, cross-framework support, and reliability. Key architectural work modernized the EndpointCollection module, and several routing and IP-detection enhancements improved instrument accuracy and performance. The release also includes a Rails 7.2 system-test upgrade to align with the latest Rails ecosystem and stabilize cross-project test behavior.
September 2025: Delivered substantial feature and reliability improvements in dd-trace-rb. Key updates include dependency upgrades (libddwaf to 1.24.1.2.0 and libddwaf-rb to 1.24.1.2.1), synchronized lockfile and CHANGELOG, and targeted telemetry and Rails-route enhancements. Introduced Telemetry AppEndpointsLoaded events with comprehensive tests, added endpoint collection for Rails routes with backward-compatibility for Rails <7.1, and renamed AppSec::Metrics::Collector#input_truncated_count. Focused on stabilizing specs and removing unintended changes, resulting in clearer API surfaces and improved observability. Business impact: enhanced security tooling compatibility, improved telemetry signal quality, easier maintenance, and better support for older Rails deployments.
September 2025: Delivered substantial feature and reliability improvements in dd-trace-rb. Key updates include dependency upgrades (libddwaf to 1.24.1.2.0 and libddwaf-rb to 1.24.1.2.1), synchronized lockfile and CHANGELOG, and targeted telemetry and Rails-route enhancements. Introduced Telemetry AppEndpointsLoaded events with comprehensive tests, added endpoint collection for Rails routes with backward-compatibility for Rails <7.1, and renamed AppSec::Metrics::Collector#input_truncated_count. Focused on stabilizing specs and removing unintended changes, resulting in clearer API surfaces and improved observability. Business impact: enhanced security tooling compatibility, improved telemetry signal quality, easier maintenance, and better support for older Rails deployments.
Summary for 2025-08: dd-trace-rb delivered reliability, observability, and architectural improvements with a focus on WAF stability and AppSec telemetry. Key outcomes include a bug fix that guarantees WAF handle release during error paths in Runner.finalize!, a comprehensive set of AppSec telemetry and WAF metrics enhancements with a new TelemetryExporter and centralized config, and major Engine/Configuration architecture improvements that unify WAF addresses and ruleset version handling within the Runner. These changes improve stability under failure, enhance monitoring and troubleshooting, and simplify reconfiguration and future maintenance.
Summary for 2025-08: dd-trace-rb delivered reliability, observability, and architectural improvements with a focus on WAF stability and AppSec telemetry. Key outcomes include a bug fix that guarantees WAF handle release during error paths in Runner.finalize!, a comprehensive set of AppSec telemetry and WAF metrics enhancements with a new TelemetryExporter and centralized config, and major Engine/Configuration architecture improvements that unify WAF addresses and ruleset version handling within the Runner. These changes improve stability under failure, enhance monitoring and troubleshooting, and simplify reconfiguration and future maintenance.
July 2025 focused on delivering release readiness, hardening security components, and strengthening the release pipeline for dd-trace-rb. The team delivered 2.18.0 release prep, stabilized AppSec components for Rails 8, and hardened CI/CD and gem-versioning workflows to accelerate and de-risk future releases. The work improved system reliability, reduced risk in production deployments, and enhanced test coverage and instrumentation quality.
July 2025 focused on delivering release readiness, hardening security components, and strengthening the release pipeline for dd-trace-rb. The team delivered 2.18.0 release prep, stabilized AppSec components for Rails 8, and hardened CI/CD and gem-versioning workflows to accelerate and de-risk future releases. The work improved system reliability, reduced risk in production deployments, and enhanced test coverage and instrumentation quality.
June 2025 for DataDog/dd-trace-rb focused on strengthening AppSec capabilities, stabilizing the test suite, and tightening release readiness. Key outcomes include improvements to the AppSec Engine, extensive test stabilization across AppSec components, dependency management with libddwaf, and release-process enhancements. Notable changes: - AppSec Engine: SecurityEngine::Engine API improvements, enhanced specs, and naming refinements; added telemetry separation from Engine. - Test stabilization: fixes across AppSec context/specs, ActiveRecord contrib tests, integration tests, RuleLoader specs, WAF logger settings in debug mode, and Kit identity specs. - Dependencies and metadata: updated libddwaf to 1.14.2 and then reverted a problematic update to ensure stability; added deprecation warnings and RC notes for AppSec settings; post-release workflow introduced for version bumps. - RC/config and system tests: updated system test references to a temporary branch; corrected RC config handling when the security engine is not present. - Quality and tooling: fixed linter errors; explicit require for libddwaf in AppSec specs; improved diagnostics and moved telemetry reporting out of SecurityEngine::Engine. Overall, the month delivered stronger security engine reliability, more stable test suites, and improved release processes that reduce risk and accelerate delivery.
June 2025 for DataDog/dd-trace-rb focused on strengthening AppSec capabilities, stabilizing the test suite, and tightening release readiness. Key outcomes include improvements to the AppSec Engine, extensive test stabilization across AppSec components, dependency management with libddwaf, and release-process enhancements. Notable changes: - AppSec Engine: SecurityEngine::Engine API improvements, enhanced specs, and naming refinements; added telemetry separation from Engine. - Test stabilization: fixes across AppSec context/specs, ActiveRecord contrib tests, integration tests, RuleLoader specs, WAF logger settings in debug mode, and Kit identity specs. - Dependencies and metadata: updated libddwaf to 1.14.2 and then reverted a problematic update to ensure stability; added deprecation warnings and RC notes for AppSec settings; post-release workflow introduced for version bumps. - RC/config and system tests: updated system test references to a temporary branch; corrected RC config handling when the security engine is not present. - Quality and tooling: fixed linter errors; explicit require for libddwaf in AppSec specs; improved diagnostics and moved telemetry reporting out of SecurityEngine::Engine. Overall, the month delivered stronger security engine reliability, more stable test suites, and improved release processes that reduce risk and accelerate delivery.
May 2025 monthly summary for DataDog/dd-trace-rb focusing on business value and technical excellence. Key features delivered: - AppSec Security Engine Modernization: Introduced AppSec::SecurityEngine::Engine to manage WAF builder/config, load defaults, handle initialization errors, and rebuild the WAF handle when configurations change. Refactored Runner to work with WAF::Context, added a helper to create runners with a built context, migrated to a unified Engine, added type signatures, and switched AppSec to the Engine from the deprecated Processor. Enabled remote configuration handling and improved error handling. Major bugs fixed: - Fixed appsec security engine related specs to align with the new Engine-based architecture and ensure stability with the Engine transition. Documentation and dependencies: - Documentation and Dependency Maintenance: Updated automated PR template with conflict-resolution guidance to improve PR hygiene. Upgraded libddwaf dependency to 1.24.1 and adjusted related error handling for compatibility with the new library. Overall impact and accomplishments: - Delivered a unified, engine-based AppSec for WAF management, reducing configuration errors, enabling remote adjustments, and improving maintainability. The changes reduce deployment risk and enable faster iteration on security policies. - Achieved stronger type safety and clearer ownership with the Engine, simplifying onboarding and future enhancements. Technologies/skills demonstrated: - Ruby Engine architecture, WAF integration, and context-driven design (WAF::Context) - Type signatures and API stabilization - Remote configuration handling and robust error management - Dependency management and test maintenance
May 2025 monthly summary for DataDog/dd-trace-rb focusing on business value and technical excellence. Key features delivered: - AppSec Security Engine Modernization: Introduced AppSec::SecurityEngine::Engine to manage WAF builder/config, load defaults, handle initialization errors, and rebuild the WAF handle when configurations change. Refactored Runner to work with WAF::Context, added a helper to create runners with a built context, migrated to a unified Engine, added type signatures, and switched AppSec to the Engine from the deprecated Processor. Enabled remote configuration handling and improved error handling. Major bugs fixed: - Fixed appsec security engine related specs to align with the new Engine-based architecture and ensure stability with the Engine transition. Documentation and dependencies: - Documentation and Dependency Maintenance: Updated automated PR template with conflict-resolution guidance to improve PR hygiene. Upgraded libddwaf dependency to 1.24.1 and adjusted related error handling for compatibility with the new library. Overall impact and accomplishments: - Delivered a unified, engine-based AppSec for WAF management, reducing configuration errors, enabling remote adjustments, and improving maintainability. The changes reduce deployment risk and enable faster iteration on security policies. - Achieved stronger type safety and clearer ownership with the Engine, simplifying onboarding and future enhancements. Technologies/skills demonstrated: - Ruby Engine architecture, WAF integration, and context-driven design (WAF::Context) - Type signatures and API stabilization - Remote configuration handling and robust error management - Dependency management and test maintenance
April 2025 monthly summary for DataDog/dd-trace-rb focused on delivering security-focused AppSec features, improving observability, stabilizing tests, and upgrading dependencies to strengthen security posture and reliability.
April 2025 monthly summary for DataDog/dd-trace-rb focused on delivering security-focused AppSec features, improving observability, stabilizing tests, and upgrading dependencies to strengthen security posture and reliability.
March 2025 highlights: solidified trace observability and AppSec reliability through metadata tagging enhancements, robust stack-trace serialization, and a dependency/CI upgrade, underpinned by strengthened test coverage and governance.
March 2025 highlights: solidified trace observability and AppSec reliability through metadata tagging enhancements, robust stack-trace serialization, and a dependency/CI upgrade, underpinned by strengthened test coverage and governance.
February 2025 monthly summary for DataDog/dd-trace-rb focusing on AppSec instrumentation, reliability, and test coverage. Key outputs include extensive instrumentation across Faraday, Excon, and RestClient, removal of the AppSec Reactive Engine from instrumentation (Rack, Sinatra, Rails, GraphQL, Monitor), test infrastructure improvements, and targeted bug fixes that improve remote config handling and ActiveRecord instrumentation. The month also delivered Ruby 3.3 Rails appraisal support for AppSec, along with remote capability enhancements (RASP SQLI and SSRF) for AppSec. What was delivered: - AppSec Faraday instrumentation: added instrumentation, type annotations, enhanced specs, tests, and integration points (commits for Faraday instrumentation, type signatures, and tests). - AppSec Excon instrumentation: introduced AppSec Excon instrumentation with full URL handling, module naming, and tests, plus integration cleanup. - AppSec RestClient instrumentation: SSRF detection instrumentation, type signatures, tests, and edge tooling updates. - AppSec Reactive Engine removal: removed Reactive Engine from AppSec across Rack, Sinatra, Rails, GraphQL, and Monitor, plus removing AppSec::Reactive::Engine. - Documentation updates: improved AppSec Faraday integration module documentation and related comments. - Rails appraisal and compatibility: added Faraday to Ruby 3.3 Rails appraisal. - Tests and reliability: added unit and integration tests for Faraday AppSec integration and Faraday request blocking; switched system tests to a temp branch for isolated runs. - Critical bug fixes: fixed remote config handling for AppSec; fixed AppSec instrumentation for ActiveRecord on Rails 4 and Postgres with JDBC adapter patching. - AppSec remote capabilities: added RASP SQLI remote capability and server-side request forgery remote capability. Impact: - Broader AppSec coverage across key HTTP clients and frameworks, improved test coverage and type safety, better maintainability, and Ruby 3.3 compatibility. These changes provide stronger runtime protection with more reliable instrumentation and easier future maintenance, directly contributing to product security posture and developer productivity.
February 2025 monthly summary for DataDog/dd-trace-rb focusing on AppSec instrumentation, reliability, and test coverage. Key outputs include extensive instrumentation across Faraday, Excon, and RestClient, removal of the AppSec Reactive Engine from instrumentation (Rack, Sinatra, Rails, GraphQL, Monitor), test infrastructure improvements, and targeted bug fixes that improve remote config handling and ActiveRecord instrumentation. The month also delivered Ruby 3.3 Rails appraisal support for AppSec, along with remote capability enhancements (RASP SQLI and SSRF) for AppSec. What was delivered: - AppSec Faraday instrumentation: added instrumentation, type annotations, enhanced specs, tests, and integration points (commits for Faraday instrumentation, type signatures, and tests). - AppSec Excon instrumentation: introduced AppSec Excon instrumentation with full URL handling, module naming, and tests, plus integration cleanup. - AppSec RestClient instrumentation: SSRF detection instrumentation, type signatures, tests, and edge tooling updates. - AppSec Reactive Engine removal: removed Reactive Engine from AppSec across Rack, Sinatra, Rails, GraphQL, and Monitor, plus removing AppSec::Reactive::Engine. - Documentation updates: improved AppSec Faraday integration module documentation and related comments. - Rails appraisal and compatibility: added Faraday to Ruby 3.3 Rails appraisal. - Tests and reliability: added unit and integration tests for Faraday AppSec integration and Faraday request blocking; switched system tests to a temp branch for isolated runs. - Critical bug fixes: fixed remote config handling for AppSec; fixed AppSec instrumentation for ActiveRecord on Rails 4 and Postgres with JDBC adapter patching. - AppSec remote capabilities: added RASP SQLI remote capability and server-side request forgery remote capability. Impact: - Broader AppSec coverage across key HTTP clients and frameworks, improved test coverage and type safety, better maintainability, and Ruby 3.3 compatibility. These changes provide stronger runtime protection with more reliable instrumentation and easier future maintenance, directly contributing to product security posture and developer productivity.
January 2025: Strengthened AppSec instrumentation and middleware quality in DataDog/dd-trace-rb, delivering refactors, expanded action handling, and stabilized CI workflows. The month focused on feature delivery with robust tests and Ruby 3.5 compatibility, resulting in clearer security signals and a more maintainable codebase for customers.
January 2025: Strengthened AppSec instrumentation and middleware quality in DataDog/dd-trace-rb, delivering refactors, expanded action handling, and stabilized CI workflows. The month focused on feature delivery with robust tests and Ruby 3.5 compatibility, resulting in clearer security signals and a more maintainable codebase for customers.
December 2024 performance highlights for DataDog/dd-trace-rb: AppSec reliability and maintainability improvements and a WAF rules update to 1.13.3 were delivered, consolidating AppSec changes and improving security posture and stability.
December 2024 performance highlights for DataDog/dd-trace-rb: AppSec reliability and maintainability improvements and a WAF rules update to 1.13.3 were delivered, consolidating AppSec changes and improving security posture and stability.
November 2024: Delivered end-to-end AppSec instrumentation for ActiveRecord to detect SQL injection across adapters, Rails versions, and JRuby; added tests and RBS typings, simplified the patcher, and renamed the detection API. Upgraded and stabilized Libddwaf integration to accommodate API changes and non-integer status handling. Strengthened system tests and CI coverage to validate blocking scenarios (APPSEC_BLOCKING) and stabilized workflows. Refactored AppSec::Response for clearer status logic, safer defaults, and more expressive checks, improving maintainability and reliability. Business value: reduced SQLi risk in production, more reliable blocking, and faster release cycles from automation and compatibility fixes.
November 2024: Delivered end-to-end AppSec instrumentation for ActiveRecord to detect SQL injection across adapters, Rails versions, and JRuby; added tests and RBS typings, simplified the patcher, and renamed the detection API. Upgraded and stabilized Libddwaf integration to accommodate API changes and non-integer status handling. Strengthened system tests and CI coverage to validate blocking scenarios (APPSEC_BLOCKING) and stabilized workflows. Refactored AppSec::Response for clearer status logic, safer defaults, and more expressive checks, improving maintainability and reliability. Business value: reduced SQLi risk in production, more reliable blocking, and faster release cycles from automation and compatibility fixes.
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