June 2026: Stability and reliability improvements in SEKOIA-IO/automation-library. Implemented robust HTTP client lifecycle, ensuring the cached client is recreated after connector shutdown, improving cleanup and invalidation, and introducing lazy initialization to prevent reuse of closed clients. This governance leads to fewer post-restart failures and reduced downtime, delivering more predictable API interactions for connectors and downstream integrations.

May 2026 performance highlights across three repos (SEKOIA-IO/intake-formats, SEKOIA-IO/automation-library, SEKOIA-IO/documentation). Delivered a cohesive set of features to strengthen data ingestion, configuration, and user-facing docs; fixed critical stability issues; and enhanced testing, linting, and release hygiene to accelerate reliable releases and reduce risk. Key features delivered - intake-formats: Changelog maintenance with new release entries; brand assets (logo) added; project manifest; data model enhancements (new fields); parser module; smart descriptions; test data scaffolding (JSON tests); code formatting (prettier) and test JSON linting. Commits include: 0092f498, a50ce49, e01ba1fc, b56cfc2a, bd90dd3..., 0672e278, 9b968c9d, 3ac38015, c1614af5, 6652cdc3, c661f915, ff2fbf3e, 4e278a44, b867fb4b, 36964705, 516768e5, 3bb84907, ddfe0a8f, 070c6158, 502daa9c, c36afc44, 66e42388. - automation-library: Traffic Logs connector and tests; core refactor to a base connector with harmonized error handling; register new connector; testing coverage improvements; authorization errors refactor; fixes to mocks and pagination; API parameter updates; Next-gen API enhancements; dependency updates for Pydantic v2 and lock regeneration. Representative commits include: 1f862831, e12dfeca, c69c0d45, 149dd143, 6de3243b, 395c2e2d, 80cec175, c18976b1, 1844299f, 3a5ba187, b977027e, e56267d7, 29417ee3, 78a79045, e3fe37f9, afe5c669, 2233b480, 47424f7a, 3b7ecc54, bdc836c0, 4fa22a93, 7a38ce23, 29bd2bf2, 0df5034b, a700b477, 59647947, 20dec2be, 5c054eae, d1583d5b, b2df74d1, d45d18bc, 775566e6, 1ea43081, 9e1d8678, 29417ee3, c495ea93, 4b33b465, 78a79045. - documentation: Ubika Next Generation Traffic Logs docs, Next Gen Alerts cleanup, multi-region HTTPS ingestion documentation, multi-region Sekoia Endpoint Agent docs, and general documentation quality improvements. Commits include: 7432c017, 98956596, 89aef16e, c0dcdfe2, 1728c760, f67f04f8, a0bb8e34, 08fa4529, 47dc972b, c59fc919. Major bugs fixed - Conflicts introduced during rebase resolved to restore branch stability. Commit: ea9174458b82726a65922465fb963dd3346f399c. - Test data compliance and user_agent.full field corrections to align tests with data models. Commits: aa58d959, 11b21f0a, eb0dbcdf. - Tests mocking issues resolved; pagination loop stop condition fixed; trigger configuration handling improved via Pydantic object; API parameters refined (remove api_key). Commits include: 1844299f, 7a38ce23, 4fa22a93, 0df5034b, bd c836c0. - Changelog dates and consistency issues fixed to ensure release notes accuracy. Commits: ff2fbf3e, 4e278a44, b867fb4b, 36964705, 20dec2be. Overall impact and accomplishments - Significantly improved ingestion reliability and data integrity across formats, with richer data model support and a more maintainable parser framework. - Reduced technical debt via base connector architecture, unified error handling, and broader test coverage, enabling faster, safer future releases. - Strengthened developer experience with automated formatting, linting, and consistent changelog practices; expanded multi-region documentation to support global deployments. Technologies and skills demonstrated - Python ecosystem upgrades (Pydantic v2) and dependency management (poetry.lock regeneration). - Architectural improvements: base connector pattern, inherited run/cache behaviors, and streamlined error handling. - Testing and quality tooling: robust test fixtures, linting (prettier, linter), test coverage improvements, and mocks/faux data handling. - Documentation discipline and multi-region configuration guidance.

April 2026: Focused delivery on ZIA data model enrichment, parser configuration improvements for Zscaler integration, and expanded Zscaler DLP coverage, complemented by repository hygiene and quality improvements. The work strengthens data ingestion, parser stability, and test coverage while maintaining backward compatibility and dev-environment cleanliness.