Big Data is a term in computer science and something we are increasingly coming into contact with in digital marketing. Simply put, Big Data is large or complex data that is more difficult to work with. But how can it be used in digital marketing? We’re going to figure that out now!
‘Big Data’ is a term in computer science that is used when the data is so large or complex that it causes obstacles in the systems you work in. For example, an Excel spreadsheet may crash or fail to accommodate all the data, and similarly, a database might struggle to handle both the data and the queries you run on it. Essentially, the term “Big Data” originated from the challenges posed by large databases.
You may now be asking yourself if Big Data in itself is a problem. And it absolutely is not, but large and complex data sets require a different type of organization and strategic framework for their data. And thus there are also systems that can handle it. Big Data can, of course, mean strain for those companies and teams that are affected in their daily work by data sets that are too large for current systems to handle.
To more clearly define what Big Data actually is, we usually talk about the “three Vs”: volume, variation, and velocity. These are the characteristics of big data:
When you work with a large database and from multiple data sources, there are opportunities to get even closer to your customers and visitors. Big data gives you the opportunity to:
Gain a deeper understanding of their needs, behaviours, and preferences.
When you have a more detailed database, you can refine your segmentation and become even more accurate in your marketing.
If you have a larger historical database, you can utilise it for predictive analysis and use it to predict trends and potential results from future efforts in your marketing.
An e-commerce company uses big data to create targeted offers.
To both manage the data and utilize the potential it possesses, you need to review the system and its compatibility, security, and the competence in the organization to utilize it.
You need to ensure that you have systems that are capable of collecting and storing large amounts of data, analysing it and integrating multiple data sources. You will get a long way here with a data warehouse in your tech stack. It helps you save and query your data (such as CRM data, e-commerce data, MA data, etc.). You can advantageously use a CDP (Customer Data Platform) to collect customer data and convey it to your data warehouse. You can also supplement it with machine learning and AI to draw insights from the data.
When it comes to large and robust data collection, you also need to ensure that different systems and flows are compatible with each other and that your solution is scalable. You also need to address privacy and handle both storage and sharing of data in a secure and legally correct manner.
To work with big data, your team needs skills in data analysis, statistics, and machine learning. Data analysts and data scientists are two examples of professional roles that work with large and complex data.
Hadoop is an open-source framework that helps store and process large amounts of data using clusters of computers. It is designed to handle and analyze massive datasets that traditional systems cannot manage easily.
Spark is an open-source, distributed processing engine used for big data workloads. It is much faster than data tools because it processes data in memory and can work with batch or real-time data.
Big data helps ed-tech by allowing companies and educators to analyze student data, monitor learning patterns, personalize content, and improve teaching methods for better learning outcomes.
MapReduce is a programming model in Hadoop that processes large datasets by splitting the job into two steps: “Map” (process and filter data) and “Reduce” (aggregate the results), allowing efficient data analysis on a vast scale.
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