Rockset

FEBRUARY 6, 2019

Aggregator Leaf Tailer (ALT) is the data architecture favored by web-scale companies, like Facebook, LinkedIn, and Google, for its efficiency and scalability. In this blog post, I will describe the Aggregator Leaf Tailer architecture and its advantages for low-latency data processing and analytics.

Lambda Architecture 40

Lambda Architecture Architecture MongoDB Kafka 40

Towards Data Science

APRIL 30, 2024

This blog post is my note after reading the paper: The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing. The processing system must also be simple and flexible to adapt to the business’s complexity.

Google Cloud 61

Google Cloud Process Cloud Lambda Architecture 61

LinkedIn Engineering

OCTOBER 19, 2023

This framework, along with Apache Spark for batch processing, formed the basis of LinkedIn’s lambda architecture for data processing jobs. The lambda architecture approach led to operational complexity and inefficiencies, because it required maintaining two different codebases and two different engines for batch and streaming data.

Process 119

Process Lambda Architecture Kafka Machine Learning 119

Knowledge Hut

APRIL 25, 2023

A Data ingestion pipeline could be grouped under several types: Batch architecture: In this system, the raw data from various sources is collected in batches and moved to a target location. The batch processing system could be triggered by a user query or scheduled automatically at specific intervals.

Data Ingestion 52

Data Ingestion Lambda Architecture Raw Data Kafka 52

Rockset

JUNE 14, 2022

Embedded content: [link] We'll be doing more videos like this in the future, so sign up for notices from our blog and join our community so you don't miss them. Earlier at Yahoo, he was one of the founding engineers of the Hadoop Distributed File System. He was also a contributor to the open source Apache HBase project.

Architecture 52

Architecture Lambda Architecture Hadoop Database 52

LinkedIn Engineering

MARCH 23, 2023

In the past, we often used lambda architecture for processing jobs, meaning that our developers used two different systems for batch and stream processing. In this blog post, we will share our progress, challenges, and lessons learned from implementing Apache Beam.

Process 97

Process Lambda Architecture Kafka Datasets 97

Pinterest Engineering

MAY 2, 2023

So our user sequence real-time indexing pipeline is composed of a Flink job that reads the relevant events as they come into our Kafka streams, fetches the desired features for each event from our feature services, and stores the enriched events into our KV store system. The first module retrieves key-value data from the storage system.

Lambda Architecture 66

Lambda Architecture Datasets Software Engineer Software Engineering 66