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Showing posts from September, 2024

Using Apache Flink for Real-time Stream Processing in Data Engineering

Apache Flink is a powerful tool for achieving this. It specializes in stream processing, which means it can handle and analyze large amounts of data in real time. With Flink, engineers can build applications that process millions of events every second, allowing them to harness the full potential of their data quickly and efficiently. What is Apache Flink? In simple terms, Flink is an open-source stream processing framework that’s designed to handle large-scale, distributed data processing. It operates on both batch and stream data, but its real strength lies in its ability to process data streams in real time. One of the key features of Flink is its event time processing, which allows it to handle events based on their timestamps rather than their arrival times. This is particularly useful for applications where the timing of events matters, such as fraud detection or real-time analytics. Flink is also known for its fault tolerance. It uses a mechanism called checkpointing, which ensu

What is the role of GitOps in a DevOps pipeline?

GitOps is a modern operational framework that applies Git, a version control system, to manage and automate infrastructure deployment and application delivery in a DevOps pipeline. In GitOps, the Git repository acts as the single source of truth for both application code and the desired infrastructure state. Here’s the role GitOps plays in a DevOps pipeline: Key Roles of GitOps in a DevOps Pipeline: Infrastructure as Code (IaC) :GitOps leverages Git to store infrastructure configuration as code (e.g., using tools like Terraform, Kubernetes manifests, or Helm charts). This ensures that the entire infrastructure is versioned, auditable, and reproducible.Any changes to the infrastructure are managed through pull requests, allowing for a review and approval process similar to software development. Automated Deployments :In  GitOps , when changes are made to the code or infrastructure definitions in the Git repository, they automatically trigger deployment processes using Continuous Integra