How to extract financial statement tables from PDF using Python?

Summary This technical postmortem analyzes the common failures when extracting financial statement tables from PDFs using Python. The primary issue stems from treating all PDFs uniformly, ignoring the fundamental distinction between digitally native PDFs (text-based) and scanned images (requiring OCR). A typical failure scenario involves attempting to parse a scanned 10-K report directly with pypdf … Read more

facet bold titles in ggplotly

Summary A user reported that when converting a ggplot2 object with bold facet strip text to a ggplotly object using the plotly library, the bold styling is lost. The root cause is that ggplot2 and plotly use different rendering engines and styling models. ggplot2 applies element_text(face = “bold”) to the plot theme, but the ggplotly() … Read more

Migration options for viewDefinition.json and CrP being retired

Summary The deprecation of Custom Resource Providers (CrP) in Azure has left many users, including those utilizing Managed Applications and viewDefinition.json, uncertain about their migration options. The official documentation still references CrP as a solution, but the announcement to retire CrP lacks clear guidance on alternatives. Users are instructed to contact their account managers, but … Read more

Re-Targeting Ads Not Showing Up on desired placements

Summary The core issue is a mismatch between audience targeting and placement targeting due to bid strategy constraints and tag duplication. A Display Remarketing campaign targeting a specific list of hand-picked placements is failing to serve ads because the campaign’s bid strategy is too restrictive (e.g., low CPA or budget caps) or the overlap between … Read more

Is there a way to avoid duplicating productFlavors and buildConfigField across multiple Android modules?

Summary The problem of duplicating productFlavors and buildConfigField across multiple Android modules in a multi-module Android project is a common issue. This duplication occurs because each Android module generates its own BuildConfig file, and productFlavors need to be defined separately in each module to maintain compile-time safety. The question is whether there is a recommended … Read more

is sharidng worth it with that latency?

Summary This postmortem analyzes the architectural trade-offs in database sharding and proxy-layer query routing. The central issue is managing cross-shard joins with strict latency requirements. We examine whether sharding is worth the complexity for high-scale systems and evaluate strategies like in-proxy hash joins and denormalization. The key takeaway is that sharding introduces unavoidable operational complexity, … Read more

NextJS + MUI app does not follow the mode set by the Operating system

Summary A Next.js application using Material UI (MUI) fails to correctly apply the operating system’s dark mode preference when the browser’s theme is set to “Device.” Instead of respecting the OS setting, the application renders exclusively in light mode. The root cause is a mismatch between the client-side hydration logic in MUI’s InitColorSchemeScript and the … Read more

Flutter HTTPS calls fail on older Android, only works if I bypass SSL certificate check

Summary The issue of Flutter HTTPS calls failing on older Android devices (Android 7 and below) while working on modern devices can be attributed to the way these older devices handle SSL certificate validation. By default, older Android versions may not support the latest TLS versions or may have issues with the certificate chain, leading … Read more

Where does Component.onCompleted fit in an object’s members, signals, ancestor chain?

Summary Component.onCompleted and Component.onDestruction are not normal signals attached to your object instances; they are special handler hooks implemented by the QML engine. The Component type is not part of your object’s inheritance chain (e.g., Rectangle -> Item -> QtObject). The syntax Component.onCompleted instructs the QML engine to register a callback on the component instance … Read more