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The New Generation Data Lake
The volumes of data used for Machine Learning projects are relentlessly growing. Data scientists and data engineers have turned to Data Lakes to store vast volumes of data and find meaningful…
Read more at Towards Data Science | Find similar documentsMy Definition of Data Lake
Unlike most of the similar articles, I’ll focus on explanation about this concept and obviously my subject: “my definition of data lake”. Not to mention about technology details. Please understand…
Read more at Analytics Vidhya | Find similar documentsWhat is a Data Lake?
Both, Data Lakes and Data Warehouses are established terms when it comes to storing Big Data, but the two terms are not synonymous. A data lake is a large pool of raw data for which no use has yet…
Read more at Towards Data Science | Find similar documentsData Lake And Quality Assurance
A data lake is a centralized repository of data that allows you to store all your structured and unstructured data at any scale. You can store your data as-is, without having to first structure the…
Read more at Analytics Vidhya | Find similar documentsData Lake: an asset or a liability?
A Data Lake, as its name suggests, is a central repository of enterprise data that stores structured and unstructured data. The promise of a Data Lake is “to gain more visibility or put an end to…
Read more at Towards Data Science | Find similar documentsDo you really need a data lake?
Data lake is an important component of any Data Strategy. What kind of problems will a data lake solve and how would it address Business Intelligence and Advanced Analytics issues?
Read more at Towards Data Science | Find similar documentsHow to build a data lake from scratch — Part 1: The setup
The complete tutorial of how to make use of popular technology to build a data lake and data engineering sandbox with docker-compose.
Read more at Towards Data Science | Find similar documentsFrom Data Lakes to Data Reservoirs
It is amusing that when we talk about data the best analogy is typically rooted in water. This makes sense in order to fathom the idea of data — which comes in all shapes and sizes— people tend to…
Read more at Towards Data Science | Find similar documentsLakehouse and the evolution of Data Lake
Lakehouse's main goal is to bring the key features from data warehouses into the data lake model with the open-source storage layer Delta Lake.
Read more at Towards AI | Find similar documentsWhat is Data Lakehouse? 👀
Data warehouses are systems that contain relational data from the past, where we perform data transformations or data cleaning with ETLs. Data warehouses commonly used to find answers to existing…
Read more at Analytics Vidhya | Find similar documentsWhat is a Data Lake? It is not a Data Swamp
At work, I am currently building a data lake on the Google Cloud Platform. While working, you really realize how much data a medium-sized company can already have. I work in the energy sector. In…
Read more at Towards Data Science | Find similar documentsHow to build a data lake from scratch — Part 2: Connecting the components
The complete tutorial of how to make use of popular technology to build a data lake and data engineering sandbox with docker-compose. Part 2.
Read more at Towards Data Science | Find similar documentsMoving from a database mindset to a Data Lake mindset
There are several key conceptual differences between working with databases and Data Lakes. In this post, let’s identify some of these differences which may not be intuitive at first sight…
Read more at Towards Data Science | Find similar documentsA Gentle Introduction to Data Lakehouse
Data Lakehouse is a new data architecture that has been mentioned a lot in the past few years. It has been proposed in order to solve the pain points that old and well-established data architectures…
Read more at Towards Data Science | Find similar documentsBenefits of a Hybrid Data Lake
Both, data lakes and data warehouses are established terms when it comes to storing Big Data, but the two terms are not synonymous. A data lake is a large pool of raw data for which no use has yet…
Read more at Towards Data Science | Find similar documentsFrom Data Warehouse to Data Lake to Data Lakehouse
What’s for what, what you need, and what are the advantages and limitations Before we go to Data Lake we need to go through the other Data Store technologies, to see the full picture and to understan...
Read more at Towards Data Science | Find similar documentsDatabricks Delta Lake — Database on top of a Data Lake
Going back 8 years, I still remember the days when I was adopting Big Data frameworks like Hadoop and Spark. Coming from a database background this adaptation was challenging for many reasons. The…
Read more at Towards Data Science | Find similar documentsDatabricks Delta Lake — Database on top of a Data Lake — Part 2
In Part 1 we explored how Delta Lake features like ACID Transactions, Checkpoints, Transaction Log & Time Travel can positively impact change data capture, processing and management. In this article…
Read more at Towards Data Science | Find similar documentsData Lakes, and SQL???
With greater data volumes, the push is toward newer technologies and paradigm changes. SQL meanwhile has remained the mainstay. Here, I explore how SQL is used with Data Lakes and the new data…
Read more at Towards Data Science | Find similar documentsBig Data & Data Lake a complete overview
What’s the crack jack?If you ever wanted to know what is Big Data and not what you think Big Data is or If you ever wanted to know what is Data Lake and not what you think Data Lake is, you should che...
Read more at Oracle Developers | Find similar documentsHow to Ingest and Consume Data from Azure Data Lake
Analysis on ingestion/consumption patterns including delta lake PoC Continue reading on Towards Data Science
Read more at Towards Data Science | Find similar documentsBuild An Enterprise Data Lake On Cloud — Introduction
This blog is part 1 of a blog series which covers how to create a data lake on the cloud. The first , most important part to understand for every solution / design architect is that building the data…...
Read more at Analytics Vidhya | Find similar documentsGetting Started with Data Lakes
Ideas and Explanations behind the complement to Data Warehouses Continue reading on Towards Data Science
Read more at Towards Data Science | Find similar documentsData Lake VS Data Warehouse
Data Lakes and Data Warehouses are used widely to store large amounts of data. However, they are not interchangeable terms. You will be surprised to know that both of these approaches are…
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