The ability to effectively use big data to gain value comes down to the ability of organizations to run analytical applications on the data, usually in the data lake. Assume that the challenges of capacity, speed, diversity, and accuracy are solved-measuring data readiness. The data is ready to pave the way for predictive analysis. Data readiness is built on the quality of the big data infrastructure used to support business and data science analysis applications. For example, any modern IT infrastructure must support data migration associated with technology upgrades, integrated systems, and applications, and can transform data into required formats and reliably integrate data into a data lake or enterprise data warehouse ability. Three big challenges facing big data technology So why do so many big data infrastructures collapse early in the implementation life cycle? All this goes back to the last of McKinsey’s big data offer in 2011: “As long as the right policies and driving factors are formulated”. Some reasons why big data projects cannot be started are as follows: 1. Lack of skills Despite the increase in machine learning, artificial intelligence, and applications that can run without humans, the imagination to drive big data projects and queries is still a data scientist. These "promoters" referred to by McKinsey represent skills that are in great demand on the market and are therefore rare. Big data technology continues to affect the recruitment market. In many cases, big data developers, engineers, and data scientists are all on-the-job, learning processes. Many high-tech companies are paying more and more attention to creating and training more data-related positions to use the principles of big data. It is estimated that by 2020, 2.7 million people will be engaged in data-related jobs, and 700,000 of them will be dedicated to big data science and analysis positions to highly competitive and expensive employees. 2. Cost The value of the big data analytics industry is nearly $125 billion, and it is only expected to grow. For big data implementation projects, this means expensive costs, including installation fees and regular subscription fees. Even with the advancement of technology and the reduction of barriers to entry, the initial cost of big data may make the project impossible. Investment may require traditional consulting, outsourcing analysis, internal staffing, and storage and analysis software tools and applications. Various cost models are either too expensive, or provide the functionality of the minimum viable product, and cannot provide any actual results. But first, a company that wants to properly implement big data must prioritize architecture and infrastructure. 3. Data integration and data ingestion Before performing big data analysis, data integration must be performed first, which means that various data need to be sourced, moved, transformed, and provisioned into big data storage applications using technologies that ensure security. Control during the entire process. Modern integration technologies that connect systems, applications, and cloud technologies can help organizations produce reliable data gateways to overcome data movement problems. Companies striving to modernize their systems and deploy strategies to integrate data from various sources should tend to adopt a B2B-led integration strategy that ultimately drives the development of partner ecosystems, applications, data storage, and big data analysis platforms To provide better business value.
With FTP and MFT, the transfer of sensitive data is an indispensable part of daily business. However, when the task of the organization is to ensure the security of sensitive data when it is moved from point A to point B, it is best to choose a solution that can ensure file security. What is FTP? The original file transfer protocol is a standard network protocol that has existed for decades and is used to transfer sensitive files between a client and a server on a computer network. It can be used to exchange and manipulate files through a network based on transfer Control Protocol /Internet Protocol . When using FTP, user credentials are sent in plain text, and files are not encrypted during transfer. Since both channels are unencrypted, data is easily intercepted and exploited. However, it does require an authenticated username and password to access. In addition to the lack of encryption technology, it also lacks automation and other functions to meet compliance requirements. Besides, FTP users often report problems such as connection errors and inconsistent functions. What is MFT? MFT is the abbreviation of Managed File Transfer, a multi-functional technology and secure file transfer solution, covering all aspects of the inbound and outbound file transfer. The MFT solution uses industry-standard network protocols and encryption methods to protect sensitive data in transit and at rest. Organizations of all sizes can use MFT solutions to meet file transfer needs, ranging from dozens of files per week to thousands of files per day. The innovative nature of MFT helps improve the quality of file transfers and helps organizations comply with key data security policies and regulations. Using MFT solutions, time-consuming manual processes can be replaced, and transfers can be simplified, automated, simplified, and tracked from the central point of management. With the help of MFT, data can be quickly exchanged between networks, systems, applications, and trading partners. To this end, it will be deployed in the cloud, on-premises, an internal hybrid environment, or through MFTaaS. Essentially, there are managed file transfer solutions to meet the growing needs of organizations that want to reduce their overall file transfer costs, significantly improve their network security, and replace the use of vulnerable file transfer protocols such as FTP. The key difference between FTP and MFT Network secure FTP Protecting data is critical to every organization. Unfortunately, FTP solutions are insufficient in this category to solve modern network security problems. FTP does not have good authentication to send or retrieve data. User credentials are sent in plain text, while information is transmitted in "clear text". This means that your information is not encrypted and anyone with expertise can intercept and access files sent via FTP. MFT solutions can protect internal and external file transfers by focusing on user access and control, thereby improving the organization's network security level. Through extensive security controls and functions, organizations can set password policies and use LDAP, AD, and other identity and access management functions to authenticate users. Encrypted FTP FTP does not encrypt the tunnel created for sending and retrieving files. Anyone watching the network can see all sensitive and non-sensitive files passing between the organization and trading partners in the cloud. This means more than just hackers. Employees, suppliers, etc. may also be able to see what you send. MFT is essential to ensure the privacy and integrity of organizational data. MFT implements cutting-edge encryption technologies such as Open PGP and AES to ensure data security during transfer and at rest, thereby reducing the risk of data leakage and/or unauthorized access. File transfer FTP, FTP lacks basic functions. For example, to use FTP to automate file transfers, you must add a second solution, which is not recommended. It is not recommended to use FTP for new technologies. Since no new FTP security features have been added or updated, your organization can quickly phase out FTP. For example, if you want to integrate with the cloud or use cloud computing platforms such as Azure or AWS, you must use tools other than FTP, otherwise, you will take a lot of risks. MFT forgets custom scripts, desktop applications, and failed transfers. MFT allows you to create, test, and automate file transfers from an easy-to-use interface. It can also help you keep track of all files moved in the system and who is editing, viewing, and sending files. Organizations can receive notifications of file transfer failures and initiate automatic retries when needed, so they won’t waste valuable time troubleshooting. Automating repetitive tasks can increase the reliability of the retry function and limit the amount of sensitive data that any user must interact with. Time, money, and valuable resources FTP can be time-consuming. Developing, maintaining, and troubleshooting scripts and other manual processes can take time and often burden employees. This is especially worrying if the employee is initially out of the office or is short of time. Another aspect to consider is that although free file transfer software can save money upfront, the potential cost of a data breach is much higher in terms of money and reputation. The MFT solution is automated and can reduce costs in many ways: it can easily handle and arrange tedious file transfers, arrange complex plans, organizations can improve process efficiency and increase employee productivity, and can handle repeated mass transfers promptly. The troubleshooting process can also be simplified instead of the burden of individual employees. Compliance FTP Simply put, because FTP lacks encryption, auditing, and other network security features, it cannot help your organization comply with important requirements or regulations. The ability of MFT organizations to encrypt file transfers is critical for compliance with existing and emerging privacy laws, specific industry-specific compliance requirements like HIPAA, and the purpose of protecting sensitive, high-risk information from falling into it. Into the wrong hands and other regulations. In addition to encryption, MFT also provides organizations with the additional benefits of built-in monitoring, tracking, and auditing. With MFT, it is easy to pull all file service activities and related procedures on the report. The Raysync large file transfer solution is dedicated to meeting the data transfer needs of the enterprise or with external partners, providing efficient and controllable accelerated transfer of large files, ultra-long distance, transnational network data transfer, safe distribution of file assets, file management, and organizational authority management, Supports local deployment and cloud services, and provides enterprises with safe, stable, efficient and convenient large file interactive technical support and services.
Facing the challenges and threats related to the security of big data transmission, the industry has conducted targeted practices and investigations on security protection technologies. This article focuses on three aspects of the development of big data security technology: platform security, data security, and privacy protection. Technologies related to platform security, data security, and privacy protection are improving, allowing us to solve big data security issues and challenges. However, to respond to new methods of cyber attacks, protect new data applications, and meet increased privacy protection requirements, higher standards and functions will be required. In terms of platform technology, centralized security configuration management and security mechanism deployment can meet the security requirements of the current platform. However, vulnerability scanning and attack monitoring technologies for big data platforms are relatively weak. In terms of technologies for defending platforms from network attacks, current big data platforms still use traditional network security measures to defend against attacks. This is not enough for the big data environment. In the big data environment, the extensible defense boundary is vulnerable to attack methods that cover up the intrusion. Besides, the industry pays little attention to potential attack methods that may come from the big data platform itself. Once new vulnerabilities appear, the scope of the attack will be huge. In terms of data security, data security monitoring and anti-sabotage technologies are relatively mature, but data sharing security, unstructured database security protection, and data violation traceability technologies need to be improved. Currently, there are technical solutions for data leakage: technology can automatically identify sensitive data to prevent leakage; the introduction of artificial intelligence and machine learning makes the prevention of violations move toward intelligence; the development of database protection technology also provides a powerful way to prevent data leakage Guarantee. The ciphertext calculation technology and the data leakage tracking technology have not yet been developed to the extent that they can meet the needs of practical applications, and it is still difficult to solve the confidentiality assurance problem of data processing and the problems related to tracking data flow. Specifically, the ciphertext calculation technology is still in the theoretical stage, and the calculation efficiency does not meet the requirements of practical applications. Digital watermarking technology cannot meet the needs of large-scale and fast-updated big data applications; data lineage tracking technology requires further application testing and has not yet reached the mature stage of industrial applications. Digital watermarking technology cannot meet the needs of large-scale and fast-updated big data applications; data lineage tracking technology requires further application testing and has not yet reached the mature stage of industrial applications. Digital watermarking technology cannot meet the needs of large-scale and fast-updated big data applications; data lineage tracking technology requires further application testing and has not yet reached the mature stage of industrial applications. In terms of privacy protection, technological development clearly cannot meet the urgent need for privacy protection. The protection of personal information requires the establishment of a guarantee system based on legal, technical, and economic methods. Currently, the widespread use of data desensitization technology poses challenges to multi-source data aggregation and may lead to failure. So far, there are few practical application case studies for emerging technologies such as anonymization algorithms, and there are other common problems with this technology, such as low computational efficiency and high overhead. In terms of computing, continuous improvement is needed to meet the requirements of protecting privacy in a big data environment. As mentioned earlier, the conflict between big data applications and personal information protection is not just a technical issue. Without technical barriers, privacy protection still requires legislation, strong law enforcement, and regulations to collect personal information for big data applications. Establish a personal information protection system that includes government supervision, corporate responsibility, social supervision, and self-discipline of netizens.
The increase of data is the inevitable development of science and technology, and the big data brought by the progress of the times is both an opportunity and a challenge. For the problem of slow transmission of big files, we should think: Is the big data itself or the improper way to deal with the data the root cause of enterprises falling into the dilemma of big data? 1. The challenges brought by big data to file transfer 1) Large Amount of Data How big is the amount of data? Now, the files basically start at GB level, and TB and PB files can be said to be the most frequently encountered file transmission units in the office of medium and large enterprises. 2) Low Transfer Efficiency The amount of data increases, the existing network bandwidth is limited, and the network is congested. If we encounter the situation of weak network, long-distance, trans-provincial and trans-national, the transmission speed of large files is simply terrible, and the trans-national transmission of 10GB files may take several tens of hours. 3) High Risk Network security threats have caused the cost of data leakage to soar. Exposure of sensitive data in the process of data transmission and enterprise interaction; The cloud storage associated with file transfer status and the operation of office workers all have potential risks of data leakage. 2. The Solutions 1) Improve the work efficiency via a large file transfer tool Professional file transfer tool software has perfect countermeasures on packet loss, latency, and transmission efficiency of large file transfer, which can greatly improve work efficiency. For example, Raysync, which is equipped with Raysync high-speed transmission protocol and intelligent compression technology, can meet the high-speed transmission requirements of ultra-remote, cross-border large files, and massive small files, and at the same time make full use of the existing bandwidth of the network to effectively reduce the impact of network latency and packet loss. 2) Select one of the most ideal transfer modes Point-to-point, multi-point mutual transmission, data cloud transmission, one-to-many data distribution, and other modes are often needed in enterprise offices, but there are few large file transmission tools that can really meet the above requirements. Raysync supports providing multiple modes of transmission according to different transmission initiators, and enterprises can intelligently choose according to actual needs. 3) Strengthen storage function and pay attention to software compatibility To solve the problem of file storage in the process of large file transmission, Raysync supports the mainstream cloud platform operating systems such as Alibaba Cloud, Amazon Cloud, Huawei Cloud, etc., and provides special SDK integration products, which can be quickly integrated and deployed with the existing systems of enterprises, and easily build an automated file transmission network for network environments and heterogeneous systems within or between enterprises. 4) Bank-standard security protection and global central control In order to ensure the security of data transmission and prevent data leakage, cracking, monitoring, and other security issues, Raysync strengthens the security control of internal data communication, adopts AES-256 encryption technology of online banking, and uses SSL encryption transmission in the transmission process to effectively ensure data security. At the same time, Raysync adopts the setting of access rights and OS rights, thus achieving stricter access control. As a one-stop solution provider, Raysync has independently developed its core transfer technology with its professional technical teams to offer high-performance, secure, and reliable large file transfer and file management services for major enterprises.
How to transfer large files quickly? It has become a problem that people must understand in work and life. There are many ways to transfer large files. You can refer to the methods of the large file transfer: In fact, in the Internet age, speed has determined efficiency. In the production process of the enterprise, information and data exchange and transportation are required. At this time, a large file transfer is required. Many industries need to transfer large files. For example, the film and television industry needs to transmit video materials every day. A video as small as tens of megabytes and as many as several terabytes of video data must be transmitted from the shooting location to the video center for editing and rendering. For example, the meteorological observation points in the meteorological industry need to conduct real-time weather observations, and the data can be summarized to the Meteorological Bureau in real-time to issue accurate and correct weather forecasts. For example, Internet technology companies and big data analysis companies need to receive various data materials from various industries. For example, large enterprises need to transmit the financial data of each branch to the headquarters for summary at the beginning of each month. At this time, in the face of such a huge amount of data, how can companies ensure the safety, stability, and efficiency of large file transfer, then large file transfer software is indispensable for enterprises. For now, there are many file transfer software on the market. Small file transfer software can use network sharing software such as QQ, mailbox, etc. to transfer. A point-to-point transfer is still very convenient, but there is a limit to the file size, and the speed is sometimes slow depending on the network environment. But it is also a good choice for individual users to transfer small files. The transfer of large files using FileZilla, network disk, etc. is relatively stable and can support resumable transfers, but the speed will become slow when transferring large files, and the data packet loss rate is large, the transfer reliability is poor, and the speed is particularly low during international transfer. obvious. If you use a network disk, it will be inconvenient to operate, and you need to upload the file to the terminal before downloading it. Besides, there is another way for large files, which is to send a large number of files to the destination. However, unpredictable problems such as damage to the hard disk and delays in express delivery may occur during the transportation, and the real-time performance cannot be achieved. , Which limits the efficiency to a certain extent. If it is an enterprise-level large file transfer, you can choose to use the Raysync software. Raysync is an enterprise-level transfer product for enterprise large file transfer, adhering to the purpose of faster, more dazzling, more stable, and more powerful. The file transfer is very good. Large files can be transferred to the destination reliably and quickly, and it is also very good in the international transfer. Raysync large file transfer software has the following advantages: 1. This transfer software supports one-to-one, one-to-many, and many-to-one transfer, and it can flexibly solve the problem of large file transfer by mixing multiple transfer modes; 2. The transfer data is reliable, the transfer layer adopts multi-layer channel encryption technology for the transmitted data, and the data security is guaranteed; 3. Support for resumable transfer even if the transfer is interrupted; 4. Make full use of the bandwidth to maximize the transfer speed. According to actual test results, the transfer speed of large files can be increased by more than 100 times, and the maximum speed of a single connection can support 1Gbps; 5. Speed determines efficiency, time determines money. Now big data is very important to enterprises. Huge data must be transferred quickly to hold the information in the hands of enterprises in real-time. Realizing the rapid transfer of large files can improve work efficiency.
"aaS" is not a new concept for the developers and developers of Alibaba Cloud and Huawei Cloud and other applications. However, "as a service" is not well explained for many enterprises looking for acceleration of large file transfer in the cloud. Enterprise large file transfer as a service is the service of Raysync. Because we often face problems such as how to send large files, how to backup and store data files in disaster tolerance, we explain the basic concept of large file transfer service with Raysync under the background of large file transfer: Software Update - The Basic Service The software version provided by Raysync is always compatible with earlier versions. There is no downtime for the service. As a user of Raysync, you can start "Auto Upgrade" in the admin console without planning to complete the automatic version update. Silent upgrade, also known as an automatic upgrade, is a basic software service. Accelerated Transfer - Improve the Value of Data Timely access to data is the key to maximize the value of data. Based on the architecture design of the big data transmission application system, the high-speed transmission protocol independently developed by Raysync can meet the extremely fast transmission requirements of TB-level large files and massive small files. File Sync - Timely Backup The Raysync admin console can start global file synchronization with one button, which can guarantee the timely backup of data files. File synchronization setting is a file transmission management service proposed by many enterprises, and it is also the standard configuration of Raysync. This infrastructure is designed like other cloud services to ensure ease of use in file transfer. Hard Core Storage-High Availability The server supports local storage, network file system, three-party cloud object storage, Ceph class object storage, S3 interface compatible cloud service, and the power storage capability is the charm of the flexible architecture of Raysync fast and large file transmission system. Data Security-Avoiding Risks For decades, the solution of large file transfer has been installed locally as part of the integrated architecture of ESB and B2B gateway. Data, which includes information of all aspects of enterprises, is the key and difficult point of enterprise digital asset management and control. Raysync strengthens internal data communication security management and control, adopts online banking AES-256 encryption technology, and uses SSL encryption transmission during transmission to effectively ensure data security. At the same time, Raysync adopts the setting of access rights and OS rights, thus achieving stricter access control. Direct service-Flexible Choice Based on the characteristics of large file transmission requirements, Raysynv supports payment by volume and payment mode when it is ready to use. It not only solves the urgent need for large file transmission speed but also avoids the waste of resources in small and medium-sized enterprises.
File transfer is the core of business operations. The company regularly exchanges data internally with customers, suppliers, and partners every day. Whether they need to transfer batch transactions to an outsourced payroll provider or need to send digital video for marketing activities, they must be able to transfer data safely and efficiently. Organizations continue to rely on file transfers to share digital information. More than 50% of all system integration is done through file transfer. "From banking and financial services to defense and manufacturing, the transfer of critical business data is crucial," Todd Margo said in his IBM-managed file transfer blog. "For the business to run smoothly, it is necessary to move, copy, synchronize, and share the ever-emerging and developing digital data forms packaged in the form of files." He went on to describe some of the factors that affect today's file transfer requirements: Data volume: Compared with the past, the workload requirements for file transfer are high-frequency batch processing and larger and more diverse files. Innovative applications for streaming are also needed. Big data and the Internet of Things: Companies are deploying file transfer technology to enable batch transaction file exchange in areas such as the Internet of Things and big data analysis. This can greatly increase the data transmission speed. Besides, the amount of data is increasing to support more detailed analysis. The two punches of speed and file volume pose special challenges to file transfer technology. Security: Network security issues continue to intensify, leading to the adoption of better security technologies. When possible, the file transfer system should compensate for the security overhead by supporting hardware accelerators, new security processing software, and improved file transfer throughput. According to the analyst report: "Non-compliance with data security and privacy regulations and lack of end-to-end visibility and monitoring are still the main issues facing the functionality of existing file transfer solutions." The report further added: Cloud-enabled, via API Simplified integration, and improvement of user experience are the subject of development. SFTP FTP and Secure FTP are the most widely used file transfer methods. Part of the appeal is that they are easy to use, usually free or cheap. The transfer is usually done through an FTP website that most people can access. If the organization occasionally needs to send non-sensitive documents, this technique works well, but if it is widely used, it may put them at risk. Recent studies have shown that more than 400 million files from FTP servers are available online. When exposing files, FTP does not log security violations or verify user identity-this is a basic function needed to help detect and prevent vulnerabilities or cyber threats. The technology also sends files on a first-come, first-served basis. Therefore, organizations cannot determine the priority of critical transmissions or quickly respond to business needs. To overcome the hidden costs and risks of FTP, more and more companies choose secure and scalable file transfer software.
Aiming at the problem of the transnational transmission of large files, we break down the problem into two small problems, so it is easy to draw a final conclusion. The factors that influence the transnational file transfer: Clarify the size of the enterprise's files Considering the problem of cross-border file size is mainly due to the high latency, high packet loss, and transmission interruption in cross-border transmission. FTP, the earliest open-source transmission tool in the market, supports transnational file transmission, but the speed of large file transmission can not keep up with the demand of large file transmission of enterprises; E-mail, network disk, and other transmission methods are also convenient. Transnational transmission is also faced with the same problems, such as limited speed and limited file size. Only small file transmission can be realized, and it cannot be considered in the case of massive small files. The fundamental needs of the required file transfer are clarified, and we can go to the next step to understand the influencing factors of the transnational file transfer. Small file transfer: mail and network disk can be easily solved. Large file transfer needs to consider factors of different aspect: transfer speed, stability, security, and ease of use. Raysync is equipped with the tool software of Raysync ultra-high-speed transmission protocol independently developed by Raysync, which perfectly explains the influencing factors and solutions of transnational file transmission, large file transmission, and massive small file transmission from the following seven aspects. - Data Synchronization Supports two-way file synchronization that maintains the consistency of data across multiple devices, ensuring no redundant fragmented files are produced and multi-point data sync is efficient. - Point-to-point Transfer Adopts user ID to achieve point-to-point transfer, eliminating intermediate transfer for rapid file-sharing. - Standard Bank-Level Encryption Technology With the AES-256+SSL+Random salt high-density encryption algorithm, even the developers are unable to recover the root password through the stored ciphertext, making sure the data security is worry-free. - Audit trails Uses transfer logs and operations logs to supervise user behavior, easily trace all operations and file content, effectively control improper usage behavior and help enterprises to achieve better file management. - User-defined Management User-defined management perfectly plots out the organizational structure, supporting group management by defining regions, departments, and role-based permissions that set authority to standardize enterprise users' operation. - Intelligence Nodes Management With intelligence nodes management equipped, it supports unified management of all node machines in both the internal and external network environment to monitor and collect all operation logs and data synchronously. - Hybrid Cloud Storage Raysync supports more than 10 mainstream storage methods including hybrid storage effectively to assist enterprises to store, backup, migrate and synchronize their files in an orderly manner. About Raysync Solution As a one-stop solution provider, Raysync has independently developed its core transfer technology with its professional technical teams to offer high-performance, secure, and reliable large file transfer and file management services for major enterprises.
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