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Case studies

Deep dives on product problems, tradeoffs, decisions, and outcomes.

Improving Test Coverage for Core Media and Admin Flows

GLMediaCMS

We expanded automated testing around critical user journeys to reduce regressions in media operations and admin tooling.

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Expanding Channel-Level Governance Without Slowing Teams

GLMediaCMS

We added stronger channel-level controls for configuration, limits, and access, while keeping day-to-day workflows fast for content teams.

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Operationalizing Worker Health and Failure Recovery

GLMediaCMS

We strengthened worker observability and recovery patterns so media operations remain stable during spikes and failure scenarios.

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Improving Upload Reliability with Direct-to-Storage Flows

GLMediaCMS

We optimized media ingest by using direct-to-storage upload patterns, reducing bottlenecks and making large file uploads more dependable.

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Shipping Safer Bulk Content Actions for Admin Workflows

GLMediaCMS

We introduced safer bulk operations for large content sets, enabling admins to perform high-volume actions with more confidence and fewer mistakes.

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Designing a Scalable Video Metadata Model for Daily Operations

GLMediaCMS

We improved our metadata architecture so teams can manage large video libraries with cleaner search, filtering, categorization, and editorial updates.

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Improving Watch Playback, Ads, and Analytics Readiness

GLMediaCMS

We strengthened the watch and embed playback layer to support reliable streaming, configurable ad behavior, and consistent analytics event capture for reporting workflows.

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Hardening Auth State and Role-Based Access Across the CMS

GLMediaCMS

We tightened authentication/session behavior and role-aware authorization so users only see and act on what they are allowed to manage. The result was more predictable navigation, fewer permission edge-case errors, and safer multi-team collaboration.

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Stabilizing Thumbnail + Preview Generation at Scale

GLMediaCMS

We introduced dedicated media workers for thumbnail extraction and preview generation so every video gets consistent visual assets automatically. This made library browsing faster and improved discoverability without manual editorial effort.

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Building a Reliable Transcoding Pipeline with Background Workers

GLMediaCMS

We implemented a worker-based transcoding pipeline that converts uploaded source videos into delivery-ready outputs (HLS/MP4) without blocking the UI. The architecture separates interactive CMS actions from heavy FFmpeg jobs, giving editors fast response times while processing ru

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Optimizing `/library` for Massive Video Catalogs in Next.js + shadcn/ui

GLMediaCMS

We improved the `/library` page to handle very large video collections without sacrificing UX quality. Using Next.js and shadcn/ui, we reworked data loading and list rendering so scrolling, searching, filtering, and bulk actions stay responsive even as catalog size grows.

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Why Next.js on Node.js Is a Strong Foundation for Modern Applications

Next.js running on Node.js offers a practical architecture for modern web applications that need speed, scalability, and maintainability. It combines server rendering, API capabilities, and strong developer ergonomics in a single framework, making it a reliable choice for teams s

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