1d ago · 12 min read · TLDR: Lambda architecture is justified when replay correctness and sub-minute freshness are both non-negotiable despite dual-path complexity. TLDR: Lambda architecture is a fit only when you need both low-latency views and deterministic recompute fro...
Join discussionJan 16 · 3 min read · Remember last time we asked: “Why not just move all the logic to streaming? Wouldn’t that be faster?” The Dual-Track Problem of Lambda Architecture In a Lambda architecture, our data pipelines follow a dual-track approach: Lambda Architecture: Raw D...
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Nov 10, 2025 · 10 min read · In the previous article, we built the basic Speed Layer architecture with three core components — Source, Sink, and a Simple Streaming Engine. At first, everything worked perfectly: the Consumer processed order data smoothly, and the system appeared ...
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Oct 29, 2025 · 10 min read · In the previous article, we introduced the design principles and implementation of the Lambda Architecture. We talked about its three layers: Batch Layer – slow but precise; processes full historical data to ensure eventual consistency Speed Layer ...
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Aug 20, 2025 · 13 min read · Lambda architecture defines a robust framework for scalable data processing, designed to manage massive data volumes with efficiency and reliability. Organizations often experience rapid data growth; for instance: Data Growth Rate = Total Data Volum...
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Aug 20, 2025 · 27 min read · Selecting the right data processing architecture can define business success in 2025. Lambda Architecture uses separate batch and stream processing systems, resulting in high scalability and fault tolerance, but it increases complexity and maintenanc...
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May 21, 2025 · 7 min read · Remember when 'big data' just meant patiently waiting for yesterday's sales figures to show up on your desk? Ah, the good old days of batch processing! With the advent of real-time data, data processing architectures also evolved. Our apps are real-t...
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Oct 14, 2024 · 8 min read · Lambda Architecture 구성 요소 Batch Layer 정기적으로 대량의 Historical Data 를 처리합니다. (예: Daily 또는 Hourly) 이를 통해 높은 정확도와 데이터 Completeness (완전성) 을 보장하며, 복잡한 Data 변환을 처리합니다. Speed Layer 실시간 Data 를 처리하여 low-latency 시간의 결과를 제공합니다. Batch Layer 가 동일한 Data 를 처리할...
Join discussionAug 31, 2023 · 5 min read · Contents: What is Lambda Architecture? Architecture Diagram. Overview and different layers of Lambda Architecture. Working of the Lambda Architecture. Merits and Demerits of Lambda Architecture. Conclusion Lambda Architecture Lambda Architect...
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