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. Architecture With our new architecture (as shown in Figure 3), developers only need to develop and maintain a single codebase written in Beam.

Process 97

Process Lambda Architecture Kafka Architecture 97

Data Engineering Podcast

MAY 11, 2020

With real time alerts for problems in your databases, ETL pipelines, or data warehouse, and integrations with Slack, Pagerduty, and custom webhooks you can fix the errors before they become a problem. You monitor your website to make sure that you’re the first to know when something goes wrong, but what about your data?

Cloud 100

Cloud Lambda Architecture Kafka Hadoop 100

Christophe Blefari

MARCH 24, 2023

LinkedIn team decided to migrate to a lambda architecture and got 94% uplift in performance. I don't have a lot to say except the fact that we are going in a future with a lot of databases choices. How fast is DuckDB really? — Georges, Fivetran CEO, ran a performance test to have metrics on DuckDB performance.

Lambda Architecture 130

Lambda Architecture Data Pipeline Data SQL 130

Data Engineering Podcast

JUNE 16, 2019

You listen to this show to learn and stay up to date with what’s happening in databases, streaming platforms, big data, and everything else you need to know about modern data management. Coming up this fall is the combined events of Graphorum and the Data Architecture Summit. Support the show and get your data projects in order!

Data Lake 100

Data Lake Lambda Architecture Data Warehouse Hadoop 100

Ascend.io

JULY 28, 2023

Without a well-planned architecture, these pipelines can quickly become unmanageable, often reaching a point where efficiency and transparency take a backseat, leading to operational chaos. Let’s dive into the world of data pipeline architecture. What Is Data Pipeline Architecture? That’s where we step in.

Data Pipeline 52

Data Pipeline Architecture Lambda Architecture Data Architecture 52

Towards Data Science

APRIL 30, 2024

Whereas bounded data refers to data that can be defined by clear start and end boundaries, e.g., daily data export from the operation database. Here is an illustration to provide you with a similar idea between the trigger and the semantics in Lambda Architecture Image created by the author.

Google Cloud 92

Google Cloud Process Cloud Lambda Architecture 92

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

Cloudera

NOVEMBER 2, 2020

So they needed a data warehouse that could keep up with the scale of modern big data systems , but provide the semantics and query performance of a traditional relational database. Data streamed in is queryable in conjunction with historical data, avoiding need for Lambda Architecture. They chose to build their RTDW on Cloudera.

Data Warehouse 97

Data Warehouse Kafka Lambda Architecture Telecommunication 97

Rockset

MAY 12, 2022

Databases could just buffer, ingest and query data on a regular schedule. Finally, you could always plan ahead for bursty traffic and overprovision your database clusters and pipelines. Many databases claim to deliver scalability on demand so that you can avoid expensive overprovisioning and keep your data-driven operations humming.

Analytics Application 52

Analytics Application Lambda Architecture Hadoop Electronics 52

Knowledge Hut

APRIL 25, 2023

Organizations build data ingestion architecture to make sense of the complexity in the data and derive more value from it. 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.

Data Ingestion 52

Data Ingestion Lambda Architecture Raw Data Kafka 52

dbt Developer Hub

JUNE 30, 2020

You don’t want to hit your production database unless you want to frighten and likely anger your DBA. Lambda views are a simple and readily available solution that is tool agnostic and SQL based. What are lambda views? ​ The idea of lambda views comes from lambda architecture.

SQL 52

SQL Lambda Architecture Raw Data Architecture 52

Data Engineering Weekly

JULY 9, 2023

It talks about how to get adoption in your organization, a sample implementation, and the contract-driven architecture. Architectural patterns like Lambda Architecture and Kappa Architecture emerged to bridge the gap between real-time and batch data processing. Each architectural pattern has its limitation.

Data Engineering 52

Data Engineering Data Engineer Engineering Lambda Architecture 52

Monte Carlo

MARCH 14, 2023

a new transaction, an updated stock price, a power outage alert) to the destination data cloud without disrupting the database workload. Also worth noting is lambda architecture-based data ingestion which is a hybrid model that combines features of both streaming and batch data ingestion.

Data Ingestion 52

Data Ingestion Data Warehouse Lambda Architecture Data Lake 52

ProjectPro

AUGUST 24, 2021

Top 20+ Data Engineering Projects Ideas for Beginners with Source Code [2023] We recommend over 20 top data engineering project ideas with an easily understandable architectural workflow covering most industry-required data engineer skills. This big data project discusses IoT architecture with a sample use case.

Data Engineering 52

Data Engineering Data Engineer Coding Project 52

Knowledge Hut

MAY 2, 2024

It is also friendly for database developers as it provides Spark SQL which supports most of the ANSI SQL functionality. It can solve problems related to batch processing, near real-time processing, can be used to apply lambda architecture, can be used for Structured streaming.

Scala 52

Scala Hospitality Machine Learning Healthcare 52

Knowledge Hut

OCTOBER 30, 2023

This project is a Lambda Architecture program that tracks Chicago's streets' traffic conditions, including congestion and safety. For obtaining data from various Hadoop-integrated databases and file systems, Hive has a SQL-like interface. Simulating real-time traffic has successfully been modeled.

Big Data 52

Big Data Coding Project Insurance 52