.

How Streaming Data Works - Overview, Examples, and Architecture

Using data for business is no longer optional if you hope to keep up. Every day, over 2 exabytes of data are generated. There are a lot of valuable insights that can be garnered from accessing and analyzing some of that data. 

Part of the reason for Big Data's power and popularity is the speed with which it empowers your business decisions. What used to take months can now take mere seconds to pull up, analyze, and inform your decisions. 

It's difficult to overstate the power and possibilities of real-time data like what you can get from streaming data architecture.

To help give you more ideas of what you might do with stream data, we've put together a guide about data streaming architecture so you can learn how to use it in your organization!

What Is Streaming Data?

To understand streaming data architecture, first, you need to understand streaming data itself. Streaming data is defined as the continuous flow of data from multiple sources. This continual flow of data requires special processing software to process, store, and analyze data as it comes in real-time. 

Streaming data presents some unique challenges to working with it properly, however. First of all, streaming data tends to come from all over and all at once. This means your streaming data architecture needs to be set up to process data in many different formats. 

Once the data has been consolidated into a consistent format, it can be analyzed, sorted, processed, and stored through one central command console. 

Examples Of Streaming Data Technologies

Streaming data can come from a wide variety of sources. Some common sources of streaming data might be:

  • IoT Sensors
  • Servers
  • Security logs
  • Apps
  • Internal systems

This means you need to put some solutions in place to work with streaming data technologies like streaming data analytics. 

Most traditional systems are made up of two main components - storage and processing. For data streaming technologies, storage needs to be equipped to store large quantities of data consistently and logically, for starters.

Data streaming processing needs to be powerful enough to consume, sort, and act on the data you've stored from your data streaming technologies. 

These two requirements can cause problems when working with traditional technology like legacy databases. This is part of why you need to put streaming data architecture in place. 

One real-world example of streaming data would be data from a ride-sharing app. The ride-sharing app consolidates data from different sources to deliver a smooth, continuous experience for all involved. Some of this disparate data might include:

  • Traffic information
  • Real-time tracking data 
  • Pricing information

These data streams are necessary to determine how much a ride will cost, which driver to assign, and deliver an estimated travel time. 

Setting up this kind of system requires making some decisions. Streaming analytics can be set up to analyze real-time data, for instance. For example, sometimes developers choose a Batch Processing setup for data streaming analytics, which is slightly less resource-intensive. 

Batch Processing involves pulling a predetermined amount of data which is then analyzed, sorted, and processed in the storage component of your analytics system. 

Benefits Of Streaming Data

Collecting data is only the beginning of a data-driven business strategy. In fact, it can even be detrimental as accruing data is just more busywork unless you're actually able to use it. The data you collect is unlikely to be of much use months after the fact. 

In today's accelerated business world, you don't have time to wait for batches of data to be collected, stored, and processed. Much of your competition is likely already using real-time data analytics, giving them a competitive edge if you're still relying on slow, cumbersome data strategies. 

Streaming data also empowers you and your organization to stay up to the second with your customers and in your industry. Data streaming analytics alert you to potential problems as they're happening. 

Say you've got a filter set up to process data from your social media accounts, for instance. You might configure this filter to monitor your social media accounts for any negative mentions of your brand. If this filter is set off, you might have a bot send an automated message with a special incentive like a discount. 

This way, you've curtailed any possible bad press and negative reputation your company might gather from such an incident and spin it into positive PR instead. 

That's just one possible application of data streaming analytics, as well. 

Data streaming technologies can also improve your customer's experience. Real-time data analytics are a critical component in product recommendations, for instance. If you have a streaming service, like an on-demand video app, putting real-time analytics in place can give your viewers recommendations based on things they've just watched.

Any of these features will help to give your company and products a competitive edge. And in today's crowded marketplace, we all need as many advantages as we can get.

Views: 280

Tags: AWS, DATA, Data, ETL, KINESIS, MYSQL, PROCESSING, STREAM, STREAMING, Stream, More…dsc_dataformats

Comment

You need to be a member of Data Science Central to add comments!

Join Data Science Central

Comment by Anna Michael on September 24, 2021 at 10:26pm

To get to that level of perfection which you were aiming for, it is essential that you proofread your final draft before submission. By doing this, you can detect essay writing service in your article and hence, take the right measures to rectify them. By removing all of these, your article would be taken up a whole notch in terms of quality and content.

Comment by Anna Michael on September 24, 2021 at 10:25pm

Essay writing assignments are essentially designed to ignite the creativity of thought and ideas within individuals, allowing them to become more superior at various academic tasks such as dissertation writing service. However, instead of dreading these, students must look for ways that can simplify the whole process of writing an essay from scratch.

Comment by Anna Michael on September 24, 2021 at 10:24pm

In this case, you can invest some time in breaking the task down and creating a schedule to complete each component of the project. One of the motivating factors for any human being is getting a reward after working hard. Keeping this in mind, you can offer yourself a reward for completing the essay writing service. The reward you offer must hold value to you. For example, you can watch your favourite movies after completing the essay, or you can have your favourite ice-cream.

Comment by Anna Michael on September 24, 2021 at 10:23pm

Set time limits for everything you do. For instance, you may promise yourself that essay writing service will watch your favourite season episodes for an hour. After the completion of one hour, you should terminate this activity at once. Remember, it may take a while to become accustomed to these limits but it will eventually help you attain self-control. Messy surrounding can impact your proficiency levels. Thus, you should keep your surroundings clean to keep your mind aloof from tangled thoughts. On this account, you can assign places to certain objects so that your living and working sphere stay organised. It is a fact to lament that most of the students do not make use of healthy eating practices. They mostly consume junk food which can readily be eaten on the go. However, such eating items do not nourish and fulfil energy requirements. Thus, students should follow a proper diet plan to infuse productivity in every task they accomplish.

Comment by Anna Michael on September 24, 2021 at 10:22pm

On the other hand, if the prompt states that you should write with a formal tone then here too maintain a formal style and tone in essay writing service To get to that level of perfection which you were aiming for, it is essential that you proofread your final draft before submission. By doing this, you can detect all the errors and flaws in your article and hence, take the right measures to rectify them. By removing all of these, your article would be taken up a whole notch in terms of quality and content.

Comment by Anna Michael on September 24, 2021 at 10:21pm

Once they are all pinpointed, then take the appropriate measures to remove them from essay writing service. The most dreaded thing for many students is the task of writing an essay, which is often a vital component of many academic curriculums. Essay writing assignments are essentially designed to ignite the creativity of thought and ideas within individuals, allowing them to become more superior at various academic tasks such as these. However, instead of dreading these, students must look for ways that can simplify the whole process of writing an essay from scratch.

Comment by Anna Michael on September 24, 2021 at 10:20pm

Even if you persuade yourself to do it, looking at the amount of work that needs to be done reduces your motivation to attempt the project. In this case, you can invest some time in breaking the task down and creating a schedule to complete each component of the project. One of the motivating factors for any human being is getting a reward after essay writing service. Keeping this in mind, you can offer yourself a reward for completing the project. The reward you offer must hold value to you. For example, you can watch your favourite movies after completing the essay, or you can have your favourite ice-cream.

Comment by Anna Michael on September 24, 2021 at 10:18pm

Messy surrounding can impact your proficiency levels. Thus, you should keep your surroundings clean to keep your mind aloof from essay writing service. On this account, you can assign places to certain objects so that your living and working sphere stay organised. It is a fact to lament that most of the students do not make use of healthy eating practices. They mostly consume junk food which can readily be eaten on the go. However, such eating items do not nourish and fulfil energy requirements. Thus, students should follow a proper diet plan to infuse productivity in every task they accomplish.

Comment by Anna Michael on September 24, 2021 at 10:03pm

Once they are all pinpointed, then take the appropriate measures to remove them from your essay. The most dreaded thing for many students is the task of writing an essay, which is often a vital component of many academic curriculums. Essay writing assignments are essentially designed to ignite the creativity of thought and ideas within individuals, allowing them to become more superior at various academic tasks such as coursework writing service However, instead of dreading these, students must look for ways that can simplify the whole process of writing an essay from scratch.

Comment by Anna Michael on September 24, 2021 at 10:02pm

How can you expect others to find out about your product or service, if you fail to market it effectively? You could be selling the lasagna in the world, but who would eat it if nobody even knows it exists? Your ideation is fogged if you completely reject the positive impact of marketing. However, this comes down to individual choice – If your intentions are pure and the desire to promote stems from a coursework writing service, a positive change can be witnessed.

© 2021   TechTarget, Inc.   Powered by

Badges  |  Report an Issue  |  Privacy Policy  |  Terms of Service