Fixing PowerShell HTML Parsing Quirks Mode with Doctype

Summary A production automation script failed to correctly parse and manipulate HTML structures using the HTMLFile COM object in PowerShell. Specifically, the DOM parser treated the <footer> tag as an empty, self-closing element rather than a container. This caused subsequent attempts to modify child elements or read the outer HTML of the container to return … Read more

Preventing Postgres search_path Drift During Spring Boot Migrations

Summary During a production migration, an application failed to locate newly created tables, leading to UndefinedTableException errors in the Spring Boot service. The investigation revealed that the tables were being created in the public schema by default, while the application’s connection string and search path were configured to look for a specific tenant-specific schema. This … Read more

Avoid Dependency Conflicts with Virtual Environment Practices

Summary Poor environment management in Python projects leads to dependency conflicts, reproducibility issues, and team collaboration breakdowns. This postmortem examines the critical importance of proper virtual environment setup and dependency management for Python projects. Root Cause The fundamental issue stems from not isolating project dependencies through virtual environments. Without isolation: Global package installations create version … Read more

Fixing .NET Config Binder Issues with Enumerable Properties in a Production Outa

Summary A production outage was triggered when a critical configuration update failed to propagate to a service. The issue stemmed from a misunderstanding of how the Microsoft.Extensions.Configuration.Binder interacts with collection types and static properties. While the configuration existed in appsettings.json, the application continued to operate with empty default values, leading to unauthorized access attempts and … Read more

Automating User‑Policy Assignment in Keycloak 26 Self‑Registration

Summary A development team encountered a critical failure in a self-registration workflow using the Keycloak 26 Java client. While the initial user registration via the API succeeded, users were immediately unable to log in. The investigation revealed that the system required users to be explicitly added to a Client Authorization Policy to grant access. The … Read more

How to Convert a Pandas Index Back to Columns After Transpose

Summary Turning an index back into columns is a common step after reshaping data with pivot, join, or transpose. In pandas you can use reset_index() or DataFrame.rename_axis(None) to promote the index levels to regular columns, then split the combined string into separate fields. Key takeaways Use reset_index() after the join to expose the index as … Read more

Fixing a PyQt5 table filter regression caused by a misplaced break

Summary A production UI component in a PyQt5 application experienced a logic regression following a feature request to add column-specific filtering. While the original implementation performed a global search across all cells, the updated version—intended to filter by a specific column—introduced a premature loop termination bug. This resulted in incorrect row visibility states, where searching … Read more

Dynamic pivot of a wide table to map reports to fields in T‑SQL

Summary An engineer attempted to perform schema discovery on a “God Table”—a wide, sparse table containing data from multiple disparate reports. The goal was to transform 100+ sparse columns into a pivoted matrix to visualize which ReportName utilizes which specific data fields. The core challenge was avoiding the manual enumeration of over 100 column names, … Read more

Prevent Argon2 verify crashes by validating password hashes

Summary A production service failed during user authentication due to a TypeError thrown by the argon2 library. The error pchstr must be a non-empty string indicates that the function responsible for verifying a password received an undefined, null, or empty string in place of the stored hash. This is a classic case of data integrity … Read more