DevX Quick Guide to Data Ingestion

DevX Quick Guide to Data Ingestion

man on floor with data

One of the biggest trends of the 21st century is the massive surge in internet usage. With major innovations such as smart technology, social media, and online shopping sites, the internet has become an essential part of everyday life for a large portion of the population. Due to this internet surge, data usage and analytics have become a massively important industry. For both consumers and businesses alike, learning more about data analytics and usage can be highly beneficial. One important term to get familiar with is data ingestion.

What is data ingestion? What are the different types of data ingestion? Also, what other terminology is important when looking at data ingestion? What are some of the benefits of data ingestion?

Here is the DevX quick guide to data ingestion.

What is Data Ingestion?

Data ingestion is a somewhat complex process. It is the act of gathering large chunks of assorted data from various locations into a single location such as a data warehouse or data lake. The data transfers to this location by utilizing a data pipeline. Once the data is stored safely it can be used and analyzed by companies or other organizations. By analyzing this database these organizations can make more informed decisions for the future.

What are the Different Types of Data Ingestion?

Batch Ingestion

Batch data ingestion is done at scheduled intervals. These intervals and ingestions points can be based on specific time intervals or specific trigger events. Batch-based ingestion is best suited for markets that do not update or change constantly.

Real-Time Ingestion

Real-time data ingestion, as the name suggests, stores data in real time. Most real-time ingestion completes by using change data capture, or CDC. CDC solutions are constantly monitoring logs for data changes, and then moving these data changes to a single storage site. Unlike batch ingestion, real-time ingestion is great for organizations working in markets that change frequently or require rapid responses. Some examples of these quickly changing markets would include stock trading, social media, or power grid stations.

What Other Terminology is Important?

Data Pipeline

A data pipeline is a method of transport for data from outside sources to a singular storage location. Data pipelines act as a sort of tunnel system for data to travel and process through.

Data Lake

A data lake is a form of storage for data ingestion. Data lakes act as a singular location in which large amounts of data can be stored, secured, and accessed. They store unrefined or raw data that lacks processing.

Data Warehouse

A data warehouse is another form of storage for large amounts of data. However, unlike data lakes, data warehouses contain clean and processed data. Unlike raw data, this data has been processed and is ready to be analyzed for future decision-making.

Data Mart

A data mart is a smaller subsection of the data warehouse. Data marts store smaller, more specific pools of processed data. Usually, data marts tailor specifically to one team, product line, or market.

ETL

Extract, transmit, and load, or ETL, is a process very similar to data ingestion. In fact, some utilize ETL solutions. ETL refers to a series of steps needed to gather and store data from various sources. First, you must extract the data from different sources. Then the data must be processed and cleaned up for analysis, or in other words transformed. And finally, the newly transformed data must be loaded into the target destination.

Data Analysis

The end goal of data ingestion solutions is to store data for eventual data analysis. Data analysis refers to the process of studying gathered data in order to learn and discover useful information about consumers and various markets. Although important to uphold consumer security and privacy, data analysis offers benefits to both businesses and consumers.

What are Some Benefits?

Data ingestion solutions allow organizations to collect large amounts of unrefined data quickly and efficiently. This data is able to be collected, secured, and analyzed in order to learn valuable information and react appropriately. Data ingestion and analysis often lead to better business and consumer relationships, better product marketing, and better consumer experiences.

Final Thoughts and Notes

Data ingestion is a vitally important tool for organizations, businesses, and consumers alike. When effective, it allows for large amounts of data to process, then ready for analysis. Organizations can use either batch-based or real-time ingestion solutions in order to gather data from multiple different sources. The data is extracted from various locations, processed within data pipelines, and then stored in a singular secure location like a data lake or warehouse. With the importance and prevalence of the internet and data usage, learning about data ingestion can be beneficial to you or your business.

Cameron Wiggins

Cameron Wiggins

Share the Post:
Performance Camera

iPhone 15: Performance, Camera, Battery

Apple’s highly anticipated iPhone 15 has finally hit the market, sending ripples of excitement across the tech industry. For those considering upgrading to this new

Battery Breakthrough

Electric Vehicle Battery Breakthrough

The prices of lithium-ion batteries have seen a considerable reduction, with the cost per kilowatt-hour dipping under $100 for the first occasion in two years,

Economy Act Soars

Virginia’s Clean Economy Act Soars Ahead

Virginia has made significant strides towards achieving its short-term carbon-free objectives as outlined in the Clean Economy Act of 2020. Currently, about 44,000 megawatts (MW)

Renewable Storage Innovation

Innovative Energy Storage Solutions

The Department of Energy recently revealed a significant investment of $325 million in advanced battery technologies to store excess renewable energy produced by solar and

Chip Overcoming

iPhone 15 Pro Max: Overcoming Chip Setbacks

Apple recently faced a significant challenge in the development of a key component for its latest iPhone series, the iPhone 15 Pro Max, which was unveiled just a week ago.

Performance Camera

iPhone 15: Performance, Camera, Battery

Apple’s highly anticipated iPhone 15 has finally hit the market, sending ripples of excitement across the tech industry. For those considering upgrading to this new model, three essential features come

Battery Breakthrough

Electric Vehicle Battery Breakthrough

The prices of lithium-ion batteries have seen a considerable reduction, with the cost per kilowatt-hour dipping under $100 for the first occasion in two years, as reported by energy analytics

Economy Act Soars

Virginia’s Clean Economy Act Soars Ahead

Virginia has made significant strides towards achieving its short-term carbon-free objectives as outlined in the Clean Economy Act of 2020. Currently, about 44,000 megawatts (MW) of wind, solar, and energy

Renewable Storage Innovation

Innovative Energy Storage Solutions

The Department of Energy recently revealed a significant investment of $325 million in advanced battery technologies to store excess renewable energy produced by solar and wind sources. This funding will

Renesas Tech Revolution

Revolutionizing India’s Tech Sector with Renesas

Tushar Sharma, a semiconductor engineer at Renesas Electronics, met with Indian Prime Minister Narendra Modi to discuss the company’s support for India’s “Make in India” initiative. This initiative focuses on

Development Project

Thrilling East Windsor Mixed-Use Development

Real estate developer James Cormier, in collaboration with a partnership, has purchased 137 acres of land in Connecticut for $1.15 million with the intention of constructing residential and commercial buildings.

USA Companies

Top Software Development Companies in USA

Navigating the tech landscape to find the right partner is crucial yet challenging. This article offers a comparative glimpse into the top software development companies in the USA. Through a

Software Development

Top Software Development Companies

Looking for the best in software development? Our list of Top Software Development Companies is your gateway to finding the right tech partner. Dive in and explore the leaders in

India Web Development

Top Web Development Companies in India

In the digital race, the right web development partner is your winning edge. Dive into our curated list of top web development companies in India, and kickstart your journey to

USA Web Development

Top Web Development Companies in USA

Looking for the best web development companies in the USA? We’ve got you covered! Check out our top 10 picks to find the right partner for your online project. Your

Clean Energy Adoption

Inside Michigan’s Clean Energy Revolution

Democratic state legislators in Michigan continue to discuss and debate clean energy legislation in the hopes of establishing a comprehensive clean energy strategy for the state. A Senate committee meeting

Chips Act Revolution

European Chips Act: What is it?

In response to the intensifying worldwide technology competition, Europe has unveiled the long-awaited European Chips Act. This daring legislative proposal aims to fortify Europe’s semiconductor supply chain and enhance its

Revolutionized Low-Code

You Should Use Low-Code Platforms for Apps

As the demand for rapid software development increases, low-code platforms have emerged as a popular choice among developers for their ability to build applications with minimal coding. These platforms not

Cybersecurity Strategy

Five Powerful Strategies to Bolster Your Cybersecurity

In today’s increasingly digital landscape, businesses of all sizes must prioritize cyber security measures to defend against potential dangers. Cyber security professionals suggest five simple technological strategies to help companies

Global Layoffs

Tech Layoffs Are Getting Worse Globally

Since the start of 2023, the global technology sector has experienced a significant rise in layoffs, with over 236,000 workers being let go by 1,019 tech firms, as per data

Huawei Electric Dazzle

Huawei Dazzles with Electric Vehicles and Wireless Earbuds

During a prominent unveiling event, Huawei, the Chinese telecommunications powerhouse, kept quiet about its enigmatic new 5G phone and alleged cutting-edge chip development. Instead, Huawei astounded the audience by presenting

Cybersecurity Banking Revolution

Digital Banking Needs Cybersecurity

The banking, financial, and insurance (BFSI) sectors are pioneers in digital transformation, using web applications and application programming interfaces (APIs) to provide seamless services to customers around the world. Rising

FinTech Leadership

Terry Clune’s Fintech Empire

Over the past 30 years, Terry Clune has built a remarkable business empire, with CluneTech at the helm. The CEO and Founder has successfully created eight fintech firms, attracting renowned

The Role Of AI Within A Web Design Agency?

In the digital age, the role of Artificial Intelligence (AI) in web design is rapidly evolving, transitioning from a futuristic concept to practical tools used in design, coding, content writing

Generative AI Revolution

Is Generative AI the Next Internet?

The increasing demand for Generative AI models has led to a surge in its adoption across diverse sectors, with healthcare, automotive, and financial services being among the top beneficiaries. These

Microsoft Laptop

The New Surface Laptop Studio 2 Is Nuts

The Surface Laptop Studio 2 is a dynamic and robust all-in-one laptop designed for creators and professionals alike. It features a 14.4″ touchscreen and a cutting-edge design that is over

5G Innovations

GPU-Accelerated 5G in Japan

NTT DOCOMO, a global telecommunications giant, is set to break new ground in the industry as it prepares to launch a GPU-accelerated 5G network in Japan. This innovative approach will

AI Ethics

AI Journalism: Balancing Integrity and Innovation

An op-ed, produced using Microsoft’s Bing Chat AI software, recently appeared in the St. Louis Post-Dispatch, discussing the potential concerns surrounding the employment of artificial intelligence (AI) in journalism. These