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I am building a public API that receives thousands of requests every hour. Some endpoints query large tables and generate aggregated reports. I already use Redis for sessions, but I am unsure how to design cache invalidation and cache expiration strategies. I also want to prevent stale data from confusing users while still improving performance. What caching patterns work well for production systems?

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I need a laptop mainly for coding, VS Code, Docker, and light editing.
Budget is around $700.
Which options are best currently?

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I’ve watched a lot of popular action movies like John Wick, Mad Max: Fury Road, and Mission Impossible, but I’m looking for hidden gems that deserve more attention.

What are some underrated action movies with great fight scenes, strong storytelling, or unique cinematography?

It can be Hollywood, Korean, Japanese, or any international cinema. Bonus points if the movie has an unexpected twist or emotional depth.

Would love to hear your recommendations and why you think they stand out!

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Some TV shows end perfectly while others completely disappoint fans. In your opinion, which TV show had the most satisfying ending and why? Try to avoid spoilers if possible!

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I am building a public API that receives thousands of requests every hour. Some endpoints query large tables and generate aggregated reports. I already use Redis for sessions, but I am unsure how to design cache invalidation and cache expiration strategies. I also want to prevent stale data from confusing users while still improving performance. What caching patterns work well for production systems?

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Our company started with a small Laravel application, but now four backend teams are contributing to the same repository. We are facing problems with duplicated services, unclear folder structures, and difficult deployments. I want to avoid splitting everything into microservices too early. What are some practical ways to organize modules, shared services, queues, and APIs inside a growing Laravel monolith without creating maintenance nightmares later?