
Toby developed and maintained core data security and query infrastructure for the cipherstash/encrypt-query-language and cipherstash/proxy repositories, focusing on encrypted data handling, JSONB support, and robust schema evolution. He engineered features such as encrypted JSONB queries, dynamic keyset management, and performance-tuned operator suites, using Rust, SQL, and PL/pgSQL. Toby’s work included modularizing protocol handling, integrating CI/CD pipelines, and expanding test coverage to ensure reliability and safe deployments. He also led comprehensive documentation and onboarding improvements, enabling easier adoption and maintainability. The depth of his contributions is reflected in the breadth of features, refactoring, and technical rigor applied throughout.

In October 2025, focused on documentation and developer onboarding for EQL in cipherstash/encrypt-query-language. Delivered a comprehensive documentation overhaul covering function reference, JSON/JSONB support, getting started with SQL, development guidelines for SQL, and encrypted indexes documentation. Updated README and DEVELOPMENT.md with troubleshooting and SQL development guidelines. Improved accuracy of the EQL function reference, addressing inaccuracies across multiple commits. No major bugs reported this month. This work enhances onboarding, reduces support overhead, and improves API usability for users and contributors.
In October 2025, focused on documentation and developer onboarding for EQL in cipherstash/encrypt-query-language. Delivered a comprehensive documentation overhaul covering function reference, JSON/JSONB support, getting started with SQL, development guidelines for SQL, and encrypted indexes documentation. Updated README and DEVELOPMENT.md with troubleshooting and SQL development guidelines. Improved accuracy of the EQL function reference, addressing inaccuracies across multiple commits. No major bugs reported this month. This work enhances onboarding, reduces support overhead, and improves API usability for users and contributors.
September 2025 highlights: Delivered key architectural refinements, feature improvements, and CI/testing enhancements across cipherstash/proxy and cipherstash/encrypt-query-language, aimed at reliability, security, and faster deployment cycles. Notable deliveries include Slack build-failure notifications, ZeroKMS modularization with startup validation and clearer errors, service-oriented proxy/frontend architecture with ColumnMapper and dedicated modules, centralized and tested encryption config management with improved reload behavior, and reinforced CI/testing infrastructure with env docs and conventional-commit guidance. A critical bug fix for the Encrypt Query Language added idempotent constraint handling when adding search configs, strengthening data integrity.
September 2025 highlights: Delivered key architectural refinements, feature improvements, and CI/testing enhancements across cipherstash/proxy and cipherstash/encrypt-query-language, aimed at reliability, security, and faster deployment cycles. Notable deliveries include Slack build-failure notifications, ZeroKMS modularization with startup validation and clearer errors, service-oriented proxy/frontend architecture with ColumnMapper and dedicated modules, centralized and tested encryption config management with improved reload behavior, and reinforced CI/testing infrastructure with env docs and conventional-commit guidance. A critical bug fix for the Encrypt Query Language added idempotent constraint handling when adding search configs, strengthening data integrity.
August 2025 highlights: Delivered security, performance, and reliability improvements across cipherstash/proxy and related components. Keyset management and per-encryption workflows were enhanced with Keyset ID handling, dynamic keyset selection, and robust tests. A new cipher caching feature significantly improves throughput under multitenant workloads by using accurate cache sizing and async caching. Logging and observability were modernized through a module rename to Proxy, centralized log targets, and compile-time validation, improving maintainability and reducing runtime errors. Backend error reporting was strengthened by mapping backend errors to PostgreSQL errors, complemented by CI/test improvements that yield clearer integration signals and faster feedback. Documentation coverage was expanded for frontend/backend and multitenant operations, aligning with deployment and dependency updates to support smoother releases and operations.
August 2025 highlights: Delivered security, performance, and reliability improvements across cipherstash/proxy and related components. Keyset management and per-encryption workflows were enhanced with Keyset ID handling, dynamic keyset selection, and robust tests. A new cipher caching feature significantly improves throughput under multitenant workloads by using accurate cache sizing and async caching. Logging and observability were modernized through a module rename to Proxy, centralized log targets, and compile-time validation, improving maintainability and reducing runtime errors. Backend error reporting was strengthened by mapping backend errors to PostgreSQL errors, complemented by CI/test improvements that yield clearer integration signals and faster feedback. Documentation coverage was expanded for frontend/backend and multitenant operations, aligning with deployment and dependency updates to support smoother releases and operations.
July 2025 performance highlights across cipherstash/proxy and cipherstash/encrypt-query-language. Key features delivered include robust JSONB support in proxy (containment, accessors, jsonpath improvements) with extensive integration tests; EQL term handling integrated into column config with context-aware data conversion and dependencies upgraded to the eql 2.1.x line; crypto provider switched to aws-lc-rs to address crypto usage issues; install/uninstall robustness improvements (dropping the eql_v2 schema on install and archiving the config table during uninstall) to prevent data loss; and encrypted JSONB metadata exposure in encrypt-query-language, along with operator standardization, plan visibility improvements, and performance tuning for encrypted casts and index scans. These changes collectively improve correctness, security, performance, and developer experience, reduce runtime errors, and enable safer deployments while expanding JSON-driven querying capabilities.
July 2025 performance highlights across cipherstash/proxy and cipherstash/encrypt-query-language. Key features delivered include robust JSONB support in proxy (containment, accessors, jsonpath improvements) with extensive integration tests; EQL term handling integrated into column config with context-aware data conversion and dependencies upgraded to the eql 2.1.x line; crypto provider switched to aws-lc-rs to address crypto usage issues; install/uninstall robustness improvements (dropping the eql_v2 schema on install and archiving the config table during uninstall) to prevent data loss; and encrypted JSONB metadata exposure in encrypt-query-language, along with operator standardization, plan visibility improvements, and performance tuning for encrypted casts and index scans. These changes collectively improve correctness, security, performance, and developer experience, reduce runtime errors, and enable safer deployments while expanding JSON-driven querying capabilities.
June 2025 focused on stabilizing the codebase, expanding test coverage, and delivering key JSON and encryption-related capabilities to strengthen security, performance, and deployment resilience. The team advanced feature work in both core proxy and the encrypt-query-language component while tightening quality gates and migration tooling.
June 2025 focused on stabilizing the codebase, expanding test coverage, and delivering key JSON and encryption-related capabilities to strengthen security, performance, and deployment resilience. The team advanced feature work in both core proxy and the encrypt-query-language component while tightening quality gates and migration tooling.
In May 2025, progress spanned cipherstash/proxy and cipherstash/encrypt-query-language, delivering core EQL 2.0 capabilities, strengthened data handling, and improved reliability. Key themes were EQL 2.0 adoption, robust encryption/config validation, and investment in test and CI hygiene to accelerate safe deployments.
In May 2025, progress spanned cipherstash/proxy and cipherstash/encrypt-query-language, delivering core EQL 2.0 capabilities, strengthened data handling, and improved reliability. Key themes were EQL 2.0 adoption, robust encryption/config validation, and investment in test and CI hygiene to accelerate safe deployments.
April 2025: Delivered a robust benchmarking framework, major robustness fixes, and namespace refactoring to support future evolution. Achievements span performance visibility, reliability, and maintainability across cipherstash/proxy and cipherstash/encrypt-query-language, with key upgrades to the Rust backlog.
April 2025: Delivered a robust benchmarking framework, major robustness fixes, and namespace refactoring to support future evolution. Achievements span performance visibility, reliability, and maintainability across cipherstash/proxy and cipherstash/encrypt-query-language, with key upgrades to the Rust backlog.
March 2025 delivered a suite of reliability, security, and developer-experience improvements across cipherstash/proxy and cipherstash/encrypt-query-language. The work strengthened data security, improved operator behavior, expanded testing, and enhanced tooling and documentation. Business value was realized through more predictable migrations, safer configuration and TLS handling, and clearer versioning for EQL components, enabling faster iteration and safer deployments.
March 2025 delivered a suite of reliability, security, and developer-experience improvements across cipherstash/proxy and cipherstash/encrypt-query-language. The work strengthened data security, improved operator behavior, expanded testing, and enhanced tooling and documentation. Business value was realized through more predictable migrations, safer configuration and TLS handling, and clearer versioning for EQL components, enabling faster iteration and safer deployments.
February 2025 monthly summary: Consolidated delivery across cipherstash/proxy and cipherstash/encrypt-query-language focused on reliability, observability, and data-query improvements. Key features delivered include literal handling enhancements in the proxy with encryption options, concrete literal lists, and boolean/date conversion; runtime configuration and logging upgrades with passthrough mode when no config, expanded log format/output/level defaults, and structured logging; Prometheus observability with config integration, port exposure, and a ZeroKMS request counter; ORE data-standardization and operator enhancements in the encrypt-query-language, including ore payload posture changes and expanded test coverage; and additional infrastructure improvements such as test coverage for proxy with no config and channel writer backend support with config reload.
February 2025 monthly summary: Consolidated delivery across cipherstash/proxy and cipherstash/encrypt-query-language focused on reliability, observability, and data-query improvements. Key features delivered include literal handling enhancements in the proxy with encryption options, concrete literal lists, and boolean/date conversion; runtime configuration and logging upgrades with passthrough mode when no config, expanded log format/output/level defaults, and structured logging; Prometheus observability with config integration, port exposure, and a ZeroKMS request counter; ORE data-standardization and operator enhancements in the encrypt-query-language, including ore payload posture changes and expanded test coverage; and additional infrastructure improvements such as test coverage for proxy with no config and channel writer backend support with config reload.
January 2025 monthly summary for cipherstash development focused on delivering business value through reliable CI tooling, robust encrypted-data capabilities, and strengthened testing and observability across two repositories (cipherstash/encrypt-query-language and cipherstash/proxy). Key efforts included migrating CI/build tooling to mise, removing legacy just tooling, and aligning CI across environments to reduce flakiness. Implemented cross-type and ordering operators for encrypted data with JSONB support and indexing, enabling more expressive and secure queries on encrypted datasets. Consolidated and expanded testing across both crates (including Python tests and async tests), improved test reliability, and enhanced observability with richer logging. Also advanced developer experience through protocol/context refinements, UX/workflow improvements, and targeted code-quality enhancements. Result: faster, more reliable feature delivery; stronger data security and query correctness; and improved maintainability and developer productivity.
January 2025 monthly summary for cipherstash development focused on delivering business value through reliable CI tooling, robust encrypted-data capabilities, and strengthened testing and observability across two repositories (cipherstash/encrypt-query-language and cipherstash/proxy). Key efforts included migrating CI/build tooling to mise, removing legacy just tooling, and aligning CI across environments to reduce flakiness. Implemented cross-type and ordering operators for encrypted data with JSONB support and indexing, enabling more expressive and secure queries on encrypted datasets. Consolidated and expanded testing across both crates (including Python tests and async tests), improved test reliability, and enhanced observability with richer logging. Also advanced developer experience through protocol/context refinements, UX/workflow improvements, and targeted code-quality enhancements. Result: faster, more reliable feature delivery; stronger data security and query correctness; and improved maintainability and developer productivity.
December 2024 monthly summary — cipherstash/proxy Key features delivered: - SQL AST Parsing and Context Enrichment: Implemented parsing of SQL into an AST and attached the parsed structure to the processing context to enable downstream query planning and security checks. Commit: dca01c2a529c44c14a68d58e5e355d6fcdd412db. - Schema Manager foundation: Ported the schema manager, introduced schema SQL assets, and established test setup to validate schema operations. Commits: a18ff11d9b2930cd54308851371c9ade031be8ed, c8c604e061a74740450ce150d333edbc99185479, 9ae286d948d506a35b190f0bf3985842ce50c006. - Schema interval/config and connections: Added schema interval to config and extracted the database connection function for reuse, enabling more reliable and configurable connectivity. Commits: 92de837aebcd5b6bb7a7ceab881cb14419daaec4, aa9f2731bc1b440ad7c25f5ea9996a00c01f011a. - TLS, encryption, and security posture: Enabled TLS in configuration, added TLS verification flags, and integrated schema handling into the encryption path, including TLS testing scaffolding. Commits: 0d6dabceab8a84fa262ee854c61da7a240e3be72, 4b9e788efcb2d00bac074c240d3ed2c2d40be686, 81bef82cf2d461b49955b7d3fbfa1085b81c75ea, 30a6b2ba83507d3be844d35b2f39bded23539989, c18c0d0254cd4ea13759be0b858eb9c74eeb7bc4. - Observability and reliability: Improved logging visibility and startup diagnostics, added explicit error logging, and implemented proxy backoff to enhance startup reliability. Commits: 959bcf4d9069f63edf8e3bab8c5ed3f7e42898b1, 4a36e75f87344fcf3cbe45ee3be547dc1683dd66, a298be1f22ad0ec5896931a565dd3d60b3e082f3, 37346313a55eb82e5d3858dc8a120ca4d4f5d9f8. - Config, tests, and QoL improvements: Expanded config handling, test isolation, and test infrastructure, including CI improvements, environment variable handling in tests, and client library upgrades to public crates (Rust 0.13). Commits: dacfd845538a30a96f2ea886c5c3c9bb3200ad7c, 34fdcdb820ab32811dee46bcc8d686a36164dcb3, 99e28465c2257a636880a21c2cc003d6795d60ca, 7940d007cf65462fd511ae12af734d38b9aea8e7, 74273dd3f611f47743e2ddac87e7e49c5d5b7b67, 3f9ecd8ea26c23227ae767d9b5f325f56a977c58. Major bugs fixed: - Flaky test disabled to stabilize the test suite. Commit: 0cc5afd4a70f4c95a7dd1097bc633dd3e9e76d75. - Unused/dead code cleanup to reduce maintenance burden. Commit: 2b13ff383b2ef0067b840069403021021dd53d30. - Test configuration not being respected fixed, ensuring test configs are applied correctly. Commit: 473fba1c9fefd781cbfe8758b9812855b041ac87. - PostgreSQL error handling clarified with explicit warnings to avoid silent misinterpretation. Commit: 13f008db73f203e4a1a4c60f551966a9e3979715. - Test cleanup and stabilization: removal of legacy tests and in-progress work markers. Commits: a8c3648d67688572802ec0e0ef3aacf0514ad565, f3facbf30f207569ed7f751aedded6e59830aa46. Overall impact and accomplishments: - Strengthened security posture (TLS, encryption, SCRAM support), making encrypted data handling and secure connections default-best-practice in production deployments. - Improved reliability and maintainability through schema management port, test infrastructure, CI workflows, proxy startup reliability, and better error visibility. - Accelerated development cadence with reusable database connection logic, extended config options, and updated client libraries, enabling faster iteration and safer deployments. Technologies and skills demonstrated: - Rust-based service development, modular refactoring, and codebase modernization. - SQL tooling and parsing integration (SQL AST, sqlparser fork compatibility). - Security engineering: TLS configuration, TLS verification, encryption integration, and SCRAM authentication support. - Observability: structured logging improvements, startup diagnostics, and error path visibility. - CI/CD and test infrastructure: GitHub Actions workflow, test isolation, integration tests, and environment-variable management for tests.
December 2024 monthly summary — cipherstash/proxy Key features delivered: - SQL AST Parsing and Context Enrichment: Implemented parsing of SQL into an AST and attached the parsed structure to the processing context to enable downstream query planning and security checks. Commit: dca01c2a529c44c14a68d58e5e355d6fcdd412db. - Schema Manager foundation: Ported the schema manager, introduced schema SQL assets, and established test setup to validate schema operations. Commits: a18ff11d9b2930cd54308851371c9ade031be8ed, c8c604e061a74740450ce150d333edbc99185479, 9ae286d948d506a35b190f0bf3985842ce50c006. - Schema interval/config and connections: Added schema interval to config and extracted the database connection function for reuse, enabling more reliable and configurable connectivity. Commits: 92de837aebcd5b6bb7a7ceab881cb14419daaec4, aa9f2731bc1b440ad7c25f5ea9996a00c01f011a. - TLS, encryption, and security posture: Enabled TLS in configuration, added TLS verification flags, and integrated schema handling into the encryption path, including TLS testing scaffolding. Commits: 0d6dabceab8a84fa262ee854c61da7a240e3be72, 4b9e788efcb2d00bac074c240d3ed2c2d40be686, 81bef82cf2d461b49955b7d3fbfa1085b81c75ea, 30a6b2ba83507d3be844d35b2f39bded23539989, c18c0d0254cd4ea13759be0b858eb9c74eeb7bc4. - Observability and reliability: Improved logging visibility and startup diagnostics, added explicit error logging, and implemented proxy backoff to enhance startup reliability. Commits: 959bcf4d9069f63edf8e3bab8c5ed3f7e42898b1, 4a36e75f87344fcf3cbe45ee3be547dc1683dd66, a298be1f22ad0ec5896931a565dd3d60b3e082f3, 37346313a55eb82e5d3858dc8a120ca4d4f5d9f8. - Config, tests, and QoL improvements: Expanded config handling, test isolation, and test infrastructure, including CI improvements, environment variable handling in tests, and client library upgrades to public crates (Rust 0.13). Commits: dacfd845538a30a96f2ea886c5c3c9bb3200ad7c, 34fdcdb820ab32811dee46bcc8d686a36164dcb3, 99e28465c2257a636880a21c2cc003d6795d60ca, 7940d007cf65462fd511ae12af734d38b9aea8e7, 74273dd3f611f47743e2ddac87e7e49c5d5b7b67, 3f9ecd8ea26c23227ae767d9b5f325f56a977c58. Major bugs fixed: - Flaky test disabled to stabilize the test suite. Commit: 0cc5afd4a70f4c95a7dd1097bc633dd3e9e76d75. - Unused/dead code cleanup to reduce maintenance burden. Commit: 2b13ff383b2ef0067b840069403021021dd53d30. - Test configuration not being respected fixed, ensuring test configs are applied correctly. Commit: 473fba1c9fefd781cbfe8758b9812855b041ac87. - PostgreSQL error handling clarified with explicit warnings to avoid silent misinterpretation. Commit: 13f008db73f203e4a1a4c60f551966a9e3979715. - Test cleanup and stabilization: removal of legacy tests and in-progress work markers. Commits: a8c3648d67688572802ec0e0ef3aacf0514ad565, f3facbf30f207569ed7f751aedded6e59830aa46. Overall impact and accomplishments: - Strengthened security posture (TLS, encryption, SCRAM support), making encrypted data handling and secure connections default-best-practice in production deployments. - Improved reliability and maintainability through schema management port, test infrastructure, CI workflows, proxy startup reliability, and better error visibility. - Accelerated development cadence with reusable database connection logic, extended config options, and updated client libraries, enabling faster iteration and safer deployments. Technologies and skills demonstrated: - Rust-based service development, modular refactoring, and codebase modernization. - SQL tooling and parsing integration (SQL AST, sqlparser fork compatibility). - Security engineering: TLS configuration, TLS verification, encryption integration, and SCRAM authentication support. - Observability: structured logging improvements, startup diagnostics, and error path visibility. - CI/CD and test infrastructure: GitHub Actions workflow, test isolation, integration tests, and environment-variable management for tests.
November 2024 monthly summary focusing on business value and technical achievements across cipherstash/encrypt-query-language and cipherstash/proxy. Delivered robust index handling and validation in Encrypt-Query-Language, improved encrypted column validation, and progressed encryption integration, protocol enhancements, dynamic config reloads, and TLS hardening in Proxy. These efforts improved data correctness, security posture, deployment flexibility, and runtime resilience.
November 2024 monthly summary focusing on business value and technical achievements across cipherstash/encrypt-query-language and cipherstash/proxy. Delivered robust index handling and validation in Encrypt-Query-Language, improved encrypted column validation, and progressed encryption integration, protocol enhancements, dynamic config reloads, and TLS hardening in Proxy. These efforts improved data correctness, security posture, deployment flexibility, and runtime resilience.
October 2024 monthly summary for cipherstash/encrypt-query-language. Deliverables include encryption enhancements with jsonb support and improved validation for encrypted columns and queries, CI/CD and release workflow improvements, release-state integrity fixes, SQL documentation improvements, and a typo fix in an SQL statement. These changes improve security, reliability, and developer experience, enabling broader adoption and easier maintenance.
October 2024 monthly summary for cipherstash/encrypt-query-language. Deliverables include encryption enhancements with jsonb support and improved validation for encrypted columns and queries, CI/CD and release workflow improvements, release-state integrity fixes, SQL documentation improvements, and a typo fix in an SQL statement. These changes improve security, reliability, and developer experience, enabling broader adoption and easier maintenance.
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