
Contributed to the wazuh/wazuh repository by building and refining core security and monitoring features, including enhancements to File Integrity Monitoring using eBPF, LSM hooks, and robust metrics pipelines. Applied C, C++, and Python to develop backend systems for metrics collection, alert parsing, and cross-platform compatibility, while improving configuration management and documentation. Delivered improvements in system diagnostics, error handling, and test coverage, introducing integration and unit tests to ensure reliability. Strengthened DevOps practices with CI/CD automation, standardized code formatting, and expanded observability tooling. The work reduced runtime risk, improved data integrity, and enabled more reliable incident response across Linux, macOS, and Windows.
June 2026: Delivered core improvements to Wazuh/wazuh by enhancing File Integrity Monitoring (FIM) through eBPF kprobes and LSM hooks, enabling robust tracking of file rename/move operations across kernel versions and improving detection of file movements within monitored directories. Strengthened development tooling, QA processes, and testing infrastructure to raise reliability and developer productivity, including standardized formatting/linting, bug-report templates, an integrated file integrity utility, and time-based scheduling tests. Achieved measurable improvements in build stability and test coverage for cross-platform environments.
June 2026: Delivered core improvements to Wazuh/wazuh by enhancing File Integrity Monitoring (FIM) through eBPF kprobes and LSM hooks, enabling robust tracking of file rename/move operations across kernel versions and improving detection of file movements within monitored directories. Strengthened development tooling, QA processes, and testing infrastructure to raise reliability and developer productivity, including standardized formatting/linting, bug-report templates, an integrated file integrity utility, and time-based scheduling tests. Achieved measurable improvements in build stability and test coverage for cross-platform environments.
In May 2026, two major delivery tracks drove reliability and security improvements across wazuh/wazuh: (1) Metrics and HTTP client robustness enhancements, focusing on more reliable metrics collection, snapshot handling, and cluster-name safety; (2) File Integrity Monitoring (Syscheck) enhancements across Linux distributions, including secure FIM database access and distro-specific configuration. The work included multiple fixes and refinements to the metrics engine, indexer decisions, and FIM components, with an emphasis on reducing data gaps, preventing misconfigurations, and hardening security. Delivered through focused commits spanning metrics, indexer, and FIM modules, with improvements validated by tests and schema updates.
In May 2026, two major delivery tracks drove reliability and security improvements across wazuh/wazuh: (1) Metrics and HTTP client robustness enhancements, focusing on more reliable metrics collection, snapshot handling, and cluster-name safety; (2) File Integrity Monitoring (Syscheck) enhancements across Linux distributions, including secure FIM database access and distro-specific configuration. The work included multiple fixes and refinements to the metrics engine, indexer decisions, and FIM components, with an emphasis on reducing data gaps, preventing misconfigurations, and hardening security. Delivered through focused commits spanning metrics, indexer, and FIM modules, with improvements validated by tests and schema updates.
2026-04 Monthly Summary – Focused on delivering customer-visible features, stabilizing monitoring and diagnostics, and expanding test coverage across wazuh/wazuh and wazuh/qa-integration-framework. Key outcomes include clearer File Integrity Monitoring (FIM) documentation, a new Engine API metrics collection pathway, and improved Windows daemon status verification with actionable diagnostics. These efforts reduce configuration errors, improve observability, and accelerate troubleshooting in production.
2026-04 Monthly Summary – Focused on delivering customer-visible features, stabilizing monitoring and diagnostics, and expanding test coverage across wazuh/wazuh and wazuh/qa-integration-framework. Key outcomes include clearer File Integrity Monitoring (FIM) documentation, a new Engine API metrics collection pathway, and improved Windows daemon status verification with actionable diagnostics. These efforts reduce configuration errors, improve observability, and accelerate troubleshooting in production.
March 2026 – wazuh/wazuh: Delivered substantial improvements to metrics collection and indexing, strengthening observability and performance. Implemented metrics_frequency and metrics_bulk_size in cluster.json to optimize metrics indexing, and built a MetricsIndex bulk indexer with a wired MetricsSnapshotTasks pipeline that includes data collection for agents and communications, field normalization, schema versioning, and ECS-aligned tests. Resolved critical issues around metrics normalization ECS mapping and indexer syntax for v5.0. These changes improved indexing throughput, reduced monitoring latency, and expanded test coverage, enabling more reliable scaling of metrics data. Technologies demonstrated include JSON-based configuration, Elasticsearch/ECS, and end-to-end testing of the metrics pipeline.
March 2026 – wazuh/wazuh: Delivered substantial improvements to metrics collection and indexing, strengthening observability and performance. Implemented metrics_frequency and metrics_bulk_size in cluster.json to optimize metrics indexing, and built a MetricsIndex bulk indexer with a wired MetricsSnapshotTasks pipeline that includes data collection for agents and communications, field normalization, schema versioning, and ECS-aligned tests. Resolved critical issues around metrics normalization ECS mapping and indexer syntax for v5.0. These changes improved indexing throughput, reduced monitoring latency, and expanded test coverage, enabling more reliable scaling of metrics data. Technologies demonstrated include JSON-based configuration, Elasticsearch/ECS, and end-to-end testing of the metrics pipeline.
February 2026 (2026-02) focused on stability, maintainability, and precise policy behavior in wazuh/wazuh. Delivered five targeted changes across alert parsing, rule clarity, macOS policy hygiene, file handling tests, and log consistency. These efforts reduce runtime risk, improve security policy correctness, expand test coverage, and enable more reliable incident response. Technologies demonstrated include C-level robustness, PCRE2 regex updates, YAML policy cleanup, unit and integration testing, and standardized logging. Business value delivered: fewer incidents due to robust alert data handling, more predictable Docker rule evaluation, cleaner macOS 26 policy code, robust MD5 file handling tests, and consistent log formats to aid troubleshooting and auditing.
February 2026 (2026-02) focused on stability, maintainability, and precise policy behavior in wazuh/wazuh. Delivered five targeted changes across alert parsing, rule clarity, macOS policy hygiene, file handling tests, and log consistency. These efforts reduce runtime risk, improve security policy correctness, expand test coverage, and enable more reliable incident response. Technologies demonstrated include C-level robustness, PCRE2 regex updates, YAML policy cleanup, unit and integration testing, and standardized logging. Business value delivered: fewer incidents due to robust alert data handling, more predictable Docker rule evaluation, cleaner macOS 26 policy code, robust MD5 file handling tests, and consistent log formats to aid troubleshooting and auditing.

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