April 2026 monthly highlights across keboola/mcp-server and keboola/keboola-as-code focused on delivering core data tooling features, stabilizing CI/CD, and upgrading dependencies to enable faster, safer releases. Highlights include new semantic tooling, folder-based data app transformation, a formal local-backend RFC, and substantial release/automation improvements that reduce toil and increase business value.

March 2026 highlights include targeted improvements in ignore rules and CLI UX, architectural reliability in config synchronization, and forward progress on SDK and release processes. Delivered branch-level ignore patterns in .kbcignore, enhanced CLI with shell completion and field-level ignore syntax, stabilized cross-config variable handling with a two-pass relation linking approach, upgraded keboola-sdk-go to v2.18.0 with transfer module integration, and advanced release readiness with SSE transport removal (2.0.0). Additional gains in CI/test reliability include expanded E2E tests for PSGO-198/PSGO-201 and improved link checks in Lychee, accommodating GitHub rate limits.

February 2026 delivered security, reliability, and architectural improvements across keboola/mcp-server and keboola/keboola-as-code. Key features include OAuth bearer token authentication across the Query Service and Scheduler, enhanced URL validation, and exposure of token handling in KeboolaClient, with OAuth routing for modify_flow. A major refactor consolidated workspace creation, removing per-user token_id in metadata and introducing a single shared read-only workspace per branch, with updated tests and a version bump. Query cancellation robustness was improved to return results if a query completes during cancellation, supported by test coverage and a patch-level version update. In keboola/keboola-as-code, stream service reliability improvements were made (terminal state handling, clock injection for tests, better error messaging), along with documentation updates migrating API references to developers.keboola.com and CI/build hygiene improvements. Build/container hygiene was enhanced with Docker toolchain-related environment tweaks to improve xk6 builds. Technologies/tools demonstrated include OAuth bearer tokens, KeboolaClient token handling, test-driven development, refactoring, CI stability, and secure URL validation.

January 2026 monthly summary for Keboola development: Delivered high-value features and reliability improvements across keboola-as-code and MCP server, with clear business impact in reliability, resource efficiency, and developer experience.

Concise monthly summary for 2025-12 focusing on key accomplishments, major bugs fixed, overall impact, and technologies demonstrated. The month centered on increasing reliability, cross-platform robustness, and code quality for keboola-as-code, with a focus on delivering business value through stable workspace provisioning, robust data gateway operations, and maintainable code.

November 2025 highlights: Delivered core reliability, telemetry, and developer-experience improvements across keboola/keboola-as-code and keboola/mcp-server. Key features include a refactor of projectScope middleware with new wiring and telemetry enrichment for consistent context propagation into logging, added support for a table list command with accompanying tests, and key infrastructure improvements such as key-pair sandbox support in initial-state.json and a data gateway component with workspace creation including automated config backfill. Also introduced a PR template for keboola/mcp-server to standardize reviews and deployment readiness, and added actions to revert S3 bucket and release index automation where appropriate. Major bug fixes address observability and reliability gaps: enriched project-context in templates/API/middleware; Snowflake DBT workspace key pair support with legacy generator/flag resolution; Data apps proxy end-to-404 handling; removal of bucket checks in requests; YAML linting cleanup; HTTP error reporting improvements and router POST diagnosis; mapper GetProject ID function fix. Impact: reduced incident surface, faster root-cause analysis, safer automation for S3 and releases, and stronger pipeline reliability and observability. Technologies and skills demonstrated include middleware design and refactoring, telemetry/logging and OpenTelemetry context propagation, robust error handling, test automation, CI/CD improvements, and configuration management for sandbox and data-gateway workflows.

October 2025 monthly overview: Cross-repo stability improvements and CI/CD enhancements focused on deployment reliability and integration readiness. In keboola/keboola-as-code, ETCD compatibility and version alignment were improved: legacy ETCD image reintroduced to support older provisioning workflows, and ETCD updated to 3.6.2 across docker-compose and docs to maintain version consistency. In keboola/mcp-server, release workflow improvements and agent-specific tagging were implemented to enable safer canary and production deployments, and Devin AI API domain was added to the well-known domains allowlist to support future integration. These changes reduce operational risk, shorten release cycles, and demonstrate proficiency with Docker Compose, ETCD version management, CI/CD workflows, and domain allowlisting.

September 2025 — Delivered core reliability and developer experience improvements for keboola/keboola-as-code, focused on configurable compression, safer rename operations, and expanded testing/CLI capabilities. The work emphasizes business value through safer data handling, faster feedback loops, and clearer CLI/configuration.

In August 2025, keboola/keboola-as-code delivered tangible API optimization and compatibility improvements through targeted feature work and a critical bug fix. The team focused on reducing payload sizes, enhancing reliability, and ensuring compatibility for Python-based components, aligning with broader performance and developer experience goals.

July 2025 focused on delivering robust event-driven capabilities and stabilizing core Keboola repos. Key features delivered include MCP-side event dispatch integration in the MCP context, an MCP server version upgrade, integration of event triggers in the tool_errors decorator, and the addition of integration tests for tool execution. In keboola/keboola-as-code, we implemented backward-compatible config parsing enhancements for orchestration IDs and dependsOn, strengthened Linux build/release reliability by ensuring the GPG tool is present, and added handling for empty remote table downloads along with tests. Major reliability and quality improvements were achieved across both repos, including updates to mocked client events and MCP context usage, code linting to flake8 standards, timezone-based instead of UTC handling, removal of certain REST-endpoint usages, and extensive test alignment. Overall, these changes improve production readiness, reduce release risk, and enable more predictable, event-driven workflows. Technologies/skills demonstrated include Python, pytest, flake8, CI/test automation, event-driven architecture, mocking and test coverage, encryption context enhancements, timezone handling, and security tooling (GPG) in Linux release processes.

June 2025 monthly summary for performance review focusing on business value and technical achievements across keboola/mcp-server, keboola/keboola-as-code, and keboola/connection-docs. Delivered features and reliability improvements, improved API consistency and data-tracking capabilities, and strengthened security and testing practices.

May 2025 focused on security, reliability, and operational excellence across two core repositories. Delivered secure configuration workflows for DBT environments, hardened URL logging to prevent credential leakage, enhanced error handling and observability for long-running tasks, performance tuning of transaction throughput, and ongoing code quality and maintenance. Strengthened release discipline with explicit image tagging and tag-based CI/CD automation. Business impact: reduced risk of credential exposure, improved reliability and traceability for deploys, faster and more predictable transaction processing, and a clearer, auditable release process.

April 2025 monthly summary focusing on key achievements across keboola/keboola-as-code and keboola/mcp-server, with emphasis on stability, performance, and streamlined release processes. Highlights include distributed systems hardening, CI/CD automation, and targeted resource tuning that collectively improve reliability and business value: - Key features delivered and fixes across keboola/keboola-as-code: - Storage Coordinator Resource Tuning: increased memory and CPU soft/hard limits to improve stability and performance under higher workloads. (commit 99633640...) - Documentation and Readability Improvements for Dispatching Logic: clarified dispatching flow and comments to reduce complexity and maintenance burden. (commits e579fb7..., 18444ffd...) - Distributed Coordination Robustness and Error Handling: hardening against failure scenarios in etcd/distributed ownership, replacing MustCheckIsOwner with IsOwner and ensuring proper cleanup; prevents panics and improves error handling. (commits cc1f16c, 089df8d, 90aeabca...) - Key features delivered and fixes across keboola/mcp-server: - Automate Docker image build and publish with GitHub Actions: release workflow built to automatically build and publish tagged images. (commit 88604f86...) - Docker image build enhancements and release workflow naming: include README.md in build context and rename image reference for clarity. (commits 5700d160..., db91f2a4...) - Dockerfile cleanup: remove non-existent /root/.local copy to streamline builds. (commit 0292642c...) - Overall impact and business value: - Increased stability and resilience of distributed components, reducing incident risk during failures or timeouts. - Faster, more reliable release cycles for MCP Server via automated CI/CD pipelines. - Improved maintainability through clearer dispatching logic and build-time documentation presence inside containers. - Technologies and skills demonstrated: - Go-based distributed systems concepts (etcd coordination, ownership checks, session/mutex lifecycle) and robust error handling. - Dockerization and optimized Docker builds, plus CI/CD via GitHub Actions. - Performance tuning through memory/CPU limit adjustments and build context improvements.

March 2025: Delivered reliability and data handling improvements for keboola/keboola-as-code. Focused on robust JSON decoding, provisioning reliability with configurable ETCD TXN, and maintainability through refactors, while hardening compression/stream handling and stabilizing CI and security posture.

February 2025 monthly summary for keboola/keboola-as-code: Delivered reliability, observability, and developer productivity improvements across core data processing workflows. Highlights include backup writer/reader capabilities, enhanced file processing robustences, and monitoring integrations that reduce incident response time. Focused on stable releases and clear documentation to accelerate future development.

January 2025 monthly summary for Keboola development. Focused on stabilizing core delivery, improving performance, and enhancing tooling across keboola/keboola-as-code and keboola/connection-docs. The work delivered reduces operational risk, speeds up runtime, and improves developer experience while aligning documentation with current implementation. Key outcomes by repo: - keboola/keboola-as-code: Reliability and performance enhancements, build tooling, and infrastructure improvements; DNS and port management work to support robust test and deployment environments; and documentation updates to reflect API changes. - keboola/connection-docs: Documentation updates to reflect Stream API replacement for data streams and telemetry deprecations to align with current implementation. Overall impact: - Increased stability of app proxy and Swagger metadata; improved data path performance and resource utilization; streamlined protobuf build workflow; stronger DNS handling (IPv6 and AAAA persistence); enhanced port management for tests and deployments; and documentation alignment with current features. Technologies/skills demonstrated: - Protobuf tooling and build automation (protobuf generation, make targets, shell script integration). - Performance tuning (gzip, readBufferSize). - DNS client enhancements (IPv6/AAAA handling) and robust DNS registration logic. - Test infrastructure improvements (port manager utility, test dependencies, default port handling). - Shell scripting, CI hygiene (linting/folder handling) and documentation modernization.

December 2024 monthly highlights for keboola/keboola-as-code: Delivered key features for Docker testing and configuration management, fixed stability and build issues, and expanded documentation and test coverage. The work accelerated CI feedback, improved traceability, and strengthened runtime reliability through improved config handling and image management.

November 2024 monthly summary focusing on stabilizing data pipelines, expanding storage/job capabilities, and strengthening observability and CI quality. Delivered configurable resource limits, expanded Keboola storage workflow support, and introduced new plugins and monitoring to reduce operational risk. Numerous bug fixes and lint/CI improvements contributed to more reliable releases and easier maintenance.

June 2024 for keboola/keboola-as-code focused on strengthening code quality gates and CI reliability to reduce production risk and accelerate safe releases. Delivered a more robust linting regime and proactive validation in CI, enabling earlier detection of defects and misconfigurations.