What is a Data Lake

What is a Data Lake


James Dixon described the data lake:

If you think of a data mart as a store of bottled water—cleansed and packaged and structured for easy consumption—the data lake is a large body of water in a more natural state. The contents of the data lake stream in from a source to fill the lake, and various users of the lake can come to examine, dive in, or take samples.

data lake is essentially a single data repository that holds all your data until it is ready for analysis, or possibly only the data that doesn’t fit into your data warehouse. Typically, a data lake stores data in its native file format, but the data may be transformed to another format to make analysis more efficient. The goal of having a data lake is to extract business or other analytic value from the data.

Data lakes can host binary data, such as images and video, unstructured data, such as PDF documents, and semi-structured data, such as CSV and JSON files, as well as structured data, typically from relational databases. Structured data is more useful for analysis, but semi-structured data can easily be imported into a structured form. Unstructured data can often be converted to structured data using intelligent automation.

Data lake vs data warehouse

The major differences between data lakes and data warehouses:

  • Data sources: Typical sources of data for data lakes include log files, data from click-streams, social media posts, and data from internet connected devices. Data warehouses typically store data extracted from transactional databases, line-of-business applications, and operational databases for analysis.
  • Schema strategy: The database schema for a data lakes is usually applied at analysis time, which is called schema-on-read. The database schema for enterprise data warehouses is usually designed prior to the creation of the data store and applied to the data as it is imported. This is called schema-on-write.
  • Storage infrastructure: Data warehouses often have significant amounts of expensive RAM and SSD disks in order to provide query results quickly. Data lakes often use cheap spinning disks on clusters of commodity computers. Both data warehouses and data lakes use massively parallel processing (MPP) to speed up SQL queries.
  • Raw vs curated data: The data in a data warehouse is supposed to be curated to the point where the data warehouse can be treated as the “single source of truth” for an organization. Data in a data lake may or may not be curated: data lakes typically start with raw data, which can later be filtered and transformed for analysis.
  • Who uses it: Data warehouse users are usually business analysts. Data lake users are more often data scientists or data engineers, at least initially. Business analysts get access to the data once it has been curated.
  • Type of analytics: Typical analysis for data warehouses includes business intelligence, batch reporting, and visualizations. For data lakes, typical analysis includes machine learning, predictive analytics, data discovery, and data profiling.

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The 6 R’s of Cloud Migration Strategy

The 6 R’s of Cloud Migration Strategy


ERP is a mission-critical application that connects all operations, from sales and customer management to inventory and finance. It provides decision-makers with the desired visibility and enhances collaboration across teams. ERP systems must perform faster and handle more capacity. Must support new technologies such as Machine Learning, Artificial Intelligence, Digital Assistants and more. A cloud-based ERP can help organizations achieve the same, which makes it imperative for them to modernize their ERP by migrating it to the Cloud.

There are six effective approaches, commonly known as “The 6 R’s of Cloud Migration”.

1. REHOST (i.e. Lift and Shift)

The essence of “Lift and Shift” is to quickly enjoy the CAPEX and OPEX and other benefits of Cloud IaaS. This is like a getting out of the data center which leads to significant cost savings on valuable office space and the amounts of money spent to avoid overheating/maintenance of the data centers.

2. REPLATFORM (i.e. Lift, Thinker, Shift)

Replatforming is the middle ground between three approaches wherein the code is not altered excessively. However, replatforming involves slight changes to the code for the purpose of taking advantage of the new cloud infrastructure. This is a good strategy for organizations that want to build trust in the Cloud while achieving benefits such as increased system performance.

3. REFACTOR

Refactoring involves rebuilding or redeploying the application using cloud-native features. Unlike “Lift and Shift”, a refactored application not only pulls data from cloud storage for analysis but also completes its analytics and computations within the Cloud. Companies that choose to refactor will reuse already existing code and frameworks, but run their applications on a PaaS (Platform-as-a-Service) as done in case of rehosting.

4. REPURCHASE

Repurchasing means moving to a different product. Simply put, organizations can opt to discard their legacy applications altogether and switch to already-build SaaS applications from third-party vendors.. This is cost-effective strategy, but commercial products offers less customization.

5. RETIRE

Retire means that application is explicitly phased out. In case your ERP fails the Cloud feasibility assessment, you must take a call to simple retire it and probably implement a SaaS based ERP.

6. RETAIN

This means “do nothing for now, and revisit later”. If you are unable to take data off premises for compliance reasons, then you must revisit cloud migration when you overcome the challenges or when the required compliance mandates have been received.


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Benefits of Cloud Migration

Benefits of Cloud Migration


Cloud migration is the process of moving applications, data, or even the whole enterprise IT infrastructure to the remote server facilities and a virtual environment. The advantages of cloud migration are notable. The cloud architecture enables accepting any workload, and the ease of including new services offers a chance of fast responding to changing business needs.

Here are some advantages that cloud computing offers to businesses:

  • Affordability

Moving to the cloud is cost-effective for organizations. Companies can save a lot by cloud migration, particularly in the long run. In comparison with on-premise hardware, you have no upfront investment with the cloud. Also, the energy expenses for keeping the systems up become affordable. Moreover, you don’t need to pay somebody for maintaining your hardware, because your cloud provider does everything. You just pay for what you utilize and nothing more than that.

  • Scalability

You might experience capacity issues while using the on-premise infrastructure. However, using cloud technology, you can get rid of the capacity problems completely. Cloud service providers provide businesses with on-demand capacity utilizing a pay-as-you-go model. Hence, no seasonality or development will threaten for upending your operation. Using the cloud, businesses now can modify the storage, level of computing power, and bandwidth required at any time.

  • Enhanced Security

Enhanced security is one of the advantages of cloud migration. Cloud service providers make sure to maintain the most precise security measures for their clients. From authentic digital protections to high-end physical ones, they prioritize cybersecurity first. The data centers and some top cloud providers globally safeguard your data. They can employ the brightest and best cybersecurity professionals available. This helps them increase their knowledge of enhancing their security practices continuously and offers a secure space for their client data.

  • More Flexibility for Employees

The cloud helps you allure and retain your staff members, providing them improved flexibility. Many employees want the capacity for traveling and working remotely instead of working from 9 to 5 in the office space. And guess what, they can do that with cloud technology. As long as your staff members have an active internet connection and a device, they can work using the capacity for enhanced collaboration offered by the cloud. This is freedom for the employees.

  • Advanced Collaboration

Collaboration means competitiveness and efficiency these days. Companies can embrace a lot of technologies for increasing their collaboration, and the cloud is one of such technologies. Since everything is available through the internet, staff members can work together in various states, cities, or nations. Employees can access files and documents at the same time and update them in real-time. And this capacity of collaborating easily helps boost proficiency. By leveraging cloud technology, you can focus on collaboration more easily for your staff to work together and create better concepts and solutions quicker than before.

  • Disaster Recovery

With cloud technology, businesses can back up their data. Some experts say that cloud backups are more secure than internal backups. Using cloud-based backups, you can store your data safely in high-end data centers run by the tech giants globally. These companies have several teams working 24×7 for securing your data. When your data is secure, you won’t experience data loss. In case your system gets destroyed due to a natural disaster, a cloud-based backup will assist in your disaster recovery.


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Best Practices to Follow for REST API Development

Best Practices to Follow for REST API Development


An API is a set of rules that determine how apps or devices communicate and connect with each other. Since APIs help developers communicate with the data, they become more comfortable and easier for developers. REST APIs (an application programming interface) must be well-designed; else, they can create many difficulties for developers rather than enhancing the user experience. This is why REST API best practices must be followed when it comes to catering to your clients with the most efficiency.

Here are some methods to follow while designing and developing REST APIs:

  • Clear and Concise Documentation

You must have complete and clear documentation. Oftentimes, documentation is produced automatically depending on the API definition. Otherwise, you will have to ensure that the documentation can be understood easily by people with less or no experience.

  • Utilizing JSON as a Data Format

JSON is the most commonly utilized data format, although you can send data in other formats like CSV, XML, and HTML. JSON syntax can make data easy to read for humans. It is easy to use and offers quick and easy data assessment and execution. Moreover, it contains an extensive array of supported browser compatibility.

  • API Versioning

This practice enables developers to make changes in particular actions or the data structure. You may deal with more than one API version if your project increases with time and in size. But the benefit is that this enables developers to create more enhancements and changes in their service alongside holding a part of API users that are slow in accepting new changes or not ready to change.

  • Error Management

Errors should be smartly managed to reduce confusion for every API user. This returns the HTTP response codes that explain the nature of the mistake that occurred. The API maintainers get ample data from it to assess the source and reason behind the issue.

Here are some basic error HTTP status codes:

404 Not Found – This means that there are no resources.
403 Forbidden – This implies that an improper user has no permission to use a resource even if he/she gets verified.
401 Unauthorized – This means that the user is not authorized to employ a resource. Generally, it goes back if a user does not get verified.
400 Bad Requests – This implies that the client-side input has been unsuccessful in documentation or validation.
503 Service Unavailable – This marks that something unnecessary and unexpected action occurred on the server-side; for example, system failure, part failure, server overload, etc.
502 Bad Gateway – This denotes a null or invalid response from a crucial server.
500 Internal Server Error – It’s a basic server error.

  • Enhancing API Security

Using present security frameworks like TLS and SSL is another great practice for creating APIs. SSL certificates can create a secure connection by offering a private and public key. Without this encrypted connection, you cannot get an assurance that you are safeguarding sensitive data like financial or medical info properly. TLS is SSL’s most modern version that provides improved security and protection. Regular testing is one of the essential API security best practices.

  • Allowing Data Filtering, Sorting, Field Selection, and Paging

Retrieving just the data that was asked for without showcasing the whole database is one of the most challenging aspects for making sure a secure connection with API. You must use a filter for doing this so it can just return the data that meets the request.

REST API provides a variety of filtering options:

Filtering – This helps check results using particular search parameters like country, creation data, etc.
Sorting – This enables you to sort out the results in ascending or descending format using your chosen parameter like dates.
Field Selection – This feasible REST API development function enables developers to ask for just a particular of the accessible data for a specific object.
Paging – Use ‘limit’ for checking the results in a particular number. Moreover, it uses ‘offset’ for informing which section of the whole results is showcased.

  • Optimizing for Human Readers

APIs must be easy to understand and use. Apart from using JSON, you can use some other things to make APIs easy to use and understand:

Utilize clear and easy naming systems with no abbreviation.
Utilize nouns rather than verbs in HTTP methods.
Have easy-to-understood and simple descriptions for error management, along with standardized error codes.
Utilize plural nouns for collections according to the accepted norms.

  • Keeping Resource Nesting Limited

Resource nesting helps pair two functions that share a similar hierarchy or are associated with each other. If you consider an online store as an example, ‘orders’ and ‘users’ are resources under a similar category.
Nesting is an effective practice for the relevant pairing of resources. However, many developers overuse it, which reduces its appeal.

  • Exploiting Safe Methods

A few safe tactics are HTTP methods that restore the precise resource representation. HEAD, GET, OPTIONS, and TRACE strategies are considered safe. This implies that they can usually retrieve data without modifying a resource’s condition on the server. Furthermore, avoid using GET for erasing content.

  • Caching Data in Frontend

Use caching, rather than asking for data several times. The benefit of caching is that users can receive data more quickly. However, the users may get outdated data also. Moreover, this may cause issues while fixing in production environments if something wrong occurs as we see outdated data constantly.


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Elements of Modern Web Design

Elements of Modern Web Design


A professional website needs a modern and high-end design. And modern web design elements should be up-to-date and meet users’ requirements. Using these elements helps aid a seamless and beautiful website experience. Every day the audience demands something exceptional from a website design. The latest web design trends are more user-friendly, organized, and progressive.

Background Videos

Automatic background videos can add lots of appeal to a web page. You can use them for storytelling and lowering other content you require to describe your business. These videos help viewers understand the primary facts about your business.

Bold Color Scheme

Bright, bold colors enhance the appearance of a modern website. Hence, select a color scheme for your website according to your brand’s tone. Some shades reflect particular emotions.

Rotated Texts

Rotated text is relatively standard in web designs. It is very eye-catchy and can provide an editorial appearance to your website. However, this text is not usable like marquees; hence, you can use it for decorating your site.

Exceptional Typography

Most organizations choose specific typography or font to help their clients recognize them better than their competitors. Moreover, typography makes it easier for businesses to express their brands.

Minimalism

Sometimes people get confused between modernism and minimalism. Although they are different, they highly impact each other. While ‘less is more’ is minimalism’s principle, modernism pays heed to airy design, as streamlined and clean-lined as possible.

Seamless Navigation

Website navigation includes the assimilation of menus and links on the website. The navigation menu impacts the association between various pages and how conveniently visitors can discover them.

White Space

People usually overlook the use of white space in web design. After all, it can transform the whole website’s appearance. If you add lots of info or design elements to your website, it can confuse users, and they may choose to leave the site. Using white space is mandatory for designing modern websites, as it helps users go through relevant data that they may overlook in a hurry.

High-quality Images

To enhance the visual appearance of your website, you need to lower using lengthy texts and add intriguing images. Such images can grab users’ attention toward a modern website and help you make them your clients. Make sure to add high-quality images to your website to describe the story of your business.

Call-To-Actions

CTA (Call-To-Action) helps smooth navigation for a website. These buttons guide the users through a website. You can place a Call-To-Action button on every page.

Animation

Animation makes a website look more engaging and interactive when visitors scroll, click, or hover. Since users focus on movement, animation can grab more users’ attention.

Semi-Flat Design

Flat design is more convenient for users to understand, and it can load more rapidly on websites with no tricky or excessive-tech elements. Many companies have moved to flat design, as it helps visitors understand website content more effectively.

Card Design

Cards help distribute data visually so the visitors can understand your website without being confused. If you break up your content pieces into cards, users can choose which content they want to read. It keeps a website streamlined and cleaned, and there won’t be a bulk of the content. The design of your website can help highlight crucial products, services, or solutions side-by-side.

Mobile-Friendly Website Layouts

Mobile-friendly website layouts follow the standard of responsive web design. It enables website elements like user interfaces, text, and images to resize and rescale automatically based on the device users use for accessing your website.

Hero Images

A full-screen image as the base of a website’s homepage is another famous web design element. Hero images are the most extensive-sized banner images to put above the fold to attract more users and grow their interests. Keep hero images simple for the users to read the text above them.

Hamburger Menus

The benefit of long website menus is that they can lead the visitors to where they need to go. However, they consume lots of screen space. The hamburger menu doesn’t do the same. They save space, and users can navigate more effectively.


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10 Criteria to Select Enterprise Resource Planning System

10 Criteria to Select Enterprise Resource Planning System


Enterprise resource planning (ERP) refers to a type of software that organizations use to manage day-to-day business activities such as accounting, procurement, project management, risk management and compliance, and supply chain operations. A complete ERP suite also includes enterprise performance management, software that helps plan, budget, predict, and report on an organization’s financial results.

Choosing an enterprise resource planning (ERP) system is one of the most important decisions a business can make. An ERP system will be a part of the business for years, so it’s not a decision to take lightly. Following are 10 key criteria to keep in mind as your company evaluates its options.

  1. Business requirements: What do you need your ERP system to do? The question may seem basic, but its answer requires a great deal of forethought. That’s where a designated internal team of stakeholders from the different areas of the business can be extremely helpful. Each member must first gather feedback from their own teams about how they want to use a new system, including desired features.

  2. ERP features: Different companies and their departments will require ERP features that support their specific processes. But they’ll all likely have a common need for an intuitive interface and dashboard that enhances cross-department management and collaboration with easy-to-read key performance indicators (KPIs) and report creation. Other common requirements include advanced business intelligence, data-mining capabilities and data security. An ERP system should also be able to integrate data from existing systems and be customizable (more on both follows).

  3. Total cost of ownership and ROI: This depends on the chosen deployment model. When ERP is installed on-premises, the business is responsible for all upfront hardware and software costs, as well as costs associated with implementation, customization, upgrades as the business grows, and security. Additional costs include employee training and ongoing maintenance and support. Some costs are one-time charges, others are ongoing; and the number of users may also have an impact. Total cost of ownership (TCO) is typically steep, so realizing the ROI of ERP generally takes longer than for less business-critical systems. Cloud-based ERP, which is set up, hosted and managed by a cloud vendor, reduces, eliminates, or amortizes many of those costs, potentially lowering TCO and almost certainly speeding up ROI — a main reason why cloud deployment models are popular among growing companies. The ERP system is accessed through the internet, with security managed by the cloud vendor and the software delivered as a service. The vendor also handles software updates, upgrades and maintenance.

  4. System integration: Not only should an ERP integrate disparate business processes, but leading solutions will also integrate with any existing systems and applications a company wants to continue using. And if they do, the new vendor should have connectors available that do exactly what the name implies, preferably enabling real-time synchronization so data among systems is always up to date.

  5. Support and training: The ERP system will require support for initial implementation, ongoing daily operations and employee training. Determine whether the vendor provides all those types of implementation support, its particular skill in your business segment, what escalating levels of support are available to match your business’s needs and what response time is guaranteed. Managed support may be an option for a monthly fee.

  6. Implementation: ERP implementation can take anywhere from one month to more than a year depending on whether the system is deployed on-premises, in the cloud or in a hybrid combination. Generally speaking, a business will be up and running the fastest with a cloud-based ERP system since the vendor handles implementation rather than tying up internal resources. A new ERP is typically implemented in phases and will involve the migration of data, which requires data cleansing to ensure data quality. Rigorous testing is essential before going live.

  7. Vendor industry expertise: Along with evaluating the ERP software, it’s a good idea to evaluate ERP vendors for their expertise in your industry. The ideal vendor will have a successful history of prior ERP installations for companies in your industry and at roughly the same company size. It also pays to get and check references of satisfied (and perhaps unsatisfied) customers. Financial viability is also important to ensure future support.

  8. Technology: Advanced technologies continue to emerge and elevate many of the benefits an ERP system can provide. The cloud, artificial intelligence (AI) and, more specifically, machine learning can all improve business processes; provide deeper, more predictive analysis and insights; and enable a personalized experience, among other benefits. Some systems may also support Internet of Things (IoT) devices, such as sensors and cameras that feed information back to the ERP; blockchain, for conducting transactions and the transparent flow of data; and augmented reality.

  9. Vendor product road map: As a business grows, it’s likely to need more from the ERP system than what’s included in its initial requirements. As a result, it is important to find out how the vendor will improve, add to and support its product — new versions, features and functions — down the road, as well as how those features will be integrated into the existing software. Another item to consider is the frequency of updates and patches.

  10. Customization: The need to customize will depend on the complexities of your business processes — and even if you don’t need it at the time of ERP selection, it may become important as the business grows. It may also guide the type of cloud deployment selected: single tenant vs. multitenant. The former allows for more customization because the ERP is dedicated to just one company, rather than shared as in the latter model.

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