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Apr 30, 2025 · 12 min read · Most of us used at work tools like Grafana, ELK, and Jeager to monitor, and track the behavior of our applications. The traditional “Observability 1.0” refers to an approach to monitoring and understanding system performance, based on three main data...
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Mar 10, 2025 · 7 min read · Imagine your favourite streaming app crashes during peak hours r an e-commerce site freezes during a flash sale, because one recommendation service fails. Sound familiar? In microservices, a single weak link can drag down the entire system. That’s wh...
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Mar 3, 2025 · 8 min read · It was 2 AM, and I was staring at a production incident ticket titled “User payment processed, but order wasn’t created.” The guilty? Our team had naively implemented a dual write - updating the database and sending a message to Kafka in the same tra...
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Feb 23, 2025 · 15 min read · Data Consitency - why it is so important? Achieving perfect consistency can be challenging and often unnecessary especially when we talk in according to microservice or Event-Driven Architecture styles. Unlike immediate consistency, which ensures tha...
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