<figure class="wp-block-image size-full"><img src="https://help.lalicat.com/lalicat/wp-content/uploads/2023/01/Data-Aggregation.jpg" alt="" class="wp-image-14380"/><figcaption>data aggregation</figcaption></figure>



The Definition of Data Aggregation



Data aggregation is the process of gathering&nbsp;data from single or multiple&nbsp;sources to integrate it into a simplified&nbsp;outline. Specifically, data aggregation contains single&nbsp;data retrieval from numerous&nbsp;sources to compile&nbsp;it into a brief&nbsp;profile, such as sums&nbsp;or agreeable&nbsp;statistics.



Data aggregation&nbsp;is extremely&nbsp;beneficial&nbsp;to&nbsp;individuals who aim for data analysis since they&nbsp;can&nbsp;check a large quantity&nbsp;of data at a glance.&nbsp;



Data Aggregation Process



In general, an aggregation process includes&nbsp;the following three steps:



<ol type="A"><li>Retrieve&nbsp;data from diverse&nbsp;sources: A data aggregator collects data from multiple&nbsp;sources, such as different databases, spreadsheets, and HTML documents.</li><li>Filter&nbsp;and arrange&nbsp;the input data: The purpose of this procedure&nbsp;is to guarantee&nbsp;precise&nbsp;and consistent data before being aggregated. The collected data is selected&nbsp;and preprocessed so as to eliminate&nbsp;any inconsistencies, mistakes, or unavailable&nbsp;data.</li><li>Combine&nbsp;and compile&nbsp;data: The processed data is combined into an&nbsp;independent&nbsp;dataset. The final procedure&nbsp;consists of&nbsp;attaching, tying, and condensing&nbsp;data into a significant&nbsp;and concise&nbsp;form. Making&nbsp;simplified views, figuring&nbsp;total&nbsp;statistics, or producing&nbsp;pivot tables&nbsp;are all completed in this process.</li></ol>



Actually, there are multiple&nbsp;aggregation skills&nbsp;and tools&nbsp;that&nbsp;enable&nbsp;you to aggregate data in different&nbsp;manners. Then, the aggregated data is deposited&nbsp;in a data warehouse for further&nbsp;analysis or is applied&nbsp;to make decisions for the&nbsp;business.



Data Aggregation Best Practices



After learning about how data aggregation works, it is important to understand data aggregation best practices before aggregating it.



1. Use Cases of&nbsp;Data Aggregation.



A. Economy: Data aggregation&nbsp;from several&nbsp;sources is used to evaluate&nbsp;the credibility&nbsp;of their clients&nbsp;so as&nbsp;to make a decision, such as&nbsp;whether to permit&nbsp;a loan&nbsp;or not. Plus, aggregated data is significant&nbsp;for researching and recognizing&nbsp;the stock market situation.



B. Medical Healthcare: Medical institutions&nbsp;leverage&nbsp;data aggregated from health tests, health records, and lab data&nbsp;to improve&nbsp;treatment and care decisions.



C. Marketing:&nbsp;On the one hand, data collected from company websites and social networks&nbsp;can be used to monitor references, hashtags, and interactions, where you can tell&nbsp;whether&nbsp;a marketing strategy&nbsp;has worked. On the other hand, sales and client&nbsp;data is aggregated for&nbsp;the following&nbsp;marketing activities.



D. Software&nbsp;Monitoring: Software assembles and aggregates application and network data at regular intervals to track application performance, find&nbsp;new errors, and solve problems.



E. Big Data: Data aggregation&nbsp;makes it easier to exploit&nbsp;the data available throughout the globe&nbsp;and save&nbsp;it in a data warehouse for further usage.



2. Challenges in Data Aggregation



A. Combine&nbsp;Diverse&nbsp;Types of Data.



Due to originating from different&nbsp;sources, it is possible for&nbsp;input data to own&nbsp;diverse&nbsp;formats. The data aggregator has to process, standardize, and transform the data before aggregating it, which is a complicated and tiring&nbsp;process.&nbsp;In this case,&nbsp;what matters before data aggregation is data parsing which is about converting&nbsp;original&nbsp;data into an easier-to-use format.



B. Ensure&nbsp;Privacy



Privacy is often the priority when processing&nbsp;data, data aggregation&nbsp;is out of exception. It is likely for you to&nbsp;leverage&nbsp;Personal Identifiable Information to generate&nbsp;an&nbsp;abstract&nbsp;on behalf of&nbsp;a team, such as&nbsp;when yielding&nbsp;the public outcomes of an election or a poll.&nbsp;Therefore, data aggregation is usually&nbsp;united&nbsp;with data anonymity. And failure&nbsp;to follow&nbsp;EU privacy regulations can contribute&nbsp;to legal questions&nbsp;and penalties.



C. Producing premium&nbsp;Results



Source data&nbsp;is the critical factor that affects the reliability of the results of a data aggregation process. So it is essential to guarantee that the collected data is intact, precise, and consistent.



3. Data Aggregation With Yiluproxy



As we mentioned above, a data aggregation process begins with retrieving data from diverse&nbsp;sources. A data aggregator can make use of&nbsp;formerly collected data or retrieve it straightly. Importantly, the results of aggregation will rely&nbsp;on the quality of that data, meaning&nbsp;that data collection plays a crucial&nbsp;role in data aggregation.



Luckily, <a href="https://yilu.us">YiluProxy</a> makes data collection easier since you can use it to avoid website restrictions or IP blocks with its advanced proxy technology. Then you can aggregate required data effortlessly.



You can&nbsp;use these datasets in a lot of&nbsp;situations. For instance, this aggregated data help them compare prices with competitors, monitor&nbsp;the search&nbsp;habit as well as plans of customers&nbsp;for&nbsp;journeys, and forecast&nbsp;upcoming tourism&nbsp;currency.

Data Aggregation Best Practices

Fingerprint browsers can make users anonymous online and allows users to use the Internet with multiple identities safely and quickly. The basis of incognito browsing is the creation of a virtual browsing environment. To be incognito, a new browser profile must be created, which contains details such as the user's geographic location, operating system, and browser fingerprints you wish to display.



And the fingerprint browser also saves browsing cookies and browsing session data to its unique profile. So how does a fingerprint browser ensure that all browser profiles of a user are unique?



<figure class="wp-block-image size-full"><img src="https://help.lalicat.com/lalicat/wp-content/uploads/2022/11/fingerprint-browser15.png" alt="" class="wp-image-13767"/></figure>



Taking the popular Lalicat <a rel="noreferrer noopener" href="https://www.lalicat.com" target="_blank">antidetect browser</a> as an example, why can Lalicat create unique browser environments? It can be considered from proxy and browser fingerprinting.



1. Proxy



A proxy server is an intermediary between a computer and the Internet. Users receive and send traffic through this server, and when traffic comes in, the proxy server relays it to you. People connect their devices through proxy servers to access the internet anonymously. Lalicat <a href="https://www.lalicat.com" target="_blank" rel="noreferrer noopener">antidetect browser</a> saves session data to its unique browser profiles, the data on these profiles will be unique when using different proxies for different profiles.



2. Browser fingerprinting



When users use the Internet, they are sure to leave a trail with important details about their browsing session. The information a website can obtain about you from a browser footprint includes your IP address, location, device, and the browser used to access the website.



When marketers or cross-border e-commerce sellers create multiple accounts using Lalicat fingerprint browser, the software enables them to customize all these parameters. After the browsing session, the browser traces and the information it holds are saved in a specific configuration file, which not only facilitates the management of multiple accounts, but also prevents the official platform from judging multiple accounts being associated due to the same browser fingerprints.

How to ensure that the environment created by the fingerprint browser is unique?

Our life and work are inseparable from the Internet, but have you found that the development of the Internet also quietly interfers in our life. When you are worried about choosing products, web advertising will give you several relevant options. When you open a website, it will automatically log in to your account for you. The price of the convenience brought to us by the Internet is - sacrificing personal privacy on the Web. This is also the reason why many people dislike browser fingerprinting and use anti-fingerprinting browsers.



<figure class="wp-block-image size-full"><img src="https://help.lalicat.com/lalicat/wp-content/uploads/2022/09/anti-fingerprint-browser55.png" alt="Lalicat anti-fingerprint browser" class="wp-image-6893"/></figure>



The era of fingerprints has arrived In recent years, more and more people have spoken out against third-party cookies. But even so, privacy concerns on the Internet remain unsolved, as there is a new, more modern technology, browser fingerprinting, that provides 90 percent accuracy in identifying users on the Internet. Browser fingerprinting takes a comprehensive approach, and "personality" is defined through a variety of attributes that combine to form a unique trace specific to a particular user.



Such signals include:



<ol><li>Technical characteristics of the device – software, CPU, RAM, etc.</li><li>Local settings - language, time zone.</li><li>Device data sent by the browser through user-agent.</li></ol>



Even disabling the use of third-party cookies doesn't solve the browser's privacy concerns. Since user identification on the World Wide Web can be done successfully without them. In this case, circumvention software and proxies are useless.



These services only allow bypassing blocks and viewing websites that are banned in specific countries. In this case, only the IP of the device is replaced, they cannot replace other parameters that are part of the fingerprint.



Potential Threats of Browser Fingerprinting: Aggregated user data is ultimately stored in the analytics platform's database, which is then sold to third parties. The information will fall into the hands of ad networks, which use it to target broadcast ads. At worst, it falls into the hands of cybercriminals, and you could fall victim to phishing which costs you financially.



All this information theft is carried out with the help of the browser and with the tacit consent of its developers. In addition, the company that released the software itself profited from the violation of user privacy. They also use the statistics collected for their own purposes.



Lalicat anti-fingerprint browser - the best way to prevent browser recognition But maybe some browsers can provide more anonymity on the internet. After all, not all software publishers pursue only commercial interests. In general, a professional anti-fingerprint browser will not block third-party cookies and trackers, but will perform fingerprint spoofing.



Lalicat <a rel="noreferrer noopener" href="https://www.lalicat.com" target="_blank">anti-fingerprint browser </a>by replacing fingerprints, users can customize and modify fingerprint parameters in the profile of Lalicat, use fake fingerprints to detect websites, and use SSL encryption technology to provide users with real information and data is encrypted to ensure the security of user information.



In many industries that attach importance to browser information security, anti-fingerprint browsers are essential tools, including social media marketing, advertising, cross-border e-commerce, etc. Therefore, anti-fingerprint browsers are gradually replacing traditional browsers to a certain extent, and have become a necessity for daily work.

How does an anti-fingerprint browser solve the potential threats brought by fingerprinting?

Account association is a relationship between multiple accounts. For example, if multiple accounts are registered with the same information, these accounts will be regarded as associated accounts. In the cross-border e-commerce industry, most platforms do not allow a merchant to have multiple accounts, while most sellers engaged in cross-border e-commerce have multiple accounts, but how to correctly manage these accounts? How can we ensure the security of these accounts? How to prevent account from association?



<figure class="wp-block-image size-full"><img src="https://help.lalicat.com/lalicat/wp-content/uploads/2022/04/anti-association-browser5.png" alt="Lalicat anti-association browser" class="wp-image-5402"/></figure>



What should I do to prevent account association?



Registration information The email address, mobile phone number, legal person, collection account number, etc. at the time of registration must not be repeated. If there is duplication, the platform will soon detect the association problem, and the account will be banned.



Browser fingerprint Browser fingerprint is an important factor used by major platforms to detect account Association. The browser fingerprint of each computer is unique, so one person, one machine, and one network is a safer method. However, if you want to operate with multiple accounts, the cost is too high and it is not recommended to use it.



Using virtual machines (VPS) VPS virtual machine can allow one computer to operate multiple accounts at the same time, but the anti-association effect is unstable, and the network may get stuck or even disconnected.



Anti-association browser Lalicat <a href="https://www.lalicat.com" target="_blank" rel="noreferrer noopener">anti-association browser</a> is a multi account sandbox system based on Google browser. It processes the browser fingerprint in the most original way and allows the platform to read the virtual browser fingerprint created by Lalicat. In this way, it prevents the platform from reading the user's real browser fingerprint. In the Lalicat anti-association browser, the IP, cookies and hardware information of each browser can be modified by itself, and each browser is completely isolated to effectively realize account anti-association.



New users can get a 3-day free trial now, <a href="https://lalicat.com/contact-us" target="_blank" rel="noreferrer noopener">contact us</a>!

What should I do to prevent account from association?

Browser fingerprint identification technology is now widely used to identify and track web users online. For the website, we can get more user information, but for users, we will disclose some of our personal information. Therefore, many anti-identification tools came into being, such as anti-fingerprint tracking plug-ins and anti detect fingerprint browsers. These tools help users fight against browser fingerprint identification, and browser fingerprint tracking and protect users' privacy.



Tool 1: anti-fingerprint tracking plugin The advantages of an anti-fingerprint tracking plugin are that takes up less memory space and is easy to use. It is more used to change the geographical location of users and access some websites that cannot be accessed due to geographical location restrictions. For individual users, it can basically meet their needs.



However, the function of the anti-fingerprint tracking plugin itself is limited. If you have other needs, such as multiple accounts online at the same time and multi-account anti-association, the anti-fingerprint tracking plugin cannot do so.



Tool 2: fingerprint browser Lalicat <a href="https://www.lalicat.com" target="_blank" rel="noreferrer noopener">anti-detect browser</a> supports multi-account anti-association and other functions on the basis of including all functions of the anti-fingerprint tracking plug-in.



Anti-fingerprint tracking The Lalicat fingerprint browser supports modifying various browser fingerprint parameters. Different browser fingerprints can be set for each new browser configuration file. When we visit the website, the third party can only identify our disguised fingerprint information, not the real browser fingerprint.



Multiple accounts online at the same time Ordinary browsers can only log in to one account at a time, while Lalicat anti-detect browser can log in to multiple accounts in a batch without switching accounts back and forth.



Multi-account anti-association The cookies of each account are stored independently, and the data are isolated from each other.



Now new users can get a free trial for 3 days of Lalicat anti-detect browser, contact us.

How to prevent fingerprint tracking?

<h4>What are the consequences of an account being associated? How to prevent account association?</h4>
I believe you have heard of the word "associated account". For example, if you bind multiple Facebook or Amazon accounts to a mobile phone number, these accounts belong to associated accounts. In order to maintain platform order and ensure user experience, the same user is not allowed to register and have multiple accounts. Therefore, in order to operate multiple accounts safely, the first thing to do is to prevent account association.
<h4>How are multiple accounts associated?</h4>
There are many factors associated with your account, from your initial registration, the basic user information you fill in, your IP, your browser fingerprint, and your online behavior. These may be the factors that cause your account to be associated. In particular, today's fingerprint technology has been very mature. Through fingerprint detection of the browser, platforms can accurately locate a user.
<h4>What are the consequences of an account being associated?</h4>
Ban or deactivate the account. For e-commerce platforms such as Amazon, the processing of associated accounts is relatively serious. Because they value products, multi-store sellers can only provide duplicate goods, which is of no value to the platform but increases the management cost. Therefore, once the account is found to be associated, it will be closed together. In this case, even if you appeal, the chance of getting your account back is slim. Everything should be prevented before it happens. The key to preventing the association of account numbers is the word "prevention".
<h4>How to avoid account association?</h4>
What factors mentioned above can lead to the association, we can only try to avoid because the rules of the platform are constantly changing.

(1) Registration information to avoid duplication, this is basic, I believe everyone can do it.

(2) Avoid IP duplication when logging in to different accounts and logging in with different browser environments.

There must be many small partners here to ask, how should the browser environment change? In fact, this is not difficult to do. You can use a special <a href="https://www.lalicat.com">antidetect browser</a>.

(3) The products, profiles, and photos on the shelves of the store should also avoid too much repetition.

(4) Try to bind different bank cards to account numbers. If PayPal is used for collection, it is also best to bind different account numbers.

Finally, I recommend an antidetect browser that I usually use - Lalicat. For example, I am not so good at computer operation at ordinary times. I can control it perfectly. It is convenient and easy to use for batch registration and multi-account management operation. The Lalicat antidetect browser can create multiple unrelated browser environments and disguise the real browser fingerprints, effectively avoiding the repeated fingerprints detected by the platform when we log in to multiple accounts, so as to determine the association of our accounts.

How to Avoid Accounts Association?

First to judge is the Lalicat antidetect browser software lags or the Lalicat fingerprint browser web loading slowly.

If it is a Lalicat anti-detect browser software running laggingly, upgrade the hardware configuration of the native computer.

If it is the web load slowly, check the network speed of the proxy IP, the browser network speed depends on the connection speed of the proxy IP, the Lalicat antidetect browser software itself does not affect the network speed, and will not limit the connection of any website.