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tak4hir0 · 5 years ago
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Editor's note: An experienced provider of Salesforce development services, ScienceSoft dwells on how to start with Salesforce, which technologies to master and how to build a successful career in this domain. In 2019, Salesforce.com, Inc. was recognized as a CRM market leader for the sixth consecutive year. Over 150,000 companies worldwide, including such renowned brands as Sony, Financial Times, Toyota and more, already use Salesforce CRM. As the scale of using the Salesforce CRM is actively growing, Salesforce is expected to generate about 3.3 million employment opportunities including positions for developers by 2022. What is the Salesforce platform Salesforce is a cloud platform for managing sales, customer service, and marketing. The key products for these purposes are Sales Cloud, Service Cloud and Marketing Cloud. The list of the highly demanded products for business also includes Commerce Cloud (for ecommerce), Financial Services Cloud (for financial organizations), and Health Cloud (for healthcare organizations). To enrich their products, SFDC (which stands for Salesforce.com Inc.) offers additional components, for example, CPQ & Billing used for automatic price quote generation and invoicing. In 2007, SFDC launched Force.com, the PaaS product for developers to create and run apps in the Salesforce infrastructure. In 2018, Force.com was renamed into Lightning Platform, but developers still use the original name sometimes. SFDC regularly updates the services and enriches the offering with new products. One of such products is Einstein AI helping businesses to enhance their CRM with predictive analytics for such purposes as identifying the most promising leads (potential clients) for further cooperation. Another ambitious product by SFDC is IoT Cloud. This platform allows collecting, processing and real-time managing data from the devices integrated into an IoT system. For example, in retail, IoT Cloud can aggregate the data from sensors attached to the goods to track their transportation and storage conditions. Job duties of Salesforce developers There are two ways to adapt Salesforce functionality to particular business needs: configuration and customization. Developers are mainly involved in Salesforce customization, but they can also perform configuration. During Salesforce configuration, CRM functionality is tuned via the user interface with no coding involved. This way, one can create tables, objects, fields, build relationships between them, set rules for automating linear work processes. For configuration, businesses usually employ a Salesforce administrator. Salesforce customization is needed when point-and-click tools available in Salesforce are not enough to automate particular business needs. Salesforce customization examples include: Automating complex non-linear business processes. Integrating Salesforce with other systems (ERP, company website, social media, etc.). Creating custom reports and dashboards. Adding Einstein AI capabilities to CRM, etc. Apart from customization and configuration, Salesforce developers build custom applications for Salesforce (IT product companies can add such applications to Salesforce’s marketplace named AppExchange). Basic aspects of Salesforce development Back-end development For server-side development, Salesforce app developers use Apex, a strongly typed object-oriented programming language with syntax similar to Java. Apex code is stored in the format of classes and triggers. Salesforce also has its own data management language SOQL, which is similar to SQL. The Salesforce platform has some peculiarities that developers need to take into account. First, to deploy Apex code, its coverage by unit tests should be 75% at least. Second, the platform has limits for developers (Governor Limits) on performing certain operations. For example, it’s impossible to execute more than 100 synchronous SOQL queries in one transaction. Front-end development User interfaces in Salesforce can be created using the Visualforce or Lightning frameworks. Visualforce is an older framework, comprising a tag-based markup language and a set of controllers. Lightning, on the other hand, is a modern framework that allows creating more interactive user interfaces. The framework consists of Aura Components, a Salesforce proprietary programming model, and Lightning Web Components, a JavaScript-based alternative of Aura. How to become a Salesforce developer Education To obtain the required skills, a Salesforce developer should first of all have education in software development. One can obtain a bachelor’s degree in software engineering, computer science, mathematics or related fields. Then, a Salesforce developer needs to gain Salesforce-specific knowledge, for example, with online courses. There is a variety of online courses and tutorials to learn the basic and advanced aspects of Salesforce development. The majority of them are fee-based. However, Udacity offers a free introductory Salesforce development course, and Udemy often provides discounts. For learning purposes, SFDC offers Trailhead, which is a free platform with courses combining theory and practice of Salesforce development. Learning starts with the Developer Beginner module, which contains basic information about Salesforce development. Apart from the technical skills, the requirements for Salesforce development positions can include Salesforce certification. To obtain a certificate, a candidate takes a fee-based test. There are 5 types of certificates, and the certificate should be periodically confirmed (according to the Salesforce releases) by completing tasks by Trailhead. Salesforce developer vs Java developer Due to the syntax similarities between Java and Apex, Salesforce is often chosen by Java developers. The core benefits they pursue are new job opportunities worldwide (as soon as Salesforce CRM is widely used around the globe), increased salary and just a refreshing change. At the same time, some developers claim that being a Salesforce developer restricts one’s job options while Java development allows choosing versatile projects in the domains that differ from CRM. The career path of a Salesforce developer A Salesforce developer’s career ladder consists of three levels: junior, middle and senior. A senior Salesforce developer can become a Salesforce architect or a Salesforce consultant. A Salesforce architect is the highest point of the Salesforce developer’s technical growth. The architect designs an architectural model of Salesforce CRM and custom applications according to a client’s business needs. This position requires a solid Salesforce development background and a profound knowledge of all Salesforce products and development tools. A Salesforce consultant is an intermediary between a customer and a technical team. The consultant analyses a client’s business needs and offers the most suitable Salesforce means to address them. For that, it’s vital to distinguish the cases when Salesforce customization is really required and when it’s enough to go with configuration. 3 reasons why you may like Salesforce development You don’t like to develop from scratch Lightning Platform has many ready-made components for development, which significantly simplifies a developer’s job. You like to dive into a customer’s business Salesforce development requires exploring a customer’s business processes. Moreover, understanding a customer’s business will be a part of your job duties and will influence your career growth. You like both back-end and front-end development Salesforce app developers work both on the server side and create user interfaces. A Salesforce partner with 11 years of experience, we can provide a custom Salesforce app for your internal use or listing it on AppExchange.
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chaoticstudentlife · 4 years ago
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Challenges in Big Data.
SQL Product like SQLite has a small footprint which makes it an inapt technology for Big Data storage. But usage of SQL in an organization like eBay, where data of almost 50 petabytes is processed, indicates that some SQL products can be used for running Big Data systems. The lack of schema-less properties in NoSQL repositories and similar systems makes it abstruse how the data is stored and is interrelated. In the case of SUPERSEDE software, it gets strenuous as it tries to peruse integrated analysis over multiple, evolving, and heterogeneous data sources. Another big challenge of big data is privacy. Privacy protection is not easy in the age of big data, and it is a subjective concept as well. It is very strenuous to reach a clear or global definition of privacy. The fast development of data mining and machine learning techniques is putting an enormous threat to privacy. A good and reliable privacy protection method can be breached without many efforts in the future with the advancement of technologies. A large scale of data with limited computing power is generated by mobile devices. It is a disadvantage for encryption and decryption algorithms. And not much advancement was done in privacy policy after 2007. A gradual change of (Human Resources) HR mindset towards Big Data is seen in recent times. Data is too big to ignore, and the Human Resource Managers are deciding with the help of data. As per Nick Holley’s research paper Big Data and HR, there are two threats that Big data usage brings. It is HR Luddites and data centricity. Other known challenges in Big Data is lack of storage understanding (no backup or proper storage facility), confusion with big data tool selection, lack of data professionals (data handling tools are evolving but there are not sufficient professionals in the field), the complexity of managing data quality, and troubles of upscaling. The high dimensionality of big data brings noise accumulation, spurious correlations, and incidental homogeneity. These high dimensionalities with a large sample size create issues like high computational cost and algorithmic instability. Finally, big data brings technical, managerial, and economic challenges in (Small and Medium Enterprises) SMEs.
Reference:
https://www.linkedin.com/pulse/what-do-you-mean-sql-cant-big-data-rick-van-der-lans/
https://core.ac.uk/reader/148622255
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7485855
https://www.scnsoft.com/blog/big-data-challenges-and-their-solutions
https://arxiv.org/pdf/1308.1479.pdf
https://core.ac.uk/reader/96675234
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finetechlad · 4 years ago
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The biggest challenges in big data during recent years
Big data can simply be defined in terms of four V’s: Volume, Velocity, Variety and Veracity. These four V’s cause many of the challenges that organizations encounter in their big data initiatives. I have listed some of the most common big data challenges faced today:
1. Lack of understanding and acceptance of big data
Oftentimes companies fail to understand the basics of what big data actually is, the benefits it brings, the infrastructure required etc. Without a clear understanding, big data adoption projects can be doomed. Companies can waste a lot of time and resources on things they don’t even know how to use. Some companies can be even more reluctant to make a change and adopt big data in their business. All this can severely impede growth and progress of the company.
2. Massive amounts of data and growth challenges
While talking about big data, the most obvious challenge we can think of is, simply storing all that data. IDC estimates that the amount of information stored in the worlds IT systems is doubling every 2 years. At this pace we can only imagine the amount of data businesses would have to deal with 5 to 10 years from now. Much of this data is unstructured and comes from documents, videos, audio etc. meaning that you cannot find them in a database. Even though the cost of storage is getting cheaper and faster, it cannot keep up with the rate at which data is generated every day.
3. Complexity of managing data quality
Since data can come from a variety of different sources and formats, businesses can run into data integration issues sooner or later. For example, an ecommerce company would have to analyze data from website logs, call centers, social media handles etc. Also, the format of data can differ from source to source. This can be a challenge if no process is in place to integrate and analyze all this data.
Data reliability can also be an issue here. Not all data collected is accurate. Not only can it contain wrong information, but also duplicate itself, as well as contain contradictions. Understanding this and making the most out of the collected data can be a challenge.
4. Security of data
Companies are so busy collecting, storing and analyzing data that they usually neglect and push data security for later stages. This can be a huge issue. We usually read about security breaches a lot in the news nowadays. Unprotected data can be a breeding ground for malicious hackers. This can cause companies to lose millions of dollars. This shows that data security is not taken seriously by many companies and by the time the damage is done, it would have been too late.
References :
https://www.datamation.com/big-data/big-data-challenges/
https://www.xenonstack.com/insights/big-data-challenges
https://www.scnsoft.com/blog/big-data-challenges-and-their-solutions
https://searchdatamanagement.techtarget.com/tip/10-big-data-challenges-and-how-to-address-them
https://www.dataversity.net/four-common-big-data-challenges/
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lakhwanabhishek · 4 years ago
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EFFECTIVE SOFTWARE DEVELOPMENT-USING RFP
An RFP stands for “request for proposal” and is generated as a part of the bidding method for a product or service. The cause of an RFP is to offer an established manner for organizations to find out about doing business with software program development teams. The RFP specifies what the client is searching out and describes every assessment criterion on which a dealer's proposal may be assessed.
Why should we write RFP?A well-organized RFP is
essential
while encountering a decision-making process.It makes it less complicated for you and your capability dealer to create long-time period enterprise relationship and meet every other’s expectations.The more powerful the RFP is in imparting the essential information, the more effective the final choice may be while meeting the desires of the enterprise. That is why, a best RFP can dictate the fulfillment or failure of your challenge.
Source:
https://www.scnsoft.com/blog/software-development-rfp
1.Write about your company
As you write the challenge summary, point out its goals, objectives, necessities, regulations in a easy and complete manner. Include data about your target audience. Make it informative and compressed. Most possibly you're to edit this component more than one instances later, however make certain you begin with it now. Add some paragraphs approximately your organisation and its background.
2.Project parameters
When it involves project management, those 4 elements – time, cost, quality and quantity – represent the maximum essential parameters. It is important, right from the beginning of your challenge planning, to try and outline the manner wherein every of those will have an effect on your challenge. Double check your parameters with every challenge stakeholder to make certain you don’t miss crucial data.
3.Consult your Stakeholders
Request the input of anybody who has a stake in product delivery, which might also additionally encompass the head of enterprise improvement, marketing, or sales. Their point of view and understanding is crucial earlier than the maximum important information are introduced to the RFP. On the opposite side, vet professional applicants with the aid of using requesting references and performing site visits. Spending time on those activities will offer you with an intimate look into a organisation’s skills.
4. Use the right methods
The RFP (and RFQ) need to encompass a requirement spreadsheet. This table allows applicants test-off whether or not they could meet your desires. Use a reverse engineering method to create the RFP template. If you believe you studied you can have gaps, studies associated providers to peer what kind of skills they offer. Deconstruct your concept of a finished, a success product, running backward to show every skill, process, and feature essential to finish the task successfully. When you create your necessities spreadsheet, remember including a column to signify the priority stage of a demand. This lets in you to sort the listing with the aid of using precedence stage. It may also display you which of them ones carriers supply the best range of must-have gadgets at a look while comparing proposals.
5.Separate Top Requirements From Wish-List ItemsBe certain to differentiate top necessities, or “must-haves,” from “wish-list” items, or gadgets that could be fine to have. Not doing this will waste time as the seller scrambles to determine out a manner to satisfy all of your desires—even the much less essential ones.
POINTS TO INCLUDE IN YOUR RFP:1. A organisation’s background: a quick records at the back of your organisation, data approximately your merchandise or offerings, values and uniqueness in opposition to the competitors.
2. Project goals and target audience: the problems and key factors of dissatisfaction that a future software program answer is aimed to solve, in addition to the data at the audience so that it will use software program. Such specific data will assist companies think about the methods to tailor the user experience for your customers specifically.
3. Scope of work: a listing of offerings which you count on a dealer to offer (e.G., enterprise analysis, challenge management, software program improvement, testing, etc.).
4. Technical information: technical necessities and any limitations Provide as specific data as viable to limit the hazard of a challenge’s roadblocks later.
5. A challenge’s timeframe: your anticipated challenge cut-off date
6. Budget: a number of challenge expenses you’re considering.
7. General necessities to a dealer: formal and legal necessities for carriers to take part withinside the challenge – legal entity, insurance, tax reports, certifications, location, etc.
8. Selection criteria: prioritized elements so that it will outline a dealer's choice (e.G., technical understanding, area knowledge, enjoy in comparable projects, projected expenses, rapid delivery, etc.).
9. Submission necessities: what data carriers need to encompass of their proposals (applicable case studies, testimonials, crew participants enjoy, etc.), and the specified format (MS Word, PDF), period and the cut-off date of the submission.
As a reputed Software Solutions Developer we have expertise in providing dedicated remote and outsourced technical resources for software services at very nominal cost. Besides experts in full stacks We also build web solutions, mobile apps and work on system integration, performance enhancement, cloud migrations and big data analytics. Don’t hesitate to get in touch with us!
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secretcupcakesublime · 4 years ago
Text
EFFECTIVE SOFTWARE DEVELOPMENT-USING RFP
An RFP stands for “request for proposal” and is generated as a part of the bidding method for a product or service. The cause of an RFP is to offer an established manner for organizations to find out about doing business with software program development teams. The RFP specifies what the client is searching out and describes every assessment criterion on which a dealer's proposal may be assessed.
Why should we write RFP?A well-organized RFP is
essential
while encountering a decision-making process.It makes it less complicated for you and your capability dealer to create long-time period enterprise relationship and meet every other’s expectations.The more powerful the RFP is in imparting the essential information, the more effective the final choice may be while meeting the desires of the enterprise. That is why, a best RFP can dictate the fulfillment or failure of your challenge.
Source:
https://www.scnsoft.com/blog/software-development-rfp
1.Write about your company
As you write the challenge summary, point out its goals, objectives, necessities, regulations in a easy and complete manner. Include data about your target audience. Make it informative and compressed. Most possibly you're to edit this component more than one instances later, however make certain you begin with it now. Add some paragraphs approximately your organisation and its background.
2.Project parameters
When it involves project management, those 4 elements – time, cost, quality and quantity – represent the maximum essential parameters. It is important, right from the beginning of your challenge planning, to try and outline the manner wherein every of those will have an effect on your challenge. Double check your parameters with every challenge stakeholder to make certain you don’t miss crucial data.
3.Consult your Stakeholders
Request the input of anybody who has a stake in product delivery, which might also additionally encompass the head of enterprise improvement, marketing, or sales. Their point of view and understanding is crucial earlier than the maximum important information are introduced to the RFP. On the opposite side, vet professional applicants with the aid of using requesting references and performing site visits. Spending time on those activities will offer you with an intimate look into a organisation’s skills.
4. Use the right methods
The RFP (and RFQ) need to encompass a requirement spreadsheet. This table allows applicants test-off whether or not they could meet your desires. Use a reverse engineering method to create the RFP template. If you believe you studied you can have gaps, studies associated providers to peer what kind of skills they offer. Deconstruct your concept of a finished, a success product, running backward to show every skill, process, and feature essential to finish the task successfully. When you create your necessities spreadsheet, remember including a column to signify the priority stage of a demand. This lets in you to sort the listing with the aid of using precedence stage. It may also display you which of them ones carriers supply the best range of must-have gadgets at a look while comparing proposals.
5.Separate Top Requirements From Wish-List ItemsBe certain to differentiate top necessities, or “must-haves,” from “wish-list” items, or gadgets that could be fine to have. Not doing this will waste time as the seller scrambles to determine out a manner to satisfy all of your desires—even the much less essential ones.
POINTS TO INCLUDE IN YOUR RFP:1. A organisation’s background: a quick records at the back of your organisation, data approximately your merchandise or offerings, values and uniqueness in opposition to the competitors.
2. Project goals and target audience: the problems and key factors of dissatisfaction that a future software program answer is aimed to solve, in addition to the data at the audience so that it will use software program. Such specific data will assist companies think about the methods to tailor the user experience for your customers specifically.
3. Scope of work: a listing of offerings which you count on a dealer to offer (e.G., enterprise analysis, challenge management, software program improvement, testing, etc.).
4. Technical information: technical necessities and any limitations Provide as specific data as viable to limit the hazard of a challenge’s roadblocks later.
5. A challenge’s timeframe: your anticipated challenge cut-off date
6. Budget: a number of challenge expenses you’re considering.
7. General necessities to a dealer: formal and legal necessities for carriers to take part withinside the challenge – legal entity, insurance, tax reports, certifications, location, etc.
8. Selection criteria: prioritized elements so that it will outline a dealer's choice (e.G., technical understanding, area knowledge, enjoy in comparable projects, projected expenses, rapid delivery, etc.).
9. Submission necessities: what data carriers need to encompass of their proposals (applicable case studies, testimonials, crew participants enjoy, etc.), and the specified format (MS Word, PDF), period and the cut-off date of the submission.
As a reputed Software Solutions Developer we have expertise in providing dedicated remote and outsourced technical resources for software services at very nominal cost. Besides experts in full stacks We also build web solutions, mobile apps and work on system integration, performance enhancement, cloud migrations and big data analytics. Don’t hesitate to get in touch with us!
0 notes
whizzystacksolutions · 4 years ago
Text
EFFECTIVE SOFTWARE DEVELOPMENT-USING RFP
An RFP stands for “request for proposal” and is generated as a part of the bidding method for a product or service. The cause of an RFP is to offer an established manner for organizations to find out about doing business with software program development teams. The RFP specifies what the client is searching out and describes every assessment criterion on which a dealer's proposal may be assessed.
Why should we write RFP?A well-organized RFP is
essential
while encountering a decision-making process.It makes it less complicated for you and your capability dealer to create long-time period enterprise relationship and meet every other’s expectations.The more powerful the RFP is in imparting the essential information, the more effective the final choice may be while meeting the desires of the enterprise. That is why, a best RFP can dictate the fulfillment or failure of your challenge.
Source:
https://www.scnsoft.com/blog/software-development-rfp
1.Write about your company
As you write the challenge summary, point out its goals, objectives, necessities, regulations in a easy and complete manner. Include data about your target audience. Make it informative and compressed. Most possibly you're to edit this component more than one instances later, however make certain you begin with it now. Add some paragraphs approximately your organisation and its background.
2.Project parameters
When it involves project management, those 4 elements – time, cost, quality and quantity – represent the maximum essential parameters. It is important, right from the beginning of your challenge planning, to try and outline the manner wherein every of those will have an effect on your challenge. Double check your parameters with every challenge stakeholder to make certain you don’t miss crucial data.
3.Consult your Stakeholders
Request the input of anybody who has a stake in product delivery, which might also additionally encompass the head of enterprise improvement, marketing, or sales. Their point of view and understanding is crucial earlier than the maximum important information are introduced to the RFP. On the opposite side, vet professional applicants with the aid of using requesting references and performing site visits. Spending time on those activities will offer you with an intimate look into a organisation’s skills.
4. Use the right methods
The RFP (and RFQ) need to encompass a requirement spreadsheet. This table allows applicants test-off whether or not they could meet your desires. Use a reverse engineering method to create the RFP template. If you believe you studied you can have gaps, studies associated providers to peer what kind of skills they offer. Deconstruct your concept of a finished, a success product, running backward to show every skill, process, and feature essential to finish the task successfully. When you create your necessities spreadsheet, remember including a column to signify the priority stage of a demand. This lets in you to sort the listing with the aid of using precedence stage. It may also display you which of them ones carriers supply the best range of must-have gadgets at a look while comparing proposals.
5.Separate Top Requirements From Wish-List ItemsBe certain to differentiate top necessities, or “must-haves,” from “wish-list” items, or gadgets that could be fine to have. Not doing this will waste time as the seller scrambles to determine out a manner to satisfy all of your desires—even the much less essential ones.
POINTS TO INCLUDE IN YOUR RFP:1. A organisation’s background: a quick records at the back of your organisation, data approximately your merchandise or offerings, values and uniqueness in opposition to the competitors.
2. Project goals and target audience: the problems and key factors of dissatisfaction that a future software program answer is aimed to solve, in addition to the data at the audience so that it will use software program. Such specific data will assist companies think about the methods to tailor the user experience for your customers specifically.
3. Scope of work: a listing of offerings which you count on a dealer to offer (e.G., enterprise analysis, challenge management, software program improvement, testing, etc.).
4. Technical information: technical necessities and any limitations Provide as specific data as viable to limit the hazard of a challenge’s roadblocks later.
5. A challenge’s timeframe: your anticipated challenge cut-off date
6. Budget: a number of challenge expenses you’re considering.
7. General necessities to a dealer: formal and legal necessities for carriers to take part withinside the challenge – legal entity, insurance, tax reports, certifications, location, etc.
8. Selection criteria: prioritized elements so that it will outline a dealer's choice (e.G., technical understanding, area knowledge, enjoy in comparable projects, projected expenses, rapid delivery, etc.).
9. Submission necessities: what data carriers need to encompass of their proposals (applicable case studies, testimonials, crew participants enjoy, etc.), and the specified format (MS Word, PDF), period and the cut-off date of the submission.
As a reputed Software Solutions Developer we have expertise in providing dedicated remote and outsourced technical resources for software services at very nominal cost. Besides experts in full stacks We also build web solutions, mobile apps and work on system integration, performance enhancement, cloud migrations and big data analytics. Don’t hesitate to get in touch with us!
0 notes
bigdataschool-moscow · 6 years ago
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Apache Cassandra vs HBase: что и когда выбирать для NoSQL в Big Data
Рассмотрев ключевые сходства и различия Cassandra и HBase, сегодня мы поговорим, в каких случаях стоит выбирать ту или иную нереляционную СУБД для обработки больших данных (Big Data) в NoSQL-хранилище.
Где используются NoSQL-СУБД в Big Data
Прежде всего отметим основные области применения рассматриваемых нереляционных СУБД. Проанализировав наиболее известные примеры использования (use cases) Apache HBase и Кассандры, можно сделать вывод, что обе системы широко применяются для обработки временных рядов в следующих направлениях Big Data: ·       показания smart-датчиков в IoT/IIoT; ·       сбор и аналитика событий пользовательского поведения (действия, счетчики веб-сайтов и т.д.), в том числе для построения рекомендательных систем, о чем мы рассказывали здесь на примере стримингового сервиса Spotify; ·       финансовые системы (биржевая аналитика, обнаружение мошенничества); ·       агрегация данных из систем обмена сообщениями (чаты, мессенджеры, электронная почта, смс и пр.)   Все вышеотмеченные приложения обусловлены главными достоинствами Apache HBase и Cassandra: отказоустойчивостью, масштабируемостью, гибкой моделью данных и высокой скоростью обработки информации [1]. Однако, несмотря на общие свойства и области прикладного использования, иногда необходимо выбирать между этими двумя системами. Для этого важно учитывать контекст их применения и специфические характеристики каждой СУБД, о чем мы поговорим далее.
Ключевые аргументы в пользу Apache HBase
Напомним, HBase работает поверх Apache Hadoop, храня данные в HDFS и используя службу Zookeeper для координации работ между сервисами, управления их конфигурациями и синхронизацией. Поэтому при наличии уже существующей хадуп-инфраструктуры целесообразно сделать выбор в пользу Apache HBase. Однако, с учетом специфики распределения данных по узлам кластера согласно механизму регионирования, для работы HBase необходимо достаточное количество региональных серверов. Благодаря своим архитектурным особенностям (блочный кэш HDFS, Bloom-фильтры и собственная система индексов), эта NoSQL-СУБД считается более подходящей для произвольного доступа к данным в виде множества согласованных операций чтения. Кроме того, она позволяет работать с большими данными как в поточном, так и в пакетном режиме, в. т.ч. используя преимущества вычислительной модели MapReduce [2]. Наконец, стоит помнить о наличии целого ряда инструментов, позволяющих выполнять SQL-запросы к данным, хранящимися в нереляционной СУБД: Apache Phoenix, Drill, Hive и Cloudera Impala. Также HBase предоставляет разработчику Big Data собственные REST-интерфейсы и другие API, которые на практике бывают удобнее аналогичных решений Кассандры (SQL-подобного языка CQL, Java- и Thrift-API) [3]. Таким образом, с учетом некоторых ограничений, HBase может быть основой OLAP- и даже OLTP-решений, когда ACID-транзакции не являются строго обязательными. Например, если необходимо просканировать огромные объемы информации, чтобы найти какие-то конкретные данные в небольших количествах. Из-за отсутствия дублирования данных, HBase будет отличным выбором. Также эта СУБД подойдет для работы с данными по моделям машинного обучения (Machine Learning), организации корпоративных хранилищ и озер данных (Data Warehouse, Data Lake) с целью BI-аналитики [1]. В частности, именно так Apache HBase используется в российском отделении Раффайзен-банка [4]. Пример архитектуры Data Lake в российском отделении Раффайзен-банка
Когда использовать Cassandra и почему
Кассандру стоит предпочесть в следующих случаях: ·       необходима самостоятельная система, независящая от сторонней инфраструктуры; ·       требуется ACID-поддержка транзакций (хотя легковесная, бы на уровне одной записи) и вторичная индексация (без привлечения дополнительных инструментов, как Apache Phoenix в случае HBase) [5]; ·       проектируемая система больше ориентирована на запис��, чем на чтение данных – Cassandra записывает информацию быстрее, чем читает, о чем мы подробно писали здесь.   Таким образом, Cassandra отлично подходит для веб- или мобильных приложений, а также проектов со сложной аналитикой и анализом в реальном времени для географически распределенных Big Data систем. Например, приложение транспортного мониторинга, которое в режиме онлайн собирает и обрабатывает информацию с IoT-устройств, расположенных на наземном транспорте (автомобили, автобусы, грузовые машины и т.д.) [6].  Пример IIoT-системы транспортного мониторинга на базе Cassandra Как настроить и эффективно эксплуатировать нереляционные СУБД для интерактивной аналитики больших данных, вы узнаете на наших практических курсах в лицензированном учебном центре обучения и повышения квалификации ИТ-специалистов (менеджеров, архитекторов, инженеров, администраторов, Data Scientist’ов и аналитиков Big Data) в Москве: HBASE: Администрирование кластера HBase  Смотреть расписание занятий
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 Зарегистрироваться на курс Источники 1.       https://www.scnsoft.com/blog/cassandra-vs-hbase 2.       https://stackoverflow.com/questions/40957891/hbase-for-real-time-application 3.       https://habr.com/ru/post/258581/ 4.       https://habr.com/ru/company/raiffeisenbank/blog/332496/ 5.       https://data-flair.training/blogs/hbase-vs-cassandra/ 6.      https://www.infoq.com/articles/traffic-data-monitoring-iot-kafka-and-spark-streaming/ Read the full article
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theqamentor-blog · 6 years ago
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Top 25 Software Testing Companies in the World Today
In today’s increasingly digital world, you’ve to provide top-notch software products in order to rise above the competition. To attain this, it’s imperative to have a top software testing service in place that can ensure the quality and performance of your products. Having your own testing team not only needs you to spend thousands of dollars but it also requires a lot of management to ensure smooth operations. In this scenario, hiring a reputable software testing company seems like your best bet in all aspects.
If you’re looking to hire such a company that would help you to come up with top-notch software products, here is a comprehensive list of twenty-five top companies that are creating a huge buzz in the present landscape of software testing.
1. QA Mentor
QA Mentor is a global leader in the software testing and quality assurance landscape with having served hundreds of clients spread across the globe. Headquartered in New York, this is a multi-awards winner ISO 27001:2013, ISO 9001:2015, and ISO 20000:1 certified and CMMI Level 3 SVC + SSD v1.3 appraised software testing company with a team of hundreds of certified QA professionals spread across eight different countries offering over thirty QA testing services across all time zones.
Founded: 2010
Location: United States
Services: Unique QA Services, Core QA Services, Strategic QA Services, On-Demand QA Services, BPM Services, Automation QA Services
URL: https://www.qamentor.com/
2. Qualitest
An independent testing solutions and quality assurance service provider, Qualitest offers outstanding solutions to help its clients meet industry-specific technology requirements. With the help of its innovative AI TestPredictor, the company offers targeted analytics for risk-oriented decision-making for complex testing environments. In order to be able to offer world-class testing services, Qualitest leverages its expertise across a wide range of domains including technology, gaming, financial, media, insurance, entertainment, and many more.
Founded: 2015
Location: United States, United Kingdom, Ukraine, Romania, Ireland, India, Israel, Turkey
Services: All types of Testing Services
URL: https://qualitestgroup.com/
3. TestMatick
With more than twenty types of QA services on offer and a huge number of satisfied customers, TestMatick is one of the leading names in the software testing service landscape. It can be considered a one-stop-shop in terms of hiring quality assurance services as TestMatick caters to literally every requirement in the QA domain, eliminating the need for hiring any other software testing company. Another notable thing about TestMatick is that its robust team of test engineers is capable of starting any testing project, regardless of its complexity, with twenty-four hours.
Founded: 2009
Location: United States, Ukraine
Services: Automated, Functional, Mobile, UI, Usability, Multi-Platform, Localization, Technical, Installation, Cross Browser, Exploratory, Game, Load, Regression, E-commerce, SEO, Web Application, Security Testing Services
URL: https://testmatick.com/
4. ScienceSoft
With thirty years of industry experience, ScienceSoft offers full-cycle QA services and software testing to help its clients come up with high-quality products. Its ISTQB-certified professionals perform quality assessments for a diverse range of industries including banking, retail, manufacturing, healthcare, and more. Having completed more than 400 projects successfully, ScienceSoft has earned a huge recognition from its clients as a reliable QA partner.
Founded: 1989
Location: United States
Services: QA consulting, QA managed services, Performance Testing, Functional Testing, Compatibility Testing, Usability Testing, Automated Testing, Security Testing, Data Warehouse Testing, Mobile and Web application testing.
URL: https://www.scnsoft.com/services/software-testing
5. Testrig Technologies
A relatively new entrant in the software testing landscape, Testrig Technologies offers independent QA services for a wide range of businesses, from small startups to large enterprises, across the globe. It offers complete testing solutions to help clients come up with top-quality products at highly competitive prices.
Founded: 2015
Location: India
Services: Mobile Testing, Web Application Testing, Automation Testing, Usability Testing, Performance Testing, Security Testing, Regression Testing.
URL: https://www.testrigtechnologies.com/
6. DeviQA
One of the most prominent names in the field of software quality assurance and testing, DeviQA offers a different approach to quality assurance out staffing and outsourcing. With core principles like expertise, reliability, and efficiency, the company has served more than 300 happy clients during their 10+ years of journey. Apart from offering excellent QA services, DeviQA takes special care of the privacy and security of all intellectual property and data storage of their clients.
Founded: 2010
Location: United States
Services: Web Testing, Mobile Testing, Automated Testing, Mobile Automation Testing, Performance Testing, Software Testing Consultancy
URL: https://www.deviqa.com/
7. A1QA
One of the oldest companies in the software testing landscape, A1QA comes with a huge experience of completing more than 1500 of projects successfully for their customers spread across the globe. It’s a full-cycle testing company with an extremely proficient team of more than 700 QA engineers and testers spread across ten centers across the globe. This all-rounder company is well-known for offering a set of incredible services to ensure memorable and positive user experience.
Founded: 2002
Location: United States (headquarters) with offices in Eastern Europe, the UK, and the Netherlands
Services: Performance, Security, Functional, Usability, Compatibility, and Localization Testing for web and mobile applications
URL: https://www.a1qa.com/
8. QualityLogic
One of the most respected and experienced companies in the field of software testing and quality assurance, QualityLogic works primarily with mid-market and enterprise clients. It was able to secure a place in the top ten software testing provider in the annual Global Leaders List created by Clutch, which reflects its industry expertise, ability to deliver outstanding results, and satisfied clients. With its key focus on scalability, affordability, flexibility, and guaranteed performance, QualityLogic offers a wide range of QA services.
Founded:1986
Location: United States
Services: Interoperability Testing, Functional Testing, Accessibility Testing, Usability Testing, Regression Testing, Test Automation Services, Exploratory Testing, QA Test Tools, Agile QA, Load & Performance Testing, Test & Technology Training
URL: https://www.qualitylogic.com/
9. UTOR
A Ukrainian application QA and application testing company, UTOR is a relatively new entrant in the field. With a small yet highly efficient team, the company works with both small and large businesses in the advertising and marketing, financial services, and education sectors. With the help of its easily managed QA team and ability to support agile development environment, UTOR is an ideal testing service provider for those looking to release outstanding products in a cost-effective manner.
Founded: 2016
Location: Ukraine
Services: Manual Testing, Automation Testing, Performance Testing, QA team setup, Testing out staffing, Application checking
URL: https://u-tor.com/
10. SQA Canada
One of the prominent names in the field, SQA Canada offers a wide range of SQA (software quality assurance) services, from software consulting to business solutions testing. With the help of its centralized QA infrastructure, the company performs different kinds of testing on-demand utilizing a single knowledgebase. Those looking for high-value, affordable, and exemplary solutions in QA would find SQA Canada extremely helpful.
Founded: 2006
Location: Canada
Services: Application Testing, Automation Testing, Quality Assurance & Porting, Training Services, Augmentation Services
URL: http://www.sqacanada.ca/
11. ClicQA
An independent software testing company, ClicQA offers a wide range of testing services to some of the most important industries like financial services, banking, insurance, healthcare, retail, logistics, and more. With the help of domain knowledge obtained through years of prominent existence and outstanding testing skills, the company offers a client-centric approach for its software testing services.
Founded: 2016
Location: United States, United Kingdom, and India
Services: Automation Testing, Functional Testing, Performance Engineering, Performance Testing, Security Testing
URL: https://www.clicqa.com/
12. QA Madness
Founded by skilled professionals, QA Madness uses an excellent lineup of advanced testing technologies to help its clients to release top-quality software products. With an outstanding portfolio of having delivered 3260 web projects and 815 mobile projects successfully during its more than a decade of working, skills of the team of QA Madness regarding testing of any project while staying on-budget and on-time need no separate introduction.
Founded: 2008
Location: Ukraine, Lithuania
Services: Automated Testing, Manual Testing, Mobile Application Testing, Web Application Testing, Desktop App Testing, Wearables Testing, QA audit & consulting, Testing documentation
URL: https://www.qamadness.com/
13. QATestLab
One of the leading outsourcing software testing companies, QATestLab offers a complete range of software testing services. With the help of up-to-date tools and technologies coupled with the expertise of its team of professional testers, the company offers high-quality testing services on budget and on time. With the convenience of having its own training center, QATestLab can promptly start any testing project, regardless of its complexity.
Founded: 2005
Location: Ukraine
Services: Test Automation, Manual Testing, Test Documentation, Test Management, Consulting, Quality Assurance
URL: https://qatestlab.com/
14. TestFort
One of the fastest-growing software testing services providers, TestFort offers full-cycle testing services. Its commitment to maintaining the highest quality standards is proven as TestFortreceived the nomination for European Software Testing Award 2018. With four R&D offices and three business models of cooperation, the company has delivered hundreds of successful projects for its global clientele. The team boasts of highly efficient QA engineers with expertise in automated and manual testing services for a wide range of solutions.
Founded: 2001
Location: Ukraine
Services: Functionality Testing, Usability Testing, Performance Testing, Compatibility Testing, Security Testing, IoT Testing, QA Consulting, QA Outsourcing
URL: https://testfort.com/
15. XBOSoft
One of the top-rated software testing and quality assurance service providers in the country, XBOSoft comes up with strategies to help their clients transform their software quality management processes. With the help of the deep technical expertise of its team regarding working with any medium, framework, or platform, the company is able to deliver software quality processes designed to provide its clients with confidence in every step they take.
Founded: 2007
Location: United States
Services: Agile Testing, Functional Testing, Test Automation, Performance Testing, Security Testing, Localization Testing, Usability Testing.
URL: https://xbosoft.com/
16. QA Consultants
One of the oldest in the world and claiming to be the largest software testing company in North America, QA Consultants has helped a huge number of businesses across a wide range of industries including banking and financial, automotive, digital marketing, construction and industrial, hospitality and tourism, media and entertainment, and many more. It offers different models of engagement to cater to the varied needs of the clients.
Founded: 1994
Location: Canada
Services: Test Automation, Functional Testing, Performance Testing, Integration Testing, Security Testing, Mobile Testing, Data Testing, Specialized Audit
URL: https://qaconsultants.com/
17. Ubertesters
Specialized in application testing, Ubertesters also offers cloud consulting and application management and support. It offers a powerful testing platform that helps clients manage their mobile QA processes effectively. It comes with everything needed by the agile teams to perform end-to-end management. With the help of its experience, professional testers, Ubertesters is able to offer testing services for apps on all platform, types of devices, carriers, and locations to ensure their quality.
Founded: 2012
Location: United States, Ukraine
Services: Localization Testing, Usability Testing, Functional Testing, Enterprise App Testing
URL: https://ubertesters.com/
18. Spiral QA
One of the prominent names in the software testing landscape, Spiral QA offers software testing and quality assurance services to help its clients develop better and more user-friendly mobile apps, web applications, e-commerce websites, among others. With the help of its dedicated and passionate team of highly efficient quality assurance professionals, Spiral QA offers services to cover different layers of testing to fit any project, regardless of its size. Its clientele includes a wide variety of companies across different domains including eLearning, ed-tech, e-commerce, among others.
Founded: 2009
Location: United States, Belarus
Services: Mobile App Testing, Web Application Testing, Usability Testing, Functional Testing, Performance Testing, Compatibility Testing, Maintenance Testing, Regression Testing.
URL: https://qualityassurancetesting.us/
19. MeU-Solutions
A relatively new entrant in the field, MeU-Solutions offers specialized application testing services together with e-commerce development, cybersecurity, and custom software development. The company has designed a service called One Secure to offer a systematic approach to help its clients assess their infrastructure and web applications in an effort to uncover any risks they might be unaware of. Those looking to get high-quality services at competitive prices would find MeU-Solutions useful.
Founded: 2016
Location: Vietnam
Services: Shift-Right Testing, Managed Testing, Automation Testing, Manual Testing, Agile Testing, Security Testing, Mobile Testing, 1Secure Service
URL: https://meu-solutions.com/
20. KiwiQA
One of the pioneering software testing and quality assurance companies, KiwiQA is known for its unmatched efficiency and a wide range of software testing services. Right from specialized testing to custom validation, the company is aimed at helping the clients deliver optimally performing and flawless software products. With the help of reusable test cases and automation expertise coupled with the finest quality testing frameworks, KiwiQA delivers world-class testing services in accordance with current testing trends.
Founded: 2009
Location: Australia, India, Norway
Services: Performance Testing, Automation Testing, Code Verification, Mobile Testing, Manual Testing, Security Testing
URL: https://www.kiwiqa.com/
21. TestArmy
TestArmy belongs to the league of software testing companies that offer performance, functional, and security testing of digital products, including the Internet of Things and virtual reality. With the help of their testing veterans, the company is able to join its client’s team to create a cohesive unit to make their job easier. TestArmy also offers quality assurance consulting services to help the clients make the product even better.
Founded: 2010
Location: United States
Services: Interoperability Testing, Functional Testing, Accessibility Testing, Usability Testing, Regression Testing, Test Automation Services, Exploratory Testing, QA Test Tools, Agile QA, Load & Performance Testing, Test & Technology Training
URL: https://testarmy.com/en/
22. ThinkSys
Though ThinkSys started its journey as a quality assurance company, now it has become a full-fledged software company that offers a wide range of services like software development, interactive emails, big data and analytics, cloud computing, DevOps and CI, blockchain, artificial intelligence, apart from its core quality assurance and software testing services. The company uses high-end languages, frameworks, and tools and technologies to offer collaborative and innovative technology solutions.
Founded: 2014
Location: United States, India, Israel
Services: E-commerce Testing, Automation Testing, Localization Testing, Functional Testing, Performance Testing, Mobile Testing, Security Testing, Regression Testing, Usability Testing
URL: https://www.thinksys.com/
23. TestBytes
TestBytes offers comprehensive testing services to help its clients deliver top-quality software products on time. With its processes and methodologies based on Agile, ISO, and CMMI best practices, the company has been able to complete a huge number of projects successfully for a large number of businesses spread across different industries including banking and finance, healthcare, insurance, e-commerce and retail, manufacturing, IT and consulting, media and entertainment, and many more. Most of its team members come with high-end certifications like CSQA, CSTE, ISTQB, and Automation Tools.
Founded: 2011
Location: India
Services: Web Testing, App Testing, Automation Testing, Game Testing
URL: https://www.testbytes.net/
24. NEX Softsys
One of the top fifteen position holders in the popular research and review platform GoodFirms, NEX Softsys offers a wide range of services including software testing, application development, big data solutions, software outsourcing solutions, mobility solutions, offshore development, cloud, and DevOps solutions, IoT solutions. Its expertise and wide-ranging experience in developing software solutions for a significant number of verticals have helped NEX Softsys to become one of the most sought-after software technology services company.
Founded: 2008
Location: United States, India
Services: Manual Testing, Selenium Testing, Web Application Testing, Automated Testing, Desktop App Testing, Mobile Application Testing, QA Consulting
URL: https://www.nexsoftsys.com/
25. OnPath Testing
One of the prominent names in the software testing domain, OnPath Testing offers mobile and web software developers incredibly thorough, competitively priced, and exceptionally flexible quality assurance services with the clients’ specific time and budget constraints. With the simple vision of delivering software that just works, OnPath Testing claims to offer unmatched testing services backed by its flexibility, value, and adaptness.
Founded: 2009
Location: United States
Services: QA Audit, Manual Testing, Automation Testing
URL: https://onpathtesting.com/
Final Thoughts
It has become crucial for businesses to get their products tested before releasing them in the market to thrive and remain competitive. Add to it the increasingly complex nature of IT ecosystems and solutions that considerably increase the risk of shortcomings and issues with a software development lifecycle. In addition, companies sometimes suffer from a wide range of software-related issues – from complicated code issues to small bugs – that may heavily impact the entire business. That’s exactly why businesses need to focus more on their software testing and quality assurance activities to ensure successful product delivery.
In case you’re looking for a software testing company to join hands, pick one from the above ones based on your requirements and preferences to make the software development process hassle-free to a great extent.
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roysherly · 5 years ago
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tak4hir0 · 5 years ago
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Editor's note: An experienced provider of Salesforce development services, ScienceSoft dwells on how to start with Salesforce, which technologies to master and how to build a successful career in this domain. In 2019, Salesforce.com, Inc. was recognized as a CRM market leader for the sixth consecutive year. Over 150,000 companies worldwide, including such renowned brands as Sony, Financial Times, Toyota and more, already use Salesforce CRM. As the scale of using the Salesforce CRM is actively growing, Salesforce is expected to generate about 3.3 million employment opportunities including positions for developers by 2022. What is the Salesforce platform Salesforce is a cloud platform for managing sales, customer service, and marketing. The key products for these purposes are Sales Cloud, Service Cloud and Marketing Cloud. The list of the highly demanded products for business also includes Commerce Cloud (for ecommerce), Financial Services Cloud (for financial organizations), and Health Cloud (for healthcare organizations). To enrich their products, SFDC (which stands for Salesforce.com Inc.) offers additional components, for example, CPQ & Billing used for automatic price quote generation and invoicing. In 2007, SFDC launched Force.com, the PaaS product for developers to create and run apps in the Salesforce infrastructure. In 2018, Force.com was renamed into Lightning Platform, but developers still use the original name sometimes. SFDC regularly updates the services and enriches the offering with new products. One of such products is Einstein AI helping businesses to enhance their CRM with predictive analytics for such purposes as identifying the most promising leads (potential clients) for further cooperation. Another ambitious product by SFDC is IoT Cloud. This platform allows collecting, processing and real-time managing data from the devices integrated into an IoT system. For example, in retail, IoT Cloud can aggregate the data from sensors attached to the goods to track their transportation and storage conditions. Job duties of Salesforce developers There are two ways to adapt Salesforce functionality to particular business needs: configuration and customization. Developers are mainly involved in Salesforce customization, but they can also perform configuration. During Salesforce configuration, CRM functionality is tuned via the user interface with no coding involved. This way, one can create tables, objects, fields, build relationships between them, set rules for automating linear work processes. For configuration, businesses usually employ a Salesforce administrator. Salesforce customization is needed when point-and-click tools available in Salesforce are not enough to automate particular business needs. Salesforce customization examples include: Automating complex non-linear business processes. Integrating Salesforce with other systems (ERP, company website, social media, etc.). Creating custom reports and dashboards. Adding Einstein AI capabilities to CRM, etc. Apart from customization and configuration, Salesforce developers build custom applications for Salesforce (IT product companies can add such applications to Salesforce’s marketplace named AppExchange). Basic aspects of Salesforce development Back-end development For server-side development, Salesforce app developers use Apex, a strongly typed object-oriented programming language with syntax similar to Java. Apex code is stored in the format of classes and triggers. Salesforce also has its own data management language SOQL, which is similar to SQL. The Salesforce platform has some peculiarities that developers need to take into account. First, to deploy Apex code, its coverage by unit tests should be 75% at least. Second, the platform has limits for developers (Governor Limits) on performing certain operations. For example, it’s impossible to execute more than 100 synchronous SOQL queries in one transaction. Front-end development User interfaces in Salesforce can be created using the Visualforce or Lightning frameworks. Visualforce is an older framework, comprising a tag-based markup language and a set of controllers. Lightning, on the other hand, is a modern framework that allows creating more interactive user interfaces. The framework consists of Aura Components, a Salesforce proprietary programming model, and Lightning Web Components, a JavaScript-based alternative of Aura. How to become a Salesforce developer Education To obtain the required skills, a Salesforce developer should first of all have education in software development. One can obtain a bachelor’s degree in software engineering, computer science, mathematics or related fields. Then, a Salesforce developer needs to gain Salesforce-specific knowledge, for example, with online courses. There is a variety of online courses and tutorials to learn the basic and advanced aspects of Salesforce development. The majority of them are fee-based. However, Udacity offers a free introductory Salesforce development course, and Udemy often provides discounts. For learning purposes, SFDC offers Trailhead, which is a free platform with courses combining theory and practice of Salesforce development. Learning starts with the Developer Beginner module, which contains basic information about Salesforce development. Apart from the technical skills, the requirements for Salesforce development positions can include Salesforce certification. To obtain a certificate, a candidate takes a fee-based test. There are 5 types of certificates, and the certificate should be periodically confirmed (according to the Salesforce releases) by completing tasks by Trailhead. Salesforce developer vs Java developer Due to the syntax similarities between Java and Apex, Salesforce is often chosen by Java developers. The core benefits they pursue are new job opportunities worldwide (as soon as Salesforce CRM is widely used around the globe), increased salary and just a refreshing change. At the same time, some developers claim that being a Salesforce developer restricts one’s job options while Java development allows choosing versatile projects in the domains that differ from CRM. The career path of a Salesforce developer A Salesforce developer’s career ladder consists of three levels: junior, middle and senior. A senior Salesforce developer can become a Salesforce architect or a Salesforce consultant. A Salesforce architect is the highest point of the Salesforce developer’s technical growth. The architect designs an architectural model of Salesforce CRM and custom applications according to a client’s business needs. This position requires a solid Salesforce development background and a profound knowledge of all Salesforce products and development tools. A Salesforce consultant is an intermediary between a customer and a technical team. The consultant analyses a client’s business needs and offers the most suitable Salesforce means to address them. For that, it’s vital to distinguish the cases when Salesforce customization is really required and when it’s enough to go with configuration. 3 reasons why you may like Salesforce development You don’t like to develop from scratch Lightning Platform has many ready-made components for development, which significantly simplifies a developer’s job. You like to dive into a customer’s business Salesforce development requires exploring a customer’s business processes. Moreover, understanding a customer’s business will be a part of your job duties and will influence your career growth. You like both back-end and front-end development Salesforce app developers work both on the server side and create user interfaces. A Salesforce partner with 11 years of experience, we can provide a custom Salesforce app for your internal use or listing it on AppExchange.
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ourrickyben · 6 years ago
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How to improve patient outcomes by exhibiting meaningful use in 2018
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Research plan
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Preparation of the company visit
After the first two days we read a lot of information about quality control with vision. The technology is applicable in a lot of industries. In this task, the technology is focussed on the food industry. This industry has high requirements on quality. So it is very interesting to learn something about the technology. To be prepared for the company visit, everyone has read themselves into the technology. The following sources have been used:
-       Google Scholar
-       Beltech website
-       Youtube video’s
-       InVision website
-       Sciencedirect.com
If you do like to visit the sources, please enter the document ‘source list’.
After the company visit
With a lot of inspiration we arrived at school after the company visit. We have seen a lot of new technology about vision. So it was a good plan to categorize the subjects. For ourselves we know a lot about the technology. But it is important to translate this knowledge to the blog. The blog consists of the following subjects:
-       Business plan
-       Strategic plan
-       Influence plan
-       Product Market Combination
-       Future
The posts will be on the Blog very soon!
Market plan
During the days we are also making plans for the market coming Friday. We will show the possibilities with vision control. The visitors of the market will experience how the technology works. Beside that, with the information we have, it is possible to learn the visitors something behind the technology. Not every company would like to have a vision quality system!
Source list
Bibliografie
Brosnan, T. (2002 November). Computers and Electronics in Agriculture.Amsterdam: Elsevier.
Brosnan, T. (2014 january). Journal of Food Engineering.Amsterdam: Elsevier.
Mikrocentrum. (2018, 11 7). vision robotics and motion. Retrieved from Vision-robotics.nl: https://www.vision-robotics.nl/nieuws/een-greep-uit-de-innovaties-te-zien-op-vision-robotics-and-motion-2018/
Parent, S. (2018, 11 6). From Human to Machine. Retrieved from Qualitymag.com: https://www.qualitymag.com/articles/91976-from-human-to-machine-how-to-be-prepared-for-integration-of-automated-visual-inspection
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Van Koert, L. (2018, 11 7). Vision-in-de-voedselproductie.Retrieved from Automatie-pma: https://automatie-pma.com/pma/sensoren-en-actuatoren/steeds-meer-vision-in-de-voedselproductie/
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eurekakinginc · 7 years ago
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Posted by intelegain_inc via /r/artificial. Join Discussion: https://ift.tt/2udFYIi. Curated by: www.eurekaking.com
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ios-dev-omnium-gatherum · 8 years ago
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bigdataschool-moscow · 6 years ago
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Apache Cassandra и HBase: конкуренты или альтернативы – 10 ключевых сходств и отличий
Cassandra и HBase считаются наиболее популярными NoSQL-СУБД в мире Big Data. Сегодня мы поговорим, что между ними общего и чем отличаются эти нереляционные базы данных, сравнив их по 10 ключевым параметрам: от архитектуры до инструментальных средств.
Что общего между Apache Cassandra и HBase: 5 главных сходств
Прежде всего отметим, чем похожи HBase и Кассандра. Проанализировав главные достоинства и недостатки этих нереляционных СУБД, мы выделили следующие их общие качества: ·       История разработки – обе рассматриваемые СУБД написаны на языке программирования Java примерно в одно время: Cassandra создана в 2008 в Facebook, а HBase – в 2007 в Powerset. Проектами верхнего уровня Apache Software Foundation эти продукты стали в 2009 и 2010 гг. соответственно. ·       Модель данных – обе системы основаны на концепциях Google Big Table и являются колоночно-ориентированными хранилищами, где информация хранится хранятся в ячейках, сгруппированных в столбцы, а не в строки данных [1]. При этом сами столбцы (колонки) группируются в семейства (Column Family), а в общем хранилища относятся к типу «ключ-значение» (key-value). Несмотря на общие термины, их реализация в рассматриваемых системах немного отличается: столбец Кассандры больше похож на ячейку в HBase, а семейство столбцов – на таблицу соответственно. Также в модели данных Cassandra реализуется понятие «пространство ключей» (keyspace), чего нет в HBase. В свою очередь, в HBase есть концепция региона - диапазона записей, соответствующих определенному диапазону подряд идущих первичных ключей, что позволяет балансировать размером таблицы и распределением по узлам кластера. Однако, обе модели являются гибкими, поддерживают маркирование данных метками времени (timestamp) и отлично подходят для хранения больших объемов разреженных данных, допуская отсутствующие значения в определенной ячейке или столбце и не занимая при этом места для хранения. В обоих случаях необходимо указывать семейства столбцов при разработке схемы данных, которая потом не изменяется, тогда как в определении столбцов допустима гибкость в любое время [2]. ·       ��ысокая скорость работы – при том, что обе СУБД работают быстро, практически в режиме реального времени, в плане производительности операций чтения и записи они отличаются. В частности, благодаря своим архитектурным особенностям, о которых мы рассказывали здесь, Кассандра работает быстрее своего конкурента [3]. Однако, в случае произвольного доступа к данным в виде множества согласованных операций чтения HBase может работать эффективнее Cassandra благодаря блочному кэшу HDFS, Bloom-фильтрам и собственной системе индексов [2]. ·       Информационная безопасность – обе базы данных поддерживают аутентификацию, авторизацию и шифрование между узлами, обеспечивая не только общее управление доступом, но и детализацию на уровне отдельных элементов модели данных. В частности, Cassandra обеспечивает доступ на уровне строк, а HBase – даже на уровне отдельных ячеек. При этом Кассандра позволяет определять роли пользователей, устанавливая для них условия видимости данных. В HBase, наоборот, администратор назначают метку видимости для наборов данных, в последствие распространяя их на группы пользователей и отдельных клиентов [2]. ·       Масштабируемость и отказоустойчивость – HBase и Cassandra линейно масштабируются, позволяя добавлять новые серверы и наращивать таким образом кластеры до сотни узлов. При этом обе системы гарантируют сохранность информации, даже при сбое отдельных узлов за счет репликации данных [4]. Сравнение моделей данных Apache Cassandra и HBase
Чем Apache HBase отличается от Кассандры: 5 ключевых различий
При всех вышеотмеченных сходствах, HBase и Cassandra существенно отличаются друг от друга по следующим характеристикам: ·       Архитектура – кластер HBase работает по принципу ведущий/ведомый (master/slave), когда главный сервер (Master Node) управляет остальными узлами. Поэтому отказ главного сервера влечет за собой сбой всего кластера. Этого недостатка лишена Apache Cassandra, организованная в виде кольца равнозначных узлов, по которым распределены данные. Побочным эффектом такой отказоустойчивости Кассандры является проблема согласованности данных, когда одна и та же информация на разных узлах может отличаться. Для борьбы с этим в Cassandra предусмотрены настраиваемые уровни согласованности (consistency levels), о которых мы подробно рассказывали здесь. В HBase целостность данных обеспечивает центральный сервер (Master Node), который, как мы уже отметили, отвечает за распределение данных по остальным узлам, и сам является потенциальной точкой глобального сбоя. ·       Инфраструктура – Кассандра самодостаточна, т.е. она не нуждается в дополнительных файловых хранилищах и других внешних компонентах, обеспечивая как управление, так и хранение данных. Взаимодействие между узлами кластера происходит по одноранговому Gossip-протоколу [5]. А для работы HBase необходимы компоненты Apache Hadoop: распределенная файловая система HDFS для хранения данных и служба Zookeeper для координации работ между сервисами, управления их конфигурациями и синхронизацией. ·       Средства работы с данными – HBase предоставляет разработчику Big Data более широкий набор возможностей: REST и другие API-интерфейсы Java, а также внешние SQL-решений (Apache Phoenix, Drill, Hive и Cloudera Impala), позволяющие работать с данными, хранящимися в HBase, как с реляционными таблицами. Сама СУБД поддерживает только 4 основные действия по обработки данных, которые отличаются от классических SQL-запросов (put, get, scan, delete). В свою очередь, Cassandra имеет собственный SQL-подобный язык запросов (CQL, Cassandra Query Language), позволяющий выполнять простейшие выборки (SELECT) по определённому условию. Оператор UPDATE обеспечивает добавление и обновление информации, а INSERT отсутствует. Также CQL поддерживает пространство имён и семейств столбцов. Драйверы с поддержкой CQL реализованы для языков Python, Java, Ruby, PHP, JavaScript и Perl [6]. ·       Поддержка индексации – Cassandra поддерживает вторичные индексы, создать которые можно с помощью CQL-выражения CREATE INDEX [6]. В HBase индексация возможна только по одному полю – первичному ключу (Row Key). Добавить вторичный индекс можно с помощью Apache Phoenix, который компилирует SQL-запросы в собственные API-интерфейсы NoSQL без использования MapReduce [7]. ·       ACID-транзакции – из-за ограничений, выраженных в CAP-теореме [8], принято считать, что распределенные NoSQL-СУБД, в отличие от реляционных баз данных, не могут обеспечить все ACID-требования к транзакциям (атомарность, согласованность, изолированность, долговечность) [9]. В частности, Apache HBase прямо сообщает об этом [10]. Однако, Cassandra обеспечивает ACID-транзакции на уровне одной записи, т.е. для набора столбцов с одним ключом [11]. Архитектура кластеров Apache Cassandra и HBase Таким образом, Apache Cassandra и HBase сложно назвать прямыми конкурентами или равнозначными альтернативами, поскольку они слишком отличаются по множеству параметров даже в общих свойствах. В следующей статье мы рассмотрим, в каких случаях следует выбирать HBase, а когда при построении Big Data системы с использованием NoSQL-СУБД стоит использовать Кассандру и почему.  Все тонкости установки, настройки, администрирования и эксплуатации нереляционных баз данных разбираются на наших практических курсах в лицензированном учебном центре обучения и повышения квалификации ИТ-специалистов (менеджеров, архитекторов, инженеров, администраторов, Data Scientist’ов и аналитиков Big Data) в Москве: HBASE: Администрирование кластера HBase
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 Зарегистрироваться на курс Источники 1.       https://www.3pillarglobal.com/insights/exploring-the-different-types-of-nosql-databases 2.       https://www.scnsoft.com/blog/cassandra-vs-hbase 3.       https://www.datastax.com/products/compare/nosql-performance-benchmarks 4.       https://data-flair.training/blogs/hbase-vs-cassandra/ 5.       https://en.wikipedia.org/wiki/Gossip_protocol 6.       https://ru.wikipedia.org/wiki/Apache_Cassandra 7.       https://ru.bmstu.wiki/Apache_Phoenix 8.       https://ru.wikipedia.org/wiki/Теорема_CAP 9.       https://habr.com/ru/post/228327/ 10.   https://hbase.apache.org/acid-semantics.html 11.   https://ru.bmstu.wiki/Apache_Cassandra Read the full article
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