Lambda Architecture and SQL - Data Engineering Digest

8 Essential Data Pipeline Design Patterns You Should Know

Monte Carlo

NOVEMBER 21, 2024

Lambda Architecture Pattern 4. Kappa Architecture Pattern 5. Lambda Architecture Pattern Here’s where things get interesting. Lambda architecture is like having both a regular washing machine for your weekly loads AND that magical instant-wash machine. Batch Processing Pattern 2.

Data Pipeline

Data Pipeline Designing Lambda Architecture Kafka

Beyond Kafka: Conversation with Jark Wu on Fluss - Streaming Storage for Real-Time Analytics

Data Engineering Weekly

FEBRUARY 18, 2025

I spoke with Jark Wu , who leads the Fluss and Flink SQL team at Alibaba Cloud, to understand its origins and potential. Jark is a key figure in the Apache Flink community, known for his work in building Flink SQL from the ground up and creating Flink CDC and Fluss. Pinot provides SQL for OLAP queries and BI tool integrations.

Kafka

Kafka Lambda Architecture SQL Architecture

Aggregator Leaf Tailer: An Alternative to Lambda Architecture for Real-Time Analytics

Rockset

FEBRUARY 6, 2019

That meant a system that was sufficiently nimble and powerful to execute fast SQL queries on raw data, essentially performing any needed transformations as part of the query step, and not as part of a complex data pipeline. Most processing in the Lambda architecture happens in the pipeline and not at query time.

Lambda Architecture

Lambda Architecture Architecture MongoDB Kafka

Exploring Processing Patterns For Streaming Data Integration In Your Data Lake

Data Engineering Podcast

NOVEMBER 20, 2021

By acting as a virtual hub for data assets ranging from tables and dashboards to SQL snippets & code, Atlan enables teams to create a single source of truth for all their data assets, and collaborate across the modern data stack through deep integrations with tools like Snowflake, Slack, Looker and more.

Data Lake

Data Lake Data Integration Lambda Architecture Process

Data News — Week 23.12

Christophe Blefari

MARCH 24, 2023

In small browser text areas you will be able to write Python, SQL or R code and orchestrate theses transformations with drag-n-drop. I'd have love to speak about tools offering to translate human langage to SQL like sequel.ai LinkedIn team decided to migrate to a lambda architecture and got 94% uplift in performance.

Lambda Architecture

Lambda Architecture Data Pipeline Data SQL

Building A Data Lake For The Database Administrator At Upsolver

Data Engineering Podcast

JUNE 1, 2020

In order to bring the DBA into the new era of data management the team at Upsolver added a SQL interface to their data lake platform. How does the introduction of a universal SQL layer change the staffing requirements for building and maintaining a data lake? How is the SQL layer in Upsolver implemented?

Data Lake

Data Lake Database Building Lambda Architecture

An Exploration Of The Expectations, Ecosystem, and Realities Of Real-Time Data Applications

Data Engineering Podcast

AUGUST 21, 2022

Ascend users love its declarative pipelines, powerful SDK, elegant UI, and extensible plug-in architecture, as well as its support for Python, SQL, Scala, and Java. Ascend users love its declarative pipelines, powerful SDK, elegant UI, and extensible plug-in architecture, as well as its support for Python, SQL, Scala, and Java.

Lambda Architecture

Lambda Architecture MongoDB MySQL Scala

Maintaining Your Data Lake At Scale With Spark

Data Engineering Podcast

JUNE 16, 2019

The Lambda architecture was popular in the early days of Hadoop but seems to have fallen out of favor. The Lambda architecture was popular in the early days of Hadoop but seems to have fallen out of favor. How does this unified interface resolve the shortcomings and complexities of that approach?

Data Lake

Data Lake Lambda Architecture Data Warehouse Hadoop

How to Create Near Real-time Models With Just dbt + SQL

dbt Developer Hub

JUNE 30, 2020

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. The SQL in the lambda view is simple (just a union all ), but there’s a bit of work to get to the unioned model.

SQL

SQL Lambda Architecture Raw Data Architecture

An Overview of Real Time Data Warehousing on Cloudera

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. SQL editor for running Hive and Impala queries. SQL editor for running Impala+Kudu queries. with low latency and high concurrency.

Data Warehouse

Data Warehouse Kafka Lambda Architecture Telecommunication

Handling Bursty Traffic in Real-Time Analytics Applications

Rockset

MAY 12, 2022

However, these databases tend to sacrifice support for complex SQL queries at any scale. This query optimization is something that all SQL databases excel at and do automatically. Lambda Architecture: Too Many Compromises A decade ago, a multitiered database architecture called Lambda began to emerge.

Analytics Application

Analytics Application Lambda Architecture Hadoop Database

Data Engineering Weekly #138

Data Engineering Weekly

JULY 9, 2023

Data Engineering Weekly Is Brought to You by RudderStack RudderStack Profiles takes the SaaS guesswork, and SQL grunt work out of building complete customer profiles, so you can quickly ship actionable, enriched data to every downstream team. Each architectural pattern has its limitation. Write SQL queries without learning SQL?

Data Engineering

Data Engineering Data Engineer Engineering Lambda Architecture

Data Pipeline Architecture: Understanding What Works Best for You

Ascend.io

JULY 28, 2023

Your architecture should be able to flex into more sophisticated processing logic, accommodating straightforward SQL statements in some steps, while seamlessly invoking Python and special libraries in others. Lambda Architecture Lambda architecture combines the strengths of batch and real-time processing.

Data Pipeline

Data Pipeline Architecture Lambda Architecture Data Architecture

Apache Spark Use Cases & Applications

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. Multiple Language Support: Spark provides support for multiple programming languages like Scala, Java, Python, R and also Spark SQL which is very similar to SQL.

Scala

Scala Hospitality Machine Learning Healthcare

20+ Data Engineering Projects for Beginners with Source Code

ProjectPro

AUGUST 24, 2021

This data engineering project uses the following big data stack - Azure Structured Query Language (SQL) Database instance for persistent storage; to store forecasts and historical distribution data. The current architecture is called Lambda architecture, where you can handle both real-time streaming data and batch data.

Data Engineering

Data Engineering Data Engineer Coding Project

12 Big Data Project Topics with Source Code 2023

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. If you are familiar with SQL, you should have no trouble completing this project.

Big Data

Big Data Coding Project Medical

Data Engineering Weekly #124

Data Engineering Weekly

MARCH 26, 2023

The blog highlights that the job is not just writing SQL but providing a strategic business solution for an organization. [link] NYT: Day in the Life of a Senior Analyst in the Data and Insights Group NYT publishes an article on data in the life of a senior analyst.

Data Engineering

Data Engineering Data Engineer Engineering Lambda Architecture

Data Engineering Digest

8 Essential Data Pipeline Design Patterns You Should Know

Beyond Kafka: Conversation with Jark Wu on Fluss - Streaming Storage for Real-Time Analytics

Trending Sources

Aggregator Leaf Tailer: An Alternative to Lambda Architecture for Real-Time Analytics

Exploring Processing Patterns For Streaming Data Integration In Your Data Lake

Data News — Week 23.12

Building A Data Lake For The Database Administrator At Upsolver

An Exploration Of The Expectations, Ecosystem, and Realities Of Real-Time Data Applications

Maintaining Your Data Lake At Scale With Spark

How to Create Near Real-time Models With Just dbt + SQL

An Overview of Real Time Data Warehousing on Cloudera

Handling Bursty Traffic in Real-Time Analytics Applications

Data Engineering Weekly #138

Data Pipeline Architecture: Understanding What Works Best for You

Apache Spark Use Cases & Applications

20+ Data Engineering Projects for Beginners with Source Code

12 Big Data Project Topics with Source Code 2023

Data Engineering Weekly #124

Stay Connected