1. Introduction & Overview In modern DevSecOps environments, speed, reliability, and security are essential throughout the application development and delivery lifecycle. One of the architectural patterns that supports these objectives…
1. Introduction & Overview What is Real-Time Data? Real-time data refers to information that is delivered immediately after collection with minimal latency. It enables systems to respond instantly to changes,…
1. Introduction & Overview In modern DevSecOps environments, large-scale automation is essential for handling vast datasets, processing logs, performing scans, and maintaining consistent security across distributed systems. One powerful approach…
1. Introduction & Overview What is CDC (Change Data Capture)? Change Data Capture (CDC) is a design pattern and technology that identifies and tracks changes (inserts, updates, deletes) to data…
Introduction & Overview What is Streaming Ingestion? Streaming ingestion refers to the continuous collection, processing, and ingestion of real-time data into storage or analytics systems. Unlike batch ingestion, which processes…
1. Introduction & Overview What is Reverse ETL? Reverse ETL (Extract, Transform, Load) is the process of moving data from a centralized data warehouse or data lake into operational tools…
1. Introduction & Overview In the data-driven world of DevSecOps, integrating robust data pipelines is crucial to gain visibility, enforce policies, monitor security, and drive automation across the software lifecycle.…
📌 Introduction & Overview In the fast-evolving world of DevSecOps, where security, development, and operations merge into a unified lifecycle, data plays a central role. Whether it’s telemetry from CI/CD…
1. Introduction & Overview What is Delta Lake? Delta Lake is an open-source storage layer that brings ACID (Atomicity, Consistency, Isolation, Durability) transactions to Apache Spark and big data workloads.…
1. Introduction & Overview What is Snowflake? Snowflake is a cloud-native data warehousing and analytics platform that supports data storage, processing, and analysis. Built on top of Amazon Web Services…