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Business Intelligence(BI) and Data Analytics are no longer buzzwords. Instead, enterprises are rapidly gravitating towards them to improve business performance. With adequate focus on data literacy, its collection, and data infrastructure, it is possible to accomplish results capable of enhancing revenue generation.
Businesses generate a humongous amount of data today. This necessitates adopting intelligent and result-oriented data products to process the generated data and enhance its utility. The model "Data Science Hierarchy of Needs," suggested by Monica Rogati, further corroborates this. According to this model, Data Acquisition occupies the lowest level. It is succeeded by Data Engineering, Data Analytics, Business Analytics, Data Science, and AI (deployment and observability).
Data engineering helps to connect data gathering with Data Science. Raw data cannot form the basis for building predictive models that establish trends and patterns. It needs to be converted into a usable or accessible form. This transformation is achieved using well-designed systems and pipelines. The designing, developing, testing, and maintenance of these pipelines and architectures fall under the purview of Data Engineering.
Data Science deals with the extrapolation of knowledge and insights from transformed but noisy raw data, both structured and unstructured, and applying that knowledge to answer business-related queries for better decision-making and formulate metrics to improve implemented business processes.
Data scientists achieve the above by using different scientific methods, algorithms, processes, and systems. Data engineers complement Data Scientists by providing them with the necessary framework and architecture.
Data Engineering: Defining its scope and criticality
Analysis of Big Data has completely changed the way of doing business. The collection and management of such a large volume of data require the development of an architecture that can handle structured and unstructured primary data and appropriately cleanse and transform it. The development and management of this data architecture is done by Data Engineers. They use different intricate methodologies to achieve this. Tools associated with the implemented technique range from AI to Data Integration. By choosing and employing the correct tools and techniques, Data engineers gather, clean and authenticate data to make it comprehensive and coherent for analysis by Data Scientists.
Data Engineering is also important because it helps to refine SDLC(Software Development Life cycle), enhances data security, protect businesses from cyber attacks and cyber frauds and increase business domain knowledge. Its contribution to elongating the shelf-life of a business is indisputable. By converting unreadable data into readable form, Data Engineering empowers Data Scientists with secure data to generate accurate business insights.
Data Science: Its meaning and definition
Modern businesses are awash with data. With the expertise of professionals, it is possible to use available cutting-edge technology and tease actionable insights from the gigabytes of transformed data generated. These experts are Data Scientists.
They add value to a business by providing enterprises with accurate analytics and insights for precise decision-making, deciphering trends to realign goals, improve workflows by focussing on its best practices and identifying growth and revenue-earning opportunities. Data Science is also used to provide quantifiable data-driven evidence, refine target audience and influence insightful talent acquisition.
Data scientists are invaluable assets who analyze disparate data sources to generate meaningful insights that help businesses to grow, become profitable, and attain sustainability.
Data Engineering vs. Data Science
Often confused and thought to refer to the same thing, Data Engineering and Data Science are interwoven processes with distinct fundamental differences. Data engineering is the bridge that straddles the divide between data gathering and gaining value from data. It plays a critical role in the success of data science.
Differences between the two primarily relate to:
Conclusion
To sum up, Data engineering plays a critical role in Data Science. But while they might occur together in almost all business applications, they are fundamentally different and require separate tools and skill sets for successful application.
Data Engineering deals with data management, understanding, and extraction from big datasets. At the same time, Data Science is concerned with analyzing the cleaned and extracted data and using analytics to generate intelligent business insights. Together, they help businesses transition from average to excellent.
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Get familiar with these 5 Best PHP Frameworks for Modern Web Development
Web Application development is quite a complex and prolonged process. But, with the right PHP framework, Sun Dew Solutions can ease out the process and minimize the time required for development. PHP, also known as Hypertext Preprocessor is one of the most powerful and popular server-side scripting languages which provides a wide gamut of frameworks that build complex applications and enterprise-class websites easily.PHP Frameworks come in all categories of form and sizes and have targeted developers with different levels of experience, application needs, hosting capabilities, and development time-frames. One should always consider picking the modern PHP Framework that provides well organized, reusable and maintainable code. It’s also important to understand why PHP 5 and 5.6 became obsolete, since outdated versions can create major security and compatibility issues for web projects. Most modern PHP frameworks follow the Model-View-Controller pattern that ensures the separation of presentation and logic and support modern web development practices.Look at the 5 best PHP Frameworks that increases productivity and makes web development streamline-1. LaravelLaravel PHP framework is comparatively new and it is one of the most robust and popular tools which is been used extensively by a large number of experienced web developers. The framework is designed with lightweight template processor called ‘Blade’ elegant syntax that makes task simple and enables frequent chores such as authentication, caching, sessions, Restful routing, and queuing easier for developers. Laravel also includes a local development environment called homestead that is a packed Vagrant box.2. SymfonySymfony is the second most popular PHP Framework after Laravel. It is a reliable and high performing framework developed for creating websites and applications. Symfony is also built on similar web architecture design patterns like Laravel which includes components such as Drupal, EZ Publish and phpBB. It’s hard to determine which is superior among Laravel and Symfony as they both have common and excellent features and are among the most popular framework used in website development.3. PhalconPhalcon is another popular framework among the developers because it is fast with low overheads and it is written in C and C++ to attain the highest level of performance. Phalcon not only speed up the execution process but it also decreases resource usage. Phalcon framework is equipped with advanced features like auto-loader, asset management, caching, security, translation and many more. It is definitely worth a try! 4. CakePHPCakePHP is great for commercial web applications and is packed with cool features such as database access, caching, validation and so on. Even though it a decade old framework, but it is still counted as one of the popular PHP frameworks. However, the latest version CakePHP Framework 3.6 upgraded the session management, modularity and enhanced the ability to create more standalone libraries. CakePHP has been used by many big brands like BMW, Express and Hyundai for developing their websites. 5. CodeignitorCodeignitor is a developer friendly framework with the simple installation process and minimalistic configuration setup which can save you from a lot of hassle. It is an ideal choice if you want to avoid PHP version conflict and works fine on almost all shared and dedicated hosting platforms. As Codeignitor is not built on MVC development pattern, it gives developers a great freedom where they can use their own code and naming conventions. Being one of the lightweight frameworks, it gives developers an opportunity to add third-party plugins to perform more complex functionalities.Each framework has its own perks and flaws, however choosing the right one depends on various factors like speed, ease of use, security, scalability, documentation and hosting sources. Along with that, the skill sets of the developer and the project they will be working on also come into consideration. Just be sure to check the company behind the development of each framework to be certain, it is actively maintained and has long-term support which will ensure that it remains updated in the future.
Why do you need a ‘bespoke’ website for your Company Brand?
In the present context of digital transformation, every company needs a robust online presence in order to reach their target customers and markets. A poorly built website could result in losing out on conversions and opportunities for the business. It’s very important to have a synchronized and an incredibly captivating digital presence through the web and mobile platforms.A recent case study of BIA/Kelsey indicated that 97% of consumers will go on the internet to search products and services in the vicinity. Whether your revenue comes through your website or not, customers expect to find you online. This essentially means having a fully bespoke website that speaks to the target audience on behalf of the brand, communicates its products and services in a simple and faster way. So, make your website the most effective sales tool in your marketing arsenal for reaping maximum conversions.With so many free templates and off-the-shelf options, many businesses are questioning why they should pay premium charges for a bespoke website. Our take is simple, a bespoke website can have an insanely incredible design that delivers great customer experience.Unique designs help you establish the Brand connectEvery business is unique in nature and have their own core competencies and a Brand message to convey to their customers. In spite of how many color and skin options the off-the-shelf templates and design tools have, they do not give you the design edge that your company or Brand might need. A custom design gives you the opportunity to design your website in such a way that it becomes a piece of art. This helps you to position your Brand in the way you want it to be and conveys the DNA and the culture of the organization.Making it secure, less vulnerable to cyber attacksMost of the Content Management Systems are free and are developed through codes and plugins contributed by various people across the globe. On one hand they work as expected but you are never sure what vulnerabilities may exist there. So, one must not depend on these open sources platforms totally for complete security. Anybody familiar with markup language and relevant coding architecture can easily make changes to the existing codes and plugins, resulting in data leakage or a compromised web presence. By having a custom designed website, one can optimize and raise the level of security and prevent their site from cyber-attacks.Tailored to your businessWith a tailor-made website development approach, one can use a very creative and innovative approach to design a great web experience representing the Brand’s core competencies and the services they provide. This helps their customers to find them easily and navigate through segments and contents that matters most. A faster communication effectively gets the customer attention and thus the conversion rates become higher.A tailored design can be carefully crafted with modern typography and more creative formatting with bright colors and bolder gradients with more white space. The main essence is to make your web presence simple, compact and precise so that your customers love the ease and accessibility of the same. It also helps you to enjoy all cutting-edge features that you can have to make it an insanely great experience for your customers.Performance TrackingWith a bespoke website, businesses can integrate SEO and social media features at length on the website as well. This will help you to get information regarding your website traffic, new leads, social media analytics, bounce rate and performance, which becomes a key factor in measuring your online success and optimizing resources time to time as per business needs.Low maintenance costIn the beginning, the cost is more to develop a bespoke website but considering its benefits, it is one of the most important investments that a business would make. A website that has been wisely planned out, personalized to fit your requirements and attract your TGs will be far more likely to deliver the right traffic and ultimately convert that into sales. Investing in a bespoke site has proved to be more rewarding in the long run.Building a user-friendly website that is built on the cutting-edge technologies and innovative design formats will always deliver a great user experience. A bespoke development further ensures to be fluid responsive, i.e. seamlessly accessible through devices of any form factor, better secured, more customer focused, that enables you to shape your brand identity. In the end, you will find that a bespoke website is a perfect fit for your business and much more cost-efficient.Sun Dew Solutions was born with the passion and love of creating great web and mobile experiences. Our motto for the past decade has been to make the web more simple, clean, accessible and most importantly lovable for millions of users across the globe. We ensure hand crafted designs that suits your Brand’s identity and stands out in bold amongst your competitors.Let your new website take you to the next high. Connect with us for a free consultation!
Static vs dynamic website? Pros and cons, detailed Comparisons
A website is a backbone and one of the primary pillars of any online business. When you are choosing a website for your business, make sure it is robust and scalable to reconstruct and grow your business. Though there are certain parameters to categorize a website, it can be mainly classified based on the functions they perform and the nature of development: A dynamic site and a static website.What is a static website?A static website is developed in CSS and HTML languages. It comprises a series of coded files that are created to represent different physical pages on the site. These websites are easy and quick to develop. A static website looks much like an online brochure with forms and hyperlinks which enable its potential customers to view different pages on the screen. The pages on a static website once created will remain static and cannot be updated without coding skills. That is, if the business owner wants to update certain information on the static website, he must hire a versed developer to perform the needful.What Is a Dynamic Website?On the other hand, a dynamic website is developed using certain advanced server technologies like PHP, JavaScript, or ASP to build more dynamic web pages that are interactive in nature and dynamic according to time, geography, and user type. We can connect dynamic websites to a large database to pull information. This helps in creating a more user-driven page consisting of informative content that changes as the user wants according to the user’s commands.Pros and cons of a static websiteProsTime-savingOne of the greatest advantages of a static website is its quick development time. It is faster to develop a static website than a dynamic one.Cost-EffectiveUnlike a dynamic website, a static website is quite cheap to develop. So startups can certainly find this option better on a shoestring budget. For static websites, you can get dedicated servers at a cheaper price.Easy IndexingSearch engines including Google can easily index it as it is just a series of coded HTML or CSS files.Fast TransferringAs a Static website does not boast of complex structures like the dynamic one, it can easily be transferred from server to client without lengthy processing time.ConsLimited FunctionalityA static website does not offer the truckload of functionalities that a dynamic website can. Besides adding images, text, videos, and hyperlinks to the content, a static website cannot perform any other specific functions.Difficulty in changing and updating informationIt is time-taking and complicated to change and update the content on a static website. A technical expert will be required to complete the task as all HTML files need to be changed individually even to make the slightest changes to the web pages.No Apt for the long runAny online business needs to make a number of changes and updates to be in sync with the latest information. On a static website, one needs to change each file again and again in order to make those changes live. Pros and Cons of a Dynamic WebsiteProsEasy to UpdateThe primary advantage of a dynamic website is its easy-updating feature enabling quick updates according to the requirements of the business owner. Unlike the Static website, analytical research is not needed to change the dynamic website.InteractiveDynamic websites are interactive and respond instantly to the users and change according to their behavior.Quick ResponsivenessIn contrast to the static website, a dynamic website is preferred by the users for its responsiveness. It can be quickly updated to various screen sizes which were impossible with a static one.Sleek NavigationA dynamic website offers sleek navigation and lets the user move around and transition from one page to the other without any problem.ConsExpensiveCompared to the static websites, dynamic websites cost more for both hosting and development. However, it does not cost additional charges for any updates or changes.Slow ProcessingAs a dynamic website is suitable to perform different functions with complex technology, this results in it becoming slower to load and process.Conclusion The resourcefulness and the utility of both the static and dynamic websites depend on specific purposes and needs. Where startups might prefer the ease and simplicity of a static website, many business owners might go with the rich functionality and intuitiveness of dynamic websites. Though dynamic website costs are high, it is a better approach to website development. It would be a one-time investment and would be beneficial to scale any online business.
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