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.

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Data Engineering Podcast

DECEMBER 31, 2018

How does it compare with systems such as Kafka and Pulsar for ingesting and persisting unbounded data? For someone who wants to build an application on top of Pravega, what interfaces does it provide and what architectural patterns does it lend itself toward? Can you start by explaining what Pravega is and the story behind it?

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Data Engineering Podcast

JUNE 1, 2020

Links Upsolver Podcast Episode DBA == Database Administrator IDF == Israel Defense Forces Data Lake Eventual Consistency Apache Spark Redshift Spectrum Azure Synapse Analytics SnowflakeDB Podcast Episode BigQuery Presto Podcast Episode Apache Kafka Cartesian Product kSQLDB Podcast Episode Eventador Podcast Episode Materialize Podcast Episode Common (..)

Data Lake 100

Data Lake Database Building Lambda Architecture 100

Cloudera

NOVEMBER 2, 2020

Data streamed in is queryable in conjunction with historical data, avoiding need for Lambda Architecture. Figure 1 below shows a standard architecture for a Real-Time Data Warehouse. Basic Architecture for Real-Time Data Warehousing. Architecture for Real-Time Data Warehousing with Extended Capabilities.

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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.

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Data Engineering Weekly

MARCH 26, 2023

Join Live Session LinkedIn: Unified Streaming And Batch Pipelines At LinkedIn: Reducing Processing time by 94% with Apache Beam One of the curses of adopting Lambda Architecture is the need for rewriting business logic in both streaming and batch pipelines.

Data Engineer 52

Data Engineer Data Engineering Engineering Lambda Architecture 52

Monte Carlo

MARCH 14, 2023

Also worth noting is lambda architecture-based data ingestion which is a hybrid model that combines features of both streaming and batch data ingestion. Parallel architectures Streaming and batch processing often require different data pipeline architectures. Table of Contents What is Data Ingestion?

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Knowledge Hut

MAY 2, 2024

Spark streaming also has in-built connectors for Apache Kafka which comes very handy while developing Streaming applications. The order management system pushes the order status to the queue(could be Kafka) from where Streaming process reads every minute and picks all the orders with their status.

Scala 52

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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 Engineer 52

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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 Engineer 52

Data Engineer Data Engineering Engineering Lambda Architecture 52