Concise monthly summary for 2025-10 focusing on business value and technical achievements. Delivered key features across gluten and paimon repos, fixed critical OS data normalization bug, and enhanced build and Spark integration for broader deployment flexibility and improved metadata visibility.

September 2025 (apache/incubator-gluten): Delivered reliability, maintainability, and code-quality improvements to accelerate safe feature delivery. Fixed Arrow download URL in the build script to ensure reliable dependency fetch, reducing build failures. Standardized and enforced code formatting across modules with Spotless, including updating POM formatting and enabling Spotless checks with a tool-version specification to ensure consistent Java formatting. These changes lowered CI flakiness, improved onboarding, and established a maintainable baseline for future work. Technologies demonstrated: Maven-based builds, Spotless, build scripting, and CI-quality gates.

July 2025-08 monthly summary focusing on delivering Paimon non-PK table support in the Velox backend for the apache/incubator-gluten repository, with CI/CD and developer experience improvements. The work enables reading Paimon non-primary-key tables in Velox, adds Scala and Java components for Paimon integration, and updates documentation to reflect the new capability. CI/CD workflows were enhanced to include Paimon profiles, improving build reliability and profiling across releases.

July 2025: Focused on reliability and observability in the Gluten project. Delivered a robust configuration retrieval path that safely handles missing keys, preventing runtime errors due to undefined OS configurations, and enhanced visibility into memory spill operations across NativePlanEvaluator and NativeMemoryManager, with clearer MemoryTargets logging. These changes reduce production risk, accelerate debugging, and improve resource usage awareness.

June 2025 monthly summary for IBM/velox: Documentation improvements in memory.rst and URL update to the correct Apache incubator URL. This month did not include feature development or code refactors; the focus was on improving documentation accuracy, consistency, and external references to support contributors and users.

Month: 2025-04 | IBM/velox | Focused on reliability and correctness of Parquet IO, delivering a bug fix for timestamp precision handling and expanding test coverage.

March 2025: Apache Gluten — internal quality improvements for plan validation and tests; enhanced type checking in SubstraitToVeloxPlanValidator with dedicated isRow/isTimestamp/isVarchar checks, and refactored test paths to align with the org.apache.gluten.execution package structure (including Hudi tests). These changes improve validation reliability, test maintainability, and set a stronger foundation for future Substrait plan support.

Month: 2025-02. This period focused on delivering feature enhancements across Velox and Gluten to improve analytical capabilities, observability, and data correctness. Key features were delivered: in IBM/velox, the Advanced UDAF API enables function-level variables (e.g., step, argTypes, resultType) to be passed to the AccumulatorType during UDAF registration, with updates to the UDAF class structure and SimpleAggregateAdapter. In Apache Gluten, window spill configuration was added to control spill behavior for Window operations, along with new metrics for spilled bytes, rows, partitions, and files to improve observability and performance tuning; also added Iceberg equality delete file support enabling row-level deletes via new proto fields and Java code updates. Overall, no major bugs were fixed this month; maintenance fixes were applied as part of ongoing stability work. Business impact includes more flexible and performant analytics, improved observability for spill behavior, and ability to perform row-level deletes on Iceberg-backed datasets. Technologies/skills demonstrated include Velox/UDAF architecture customization, Protobuf changes, Iceberg integration, observability instrumentation, and config-driven feature toggles.

January 2025 monthly summary for apache/incubator-gluten: Delivered a targeted Spark query optimization by introducing the ProjectColumnPruning rewrite rule to prune unused columns from ProjectExec nodes after other optimizations (e.g., PullOutPreProject), reducing data processing and improving end-to-end query performance. Updated CHRuleApi and VeloxRuleApi to reflect the new rule, with tests resources adjusted accordingly. No major bugs fixed this month; the focus was on feature delivery and strengthening the query optimization pipeline. This work is exemplified by commit 3d3adb3fc7370b248509a2221e2cba06c325c5f2 with message "[GLUTEN-8183][CORE] Prune unused column in project operator (#8295)".

Month: 2024-11 — Focused on delivering performance-oriented features and improving interoperability across both gluten and velox repos, with emphasis on aligning Parquet naming conventions and reducing memory footprint for join workloads. Key features delivered include Parquet compression codec extension support in Velox Spark backend (Gluten) and Streaming Hash Join Optimization for Left Semi and Anti Joins in Velox. These changes enhance Spark compatibility, lower memory usage, and speed up common query paths, contributing to higher throughput and cost efficiency in production workloads. Notable commits: d5e55446f0c57173d0a3b5004bf25d824ae54de2 (Add compression codec extension to velox written parquet file) and 9922b47ef7fe11c2477db191f709315ab66da827 (Stream input row to hash table when addInput for left semi and anti join).

Month: 2024-10 — Focused on stabilizing build workflows and expanding Parquet encoding capabilities, delivering measurable business value in reliability and data processing efficiency.