coapp

**LAS VEGAS, Nevada, July 30th, 2024/CyberNewsWire/--**Amid rising breaches including Snowflake, the platform helps security teams proactively detect and respond to identity-centric threats in business-critical SaaS applications. Adaptive Shield, a leader in SaaS Security, today announced its breakthrough Identity Threat Detection & Response (ITDR) platform for SaaS environments. Since entering this space a year ago, the company has already become a leader in the field, implementing the solution in hundreds of enterprise customer environments. Adaptive Shield will demonstrate its new ITDR platform and award-winning technology at booth #1268 during Black Hat USA, from August 7-8, 2024, showcasing its capabilities with the most complex threat detection use cases and campaigns seen in the wild. The recent Snowflake breach served as a wake-up call for the SaaS industry. On May 27, a threat group announced the sale of 560 million stolen records from targeted attacks on single-factor authentication users in Snowflake. This event, which continues to make headlines, follows a series of significant breaches in SaaS applications over recent months. "The Snowflake breach is a classic example of a SaaS security event that could have been prevented or, if not, detected. Organizations must recognize the shared SaaS security responsibility model, in which SaaS vendors provide native security controls, but it is ultimately the organization's duty to actively ensure these controls are implemented," said Maor Bin, co-founder and CEO of Adaptive Shield. "Major incidents like this could easily be prevented with proper monitoring and hardening tools. Beyond prevention, which is fundamental to SaaS security, having threat detection and response capabilities tailored for SaaS applications would have identified the Indicators of Compromise (IoCs) and halted the attack at the perimeter." Adaptive Shield’s ITDR platform works alongside the company’s prevention SaaS Security Posture Management (SSPM) platform and enables enterprises to proactively cover the breadth of attack vectors within the SaaS ecosystem. Identity-centric threats can originate from misconfigured settings, human and non-human identities, and compromised SaaS user devices. These threats manifest in various forms, such as account takeovers, unintended publicly available links, malicious applications, and more. Real-life sophisticated campaigns detected by Adaptive Shield customers include: Threat actors taking over credentials in a payroll & HR management system and changing employee bank account details to transfer their salary to a different account.


A partially deprovisioned former employee accessed and downloaded very sensitive data. This occurred due to misconfigurations within a highly complex operational platform.


Detection of lateral movement from a disabled MFA demo account into production via OAuth, as a malicious app, directly into employee mailboxes.


Access to public links in the CRM, intended for data sharing. While these public links were password protected, had expiration dates, and usage tracking, they were still accessible to unauthorized users.


Account hijacking through user compromised user devices. “Current ITDR solutions primarily address endpoint and on-premises Active Directory protection, but they do not cover the intricate SaaS environment. Addressing SaaS-related threats demands deep expertise and can be achieved only by cross-referencing and analyzing suspicious events in context from multiple sources, ensuring precise detection of subtle identity-centric threats,” said Gilad Walden, VP Product at Adaptive Shield. Adaptive Shield integrates with over 160 applications out-of-the-box, enabling customers to connect their entire stack and achieve an accurate alerting of Indicators of Compromise (IoCs), drastically eliminating false positive alerts. To meet with an Adaptive Shield executive onsite at Black Hat USA or remotely, users can reach out here. About Adaptive Shield Chosen by hundreds of large enterprises, including numerous Fortune 500 companies, Adaptive Shield continues to be the trusted SSPM and ITDR platform that enables security teams to stay on top of their organization’s apps, identities and any unusual user behavior in the SaaS ecosystem. Adaptive Shield leads the SaaS security space and is recognized with awards such as Gartner Cool Vendor, Frost & Sullivan’s Global Technology Innovation Leadership and the Global Infosec Awards 2024. For more information visit www.adaptive-shield.com Contact Senior Account Executive Chloe Amante Montner Tech PR camante@montner.com This story was distributed as a release by Cyberwire under HackerNoon’s Business Blogging Program. Learn more about the program here. **LAS VEGAS, Nevada, July 30th, 2024/CyberNewsWire/--**Amid rising breaches including Snowflake, the platform helps security teams proactively detect and respond to identity-centric threats in business-critical SaaS applications. Adaptive Shield, a leader in SaaS Security, today announced its breakthrough Identity Threat Detection & Response (ITDR) platform for SaaS environments. Since entering this space a year ago, the company has already become a leader in the field, implementing the solution in hundreds of enterprise customer environments. Adaptive Shield will demonstrate its new ITDR platform and award-winning technology at booth #1268 during Black Hat USA, from August 7-8, 2024, showcasing its capabilities with the most complex threat detection use cases and campaigns seen in the wild. ITDR platform ITDR platform The recent Snowflake breach served as a wake-up call for the SaaS industry. On May 27, a threat group announced the sale of 560 million stolen records from targeted attacks on single-factor authentication users in Snowflake. This event, which continues to make headlines, follows a series of significant breaches in SaaS applications over recent months. Snowflake breach Snowflake breach significant breaches significant breaches "The Snowflake breach is a classic example of a SaaS security event that could have been prevented or, if not, detected. Organizations must recognize the shared SaaS security responsibility model, in which SaaS vendors provide native security controls, but it is ultimately the organization's duty to actively ensure these controls are implemented," said Maor Bin, co-founder and CEO of Adaptive Shield. "The Snowflake breach is a classic example of a SaaS security event that could have been prevented or, if not, detected. Organizations must recognize the shared SaaS security responsibility model, in which SaaS vendors provide native security controls, but it is ultimately the organization's duty to actively ensure these controls are implemented," said Maor Bin, co-founder and CEO of Adaptive Shield. "Major incidents like this could easily be prevented with proper monitoring and hardening tools. Beyond prevention, which is fundamental to SaaS security, having threat detection and response capabilities tailored for SaaS applications would have identified the Indicators of Compromise (IoCs) and halted the attack at the perimeter." "Major incidents like this could easily be prevented with proper monitoring and hardening tools. Beyond prevention, which is fundamental to SaaS security, having threat detection and response capabilities tailored for SaaS applications would have identified the Indicators of Compromise (IoCs) and halted the attack at the perimeter." Adaptive Shield’s ITDR platform works alongside the company’s prevention SaaS Security Posture Management (SSPM) platform and enables enterprises to proactively cover the breadth of attack vectors within the SaaS ecosystem. Identity-centric threats can originate from misconfigured settings, human and non-human identities, and compromised SaaS user devices. These threats manifest in various forms, such as account takeovers, unintended publicly available links, malicious applications, and more. Real-life sophisticated campaigns detected by Adaptive Shield customers include: Threat actors taking over credentials in a payroll & HR management system and changing employee bank account details to transfer their salary to a different account. A partially deprovisioned former employee accessed and downloaded very sensitive data. This occurred due to misconfigurations within a highly complex operational platform. Detection of lateral movement from a disabled MFA demo account into production via OAuth, as a malicious app, directly into employee mailboxes. Access to public links in the CRM, intended for data sharing. While these public links were password protected, had expiration dates, and usage tracking, they were still accessible to unauthorized users. Account hijacking through user compromised user devices. Threat actors taking over credentials in a payroll & HR management system and changing employee bank account details to transfer their salary to a different account. Threat actors taking over credentials in a payroll & HR management system and changing employee bank account details to transfer their salary to a different account. A partially deprovisioned former employee accessed and downloaded very sensitive data. This occurred due to misconfigurations within a highly complex operational platform. A partially deprovisioned former employee accessed and downloaded very sensitive data. This occurred due to misconfigurations within a highly complex operational platform. Detection of lateral movement from a disabled MFA demo account into production via OAuth, as a malicious app, directly into employee mailboxes. Detection of lateral movement from a disabled MFA demo account into production via OAuth, as a malicious app, directly into employee mailboxes. Access to public links in the CRM, intended for data sharing. While these public links were password protected, had expiration dates, and usage tracking, they were still accessible to unauthorized users. Access to public links in the CRM, intended for data sharing. While these public links were password protected, had expiration dates, and usage tracking, they were still accessible to unauthorized users. Account hijacking through user compromised user devices. Account hijacking through user compromised user devices. “Current ITDR solutions primarily address endpoint and on-premises Active Directory protection, but they do not cover the intricate SaaS environment. Addressing SaaS-related threats demands deep expertise and can be achieved only by cross-referencing and analyzing suspicious events in context from multiple sources, ensuring precise detection of subtle identity-centric threats,” said Gilad Walden, VP Product at Adaptive Shield. “Current ITDR solutions primarily address endpoint and on-premises Active Directory protection, but they do not cover the intricate SaaS environment. Addressing SaaS-related threats demands deep expertise and can be achieved only by cross-referencing and analyzing suspicious events in context from multiple sources, ensuring precise detection of subtle identity-centric threats,” said Gilad Walden, VP Product at Adaptive Shield. Adaptive Shield integrates with over 160 applications out-of-the-box, enabling customers to connect their entire stack and achieve an accurate alerting of Indicators of Compromise (IoCs), drastically eliminating false positive alerts. To meet with an Adaptive Shield executive onsite at Black Hat USA or remotely, users can reach out here . here here About Adaptive Shield Chosen by hundreds of large enterprises, including numerous Fortune 500 companies, Adaptive Shield continues to be the trusted SSPM and ITDR platform that enables security teams to stay on top of their organization’s apps, identities and any unusual user behavior in the SaaS ecosystem. Adaptive Shield leads the SaaS security space and is recognized with awards such as Gartner Cool Vendor, Frost & Sullivan’s Global Technology Innovation Leadership and the Global Infosec Awards 2024. For more information visit www.adaptive-shield.com Adaptive Shield Adaptive Shield www.adaptive-shield.com www.adaptive-shield.com Contact Senior Account Executive Chloe Amante Montner Tech PR camante@montner.com This story was distributed as a release by Cyberwire under HackerNoon’s Business Blogging Program. Learn more about the program here. This story was distributed as a release by Cyberwire under HackerNoon’s Business Blogging Program. Learn more about the program here . here here

Adaptive Shield Showcases New ITDR Platform For SaaS At Black Hat USA

অ্যাডাপটিভ শিল্ড ব্ল্যাক হ্যাট ইউএসএ-তে SaaS-এর জন্য নতুন ITDR প্ল্যাটফর্ম প্রদর্শন করে

Adaptive Shield präsentiert auf der Black Hat USA neue ITDR-Plattform für SaaS

Adaptive Shield presenta su nueva plataforma ITDR para SaaS en Black Hat USA

Adaptive Shield présente sa nouvelle plateforme ITDR pour SaaS au salon Black Hat USA

एडेप्टिव शील्ड ने ब्लैक हैट यूएसए में SaaS के लिए नया ITDR प्लेटफॉर्म प्रदर्शित किया

Adaptive Shield が Black Hat USA で SaaS 向けの新しい ITDR プラットフォームを展示

Adaptive Shield, Black Hat USA에서 SaaS를 위한 새로운 ITDR 플랫폼 선보여

Adaptive Shield apresenta nova plataforma ITDR para SaaS na Black Hat USA

Adaptive Shield демонстрирует новую платформу ITDR для SaaS на выставке Black Hat USA

Adaptive Shield, Black Hat USA'da SaaS İçin Yeni ITDR Platformunu Sergiliyor

Adaptive Shield giới thiệu nền tảng ITDR mới cho SaaS tại Black Hat USA

Adaptive Shield 在 Black Hat USA 上展示适用于 SaaS 的全新 ITDR 平台

Startups of The Year 2023 Winners: Europe

The world in which we live generates millions of data every day. The vast majority of this data is stored in databases on servers located across the globe. This data is used to influence and shape our daily lives, from government decisions to the products consumers purchase. Data has a great deal of promise if you can gain insights from it. It has become more important than ever to be able to find patterns in this data, draw conclusions from it and leverage it to create a competitive advantage. By using to identify patterns and uncover insights, companies are able to gain actionable knowledge from their data that they can use to inform decisions, identify new opportunities, and develop strategies. analytical techniques How can you begin to from your data in order to create data-driven decisions? Exploring your data to discover and comprehend the underlying patterns, information, and facts that can help you make a better decision is the first step. extract insights In this article, you will mainly learn the following: How to manage your data using the HarperDB database. Access your data from HarperDB using Custom Function. Automate EDA with data from the harperDB database using the Sweetviz python library. So! let’s get started 🚀. Introduction to Automated Exploratory Data Analysis Exploratory data analysis (EDA) is an important step in any data science project. It means looking at and understanding the structure, patterns, and properties of a dataset before using it to make machine learning models. EDA helps data scientists find outliers, missing values, correlations, and distributions that can affect how accurate the machine learning model is. But doing EDA manually can take a lot of time, especially for large datasets with a lot of features. Automated exploratory data analysis can give a quick and complete overview of the dataset, highlighting the most important insights and patterns. AutoEDA can make visualizations and reports that are more consistent and standardized than those made by humans. In general, AutoEDA is a powerful tool that can help data scientists speed up their work, make their models better, and learn more about their data. Why Analyze data from the databases? When compared to other data sources, there are several benefits to analyzing data from databases. First, databases store data in one place and in a structured way, which makes it easier to manage and search through large amounts of data. In today’s fast-paced business world, timely decision-making is critical and data scientists need to be able to analyze data to spot new trends or possible problems quickly. Second, databases offer robust security and access control mechanisms that ensure the privacy and integrity of the data. Data stored in databases are protected from unauthorized access and manipulation, which is critical for sensitive and confidential data. In this article, I will demonstrate how you can explore data from a database such as the HarperDB database, which provides more flexibility to manage and access the data to explore easily. What is HarperDB? HarperDB is one of the fastest and most flexible SQL/NoSQL data management platforms. It offers different services, including but not limited to:- Rapid application development Distributed computing Software as a Service (SaaS) Edge computing and others HarperB has the ability to run on various devices, from the edge to the cloud without duplicating data. What I love about HarperDB is its compatibility with different programming languages such as Python, which is most commonly used for Data analysis. Other programming languages are Javascript, Java, Go, C and NodeJS. HarperDB offers different features that you can use for different cases and projects, these features are as follows: Single endpoint API Custom Functions (Lambda-like application development platform with direct access to HarperDB’s core methods). Allows JSON and CSV file insertions. Supports SQL queries for full CRUD operations. Limited database configuration required. Steps to manage data on HarperDB database We need to put some sample data into the HarperDB database before we can automate the process of exploring the data. For this tutorial, I will use the loan dataset that is available . here The first step is to create an account if you don't have one. You need to visit this link, and then click the navigation bar to see a link called ”. Step 1: Create a HarperDB Account https://harperdb.io/ “Start Free If you already have an account, visit this link to log in with your credentials. https://studio.harperdb.io/ The second step is to create a cloud instance to store and fetch your data that will be automatically explored. You just need to click the " link to add a new instance to your account. Step 2: Create a HarperDB Cloud Instance Create New HarperDB Cloud Instance" The new page will give you all the important information you need as a guideline to create your cloud instance. Before you can add the data you want to explore from the database, you must first set up a schema and a table. You only need to load the HarperDB cloud instance you previously built from the dashboard and name the schema (such as ) to complete the process. Step 3: Configure the HarperDB Schema and Table “loans” Then add a table, such as that will contain the loan data. HarperDB will further request the hash attribute, which is like to an ID number. “customers” Import the loan data you have downloaded from this to the table you have created (for example- Customers table). Click the for bulk upload from the table interface. Step 4: Import Loan data to the table link file icon The new page will ask you to either import the URL of your CSV file or drag it to select the CSV file to import, choose the option that works best for you. In the screenshot below, you can see examples of the loan data that has been added to the database. The harperDB database can be integrated with the exploratory data analysis tool to explore and visualize the data. With a feature called HarperDB makes it easy to retrieve the data via API in a very straightforward manner. How to access the data from the HarperDB Database Custom Function, This will enable seamless integration of the data analysis process with the database to quickly and efficiently extract insights from the data. Additionally, using HarperDB's Custom Function feature will also save time and make it easier to get the data, which will make the workflow smoother. So, let’s learn more about Custom Function. What is a Custom Function? Custom functions provide a way to add your own API endpoints to the HarperDB database. Fastify is what makes this feature work. It is flexible and lets your data interact well with your database. The API request will make it possible for the data from the database to be automatically sent to the application for exploratory data analysis. Here are the steps you need to follow:- Enable Custom functions by clicking “ ” in your HarperDB Studio. This feature is not enabled by default 1. Enable Custom Functions functions The following step is to create a project by naming it. For example, . It will also generate project configuration files, including: 2. Create your Project loan-api-v1 Routes folder File to add helper functions Static folder You will focus on the routes folder. Note: Create the first route in order to retrieve loan data from the customers' table in the HarperDB Datastore. Also, you should be aware that route URLs are resolved as follows: 3. Define a Route [Instance URL]:[Custom Functions Port]/[Project Name]/[Route URL] It will include: Cloud Instance URL Custom Functions Port Project name you have created The route you have defined In the route file ( ) from the function page, you can see some template code as an example. You need to replace that code with the following code: example.js server.route({ request.body= { }; }
  }); 'use strict' ; const customValidation = require ( '../helpers/example' ); // eslint-disable-next-line no-unused-vars,require-await module .exports = async (server, { hdbCore, logger }) => { // GET, WITH NO preValidation AND USING hdbCore.requestWithoutAuthentication // BYPASSES ALL CHECKS: DO NOT USE RAW USER-SUBMITTED VALUES IN SQL STATEMENTS url : '/' , method : 'GET' , handler : ( request ) => { operation : 'sql' , sql : 'SELECT Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status FROM loan.customers' return hdbCore.requestWithoutAuthentication(request); In the code above, the GET method is used to define the route . The handler function will then send an SQL query to the database to get all of the data from the /loan-api-v1 customers' table. The SQL query will fetch information from the following columns in the customers’ table:- Gender Married Dependents Education Self_Employed ApplicantIncome CoapplicantIncome LoanAmount Loan_Amount_Term Credit_History Property_Area Loan_Status You can now easily access your data using the API URL. For example, my API URL is Open your web browser and paste your URL to view the data from your database. 4. Use the API URL to access the data https://functions-1-mlproject.harperdbcloud.com/loan-api-v1. As you can see, the API call makes it possible to quickly access the customer data that is stored in the HarperDB database. Steps to perform Automated EDA with Sweetviz is an open-source Python library that generates stunning visualizations that are packed with insightful information to get exploratory data analysis off the ground with just two lines of code. Sweetviz The library can be utilized to create a visual comparison of the dataset as well as the variables. The output application is a completely self-contained HTML file that can be loaded in a web browser. Install Sweetiz This library can be installed using the following command: pip install sweetviz Collect data from the API We use the API endpoint to get to the data, and Pandas library can load and integrate the data with the Sweetviz library. r = requests.get(url = URL) data = r.json() import request # api-endpoint URL = "https://functions-1-mlproject.harperdbcloud.com/loan-api-v1" # sending get request and saving the response as response object # extracting data in json format The code above sends a request to the API endpoint using a python package called and finally, the data will be extracted in JSON format. request Load data into pandas Dataframe The extracted data from the API endpoint is then loaded into a DataFrame using the Pandas package. df = pd.DataFrame(data) df.head() import pandas as pd #load data using pandas # show top 5 rows As you can see in the screenshot above, we were able to access the data via an API endpoint and load the data using a Pandas DataFrame. Now, with the help of Sweetviz, we can automatically explore and visualize the data. We use only two methods from Sweetviz as follows: This method analyzes the entire dataset and then automatically provides a detailed EDA report with visualization. analyze() method: This method renders the report to an HTML file that can be opened in the web browser. show_hmtl() method: loan_report = sv.analyze(df) # importing sweetviz import sweetviz as sv #analyzing the dataset loan_report.show_html( 'loan_analysis.html' ,open_browser= False ) Report was generated and we can open it in the web browser. loan_analysis.html Let’s open the loan_analysis.html to view the EDA report generated. As you can see, our EDA report is complete and offers an abundance of information for each attribute with visualization. It is simple to comprehend and is prepared in 3 lines of code. From the above screenshot, you can see that the largest loan amount was requested by one customer and the smallest loan amount is also requested by only one customer. This insight can be used to help loan officers to make data-driven decisions. 700 9 Complete code Below is the complete code with only 9 lines of code that, when executed, will automatically:- Access data from your database using an API call. Load the data using the Pandas library. Analyze the data and provide a detailed EDA report. r = requests.get(url = URL) data = r.json() df = pd.DataFrame(data) loan_report = sv.analyze(df) # import packages to use import request import pandas as pd import sweetviz as sv # api-endpoint URL = "https://functions-1-mlproject.harperdbcloud.com/loan-api-v1" # sending get request and saving the response as response object # extracting data in json format #load data using pandas #analyzing the dataset and render a report loan_report.show_html( 'loan_analysis.html' ,open_browser= False ) As more new data are added to your HarperDB database, you can now just execute the above code to generate a new to collect more insight from the data. beautiful EDA report Conclusion Congratulations 🎉, you have made it to the end of this article. You have learned: How to manage your data using the . HarperDB cloud instance Access your data from HarperDB using . Custom Function Automate EDA with data from the harperDB database using the python library. Sweetviz If you learned something new or enjoyed reading this article, please share it so that others can see it. Until then, see you in the next post! You can also find me on Twitter @Davis_McDavid.

How to Extract Insights From Your Data

Feature Selection is the process where you automatically or manually select those features which contribute most to your prediction variable or output in which you are interested. One major reason is that machine learning follows the rule of and that is why you need to be very concerned about the features that are being fed to the model. “garbage in garbage out” Having irrelevant features in your data can both increase the computational cost of modeling and the of the models and make your model learn based on irrelevant features. This means you need to select only to be presented during model training. decrease accuracy important features Top reasons to apply feature selection: It enables the machine learning algorithm to train faster. It reduces the complexity of a model and makes it easier to interpret. It improves the accuracy of a model if the right subset is chosen. It reduces overfitting. “I prepared a model by selecting all the features and I got an accuracy of around which is not pretty good for a predictive model and after doing some feature selection and feature engineering without doing any logical changes in my model code my accuracy jumped to which is quite impressive”- By Raheel Shaikh 65% 81% are intended to reduce the number of features to those that are believed to be most useful/important to a model in order to predict the target feature. There are different feature selection methods available that can help you to select important features. The most popular methods are. Feature selection methods .Spearman’s rank coefficient. Pearson’s correlation coefficient ANOVA correlation coefficient. Chi-Squared test. Machine Learning Algorithms (Random Forest and Extra Tree). Correlation Matrix with Heatmap. Mutual Information. You can read more about feature selection methods from . Scikit learn library One of the challenges of these methods is to which method(s) should you apply in your dataset to select important features. Each method has its own way to identify the important features. For example, a certain feature can be selected as an important feature in one method and not selected as an important feature in another method. identify Xverse package can help you to solve this problem. “At the end of the day, some machine learning projects succeed and some fail.What makes the difference? Easily the most important factor is the features used.” — Pedro Domingos What is Xverse? Xverse stands for X Universe which is the python package for machine learning to assist Data Scientists with feature transformation and feature selection. Xverse is created by . Sundar Krishnan How does it work? Xverse applies a variety of techniques to select features. When an algorithm picks a feature, it gives a vote for that feature. In the end, Xverse calculates the total votes for each feature and then picks the best ones based on votes. This way, we end up picking the best variables with minimum effort in the features selection process. Xverse uses the following methods to select important features. Information Value using Weight of evidence. Variable Importance using Random Forest. Recursive Feature Elimination. Variable Importance using Extra trees classifier. Chi-Square best variables. L1-based feature selection. Installation The package requires Numpy, Pandas, Scikit-learn, Scipy and Statsmodels. In addition, the package is tested on Python version 3.5 and above. Run the following command to install Xverse. pip xverse install I will use the Loan dataset to find the best features that can help to get good accuracy when predicting if a customer deserves to get a loan or not. You can download the dataset . here Import important packages for this problem. pandas pd numpy np xverse.ensemble VotingSelector sklearn.preprocessing StandardScaler, MinMaxScaler warnings warnings.filterwarnings( ) import as import as from import from import import # To ignore any warnings "ignore" Load the Loan dataset. data = pd.read_csv( )

data.columns "data/loans_data.csv" Loan_ID
Gender
Married
Dependents
Education
Self_Employed
ApplicantIncome
CoapplicantIncome
LoanAmount
Loan_Amount_Term
Credit_History
Property_Area
Loan_Status We have 12 independent features and a target (Loan_Status). You can read the description of each feature here. I have created a simple python function to handle missing data and feature engineering. data[ ].replace( , ,inplace= )
	data[ ].replace( , ,inplace= )
	data[ ].replace( , ,inplace= ) data[ ].fillna(data[ ].mode()[ ], inplace= )
	data[ ].fillna(data[ ].mode()[ ], inplace= )
	data[ ].fillna(data[ ].mode()[ ], inplace= )
	data[ ].fillna(data[ ].mode()[ ], inplace= )
	data[ ].fillna(data[ ].mode()[ ], inplace= )
	data[ ].fillna(data[ ].mode()[ ], inplace= )
	data[ ].fillna(data[ ].median(), inplace= ) data = data.drop( ,axis= ) data[ ] = MinMaxScaler().fit_transform(data[ ].values.reshape( , ))
	data[ ] = MinMaxScaler().fit_transform(data[ ].values.reshape( , ))
	data[ ] = MinMaxScaler().fit_transform(data[ ].values.reshape( , ))
	data[ ] = MinMaxScaler().fit_transform(data[ ].values.reshape( , )) data : def preprocessing (data) # replace with numerical values 'Dependents' '3+' 3 True 'Loan_Status' 'N' 0 True 'Loan_Status' 'Y' 1 True # handle missing data 'Gender' 'Gender' 0 True 'Married' 'Married' 0 True 'Dependents' 'Dependents' 0 True 'Self_Employed' 'Self_Employed' 0 True 'Credit_History' 'Credit_History' 0 True 'Loan_Amount_Term' 'Loan_Amount_Term' 0 True 'LoanAmount' 'LoanAmount' True # drop ID column 'Loan_ID' 1 #scale the data "ApplicantIncome" "ApplicantIncome" -1 1 "LoanAmount" "LoanAmount" -1 1 "CoapplicantIncome" "CoapplicantIncome" -1 1 "Loan_Amount_Term" "Loan_Amount_Term" -1 1 return Let’s preprocess the loan dataset. data = prepocessing(data) Split into independent features and target. X = data.drop( ,axis = )
y = data.Loan_Status 'Loan_Status' 1 Now is time to call VotingSelector from Xverse and train it to find the best features by using the voting approach. clf = VotingSelector(minimum_votes= )
clf.fit(X, y) #train to find the best features 2 I have set , this means the feature to be selected must have at least a total of from the six feature selection methods presented in Xverse. Features below a total of will be neglected. minimum_votes= 2 2 votes 2 votes After training, we can see the feature importance in each feature selection method used during the training. clf.feature_importances_ #show important features The output shows all the features and their values of importance in each method. Now let’s observe the votes from these feature selection methods. clf.feature_votes_ # votes The output shows the and at last, it shows for each feature. It starts by show features with many votes to the features with low or zero votes. variable name, list of feature selection methods and their votes total votes You can see that has a total of which means credit_History is a very important feature for this Loan problem. But both and features have which means we can neglect these two features because of the very low contribution to the prediction if a customer deserves to get a loan or not. Credit_History 6 votes, Gender Self_employed 0 votes, Now we can transform our data to remain with only important selected features. X = clf.transform(X) # transform your data into important features Conclusion Xverse is under active development. Currently, xverse package handles only binary targets. The code for this post is available on . Github If you learned something new or enjoyed reading this article, please share it so that others can see it. Feel free to leave a comment too. Till then, see you in the next post! I can also be reached on Twitter @Davis_McDavid Previously published . here

Features Selection by Using Xverse Package

In an article published by in August of 2020, Magic Johnson was quoted saying, ‘I would just lay low’, in response to what he advised startups to do amid the Covid-19 pandemic. CNBC Make It “If I was an entrepreneur and started [a business] today, I think I would just lay low and see where [the economy] is going to go,” - Magic Johnson; Enterprises Chairman and CEO I'm sure this isn't the first celebrity turned entrepreneur who is advising the latest generation of entrepreneurs to reconsider their 'new great idea' and instead, hold off on turning it into a business, at least until there's more certainty post-pandemic. Celebrities like Drew Barrymore seem to have a different train of thought to Magic Johnson; in fact, during the pandemic and started up a new venture. Drew Barrymore grew her lifestyle brand Startup Founders are Leading the Way through Rocky Waters I don't know about you, but as optimistic of a person I am, I'd dare say, we'll be moving into 'post-pandemic' anytime soon. And, even if the world recovers faster than expected, who's to say we won't be hit with another world crisis, be it health, financial, or both. With that said, I'd like to think that now is just as good a time as any to start a business. The only difference to starting now is that we can see more of the obstacles ahead whereas prior to the pandemic, we may have been more oblivious to them. Before going on too much of a rant, let's take a step back. It's been almost one full year since the world became affected by the start of the pandemic. The road we've all traveled to get to where we are today has likely been challenging, for some more than others, but nonetheless, it's been a transformational experience. Through all the uncertainties, there were countless businesses who decided to situation and turn those into opportunities, and today, we'd like to share some of those businesses with you. The newly created companies we interviewed, have either an unusual startup story, have developed a unique product or service as a result of the pandemic, or share valuable insights into pandemic struggles and how they've navigated them. take the shortcomings of the pandemic Let's get ready to dive in! 👇 Jordan Walker, Founder of YAC Jordan Walker, Justin Mitchell, and Hunter Mckinley, joined forces to come out with the voice collaboration solution, they call , which was originally built to be used within their remotely distributed team at So Friendly Designs (a remote design agency they've been running for the last 6 years). They noticed that the daily stand-ups were running were almost always inconvenient for at least 1 person, which is why they decided to find an . That's when the idea for Yac came about. Yac So Friendly Designs asynchronous way to keep everyone in the loop Although the first version of Yac was built more than a year ago, once the pandemic hit, they saw a greater need than ever to scale Yac and release it to more remote teams to help them improve the way they communicated asynchronously. In our chat with Jordan, he emphasized and how this was one of the reasons behind what fuelled the creation of Yac. the power of spoken communication Yac positions itself as an audio-first messaging platform that helps eliminate unnecessary meetings with voice messages, searchable transcription, and async screen sharing. Having raised over $10 million in funding from Slack, GGV Capital, Betaworks Ventures, and Active Capital since they were founded roughly a year ago, Yac is backed by some big players who know what's worth investing in so needless to say, we can expect some exciting things coming up for Yac! Jamie North, Founder of Few "Human interaction levels have drastically deteriorated in the last 12 months, and Few was built to not only allow users to develop their physical, mental and spiritual selves... but reconnect, with real people with a passion for what they do! We call them our Positive Practitioners. " Although the idea for Few came during the summer of 2019, it wasn't until that same November that Jamie began working more on creating something from it. When the pandemic hit, it was clear that the need for Few was more present than ever. As feelings of isolation kicked in for many, the need for human connection grew. I'm pretty sure we all can agree that the pandemic has placed stress on multiple aspects of our lives in one way or another. It's no denying that the pandemic has taken a toll on our mind and body. With Few, along with addressing the : physical, mental, and spiritual fitness for their users, they are also focused on elevating small wellness and fitness businesses that have been hit hard during the pandemic. The idea is to make these businesses more accessible to users. By helping the small businesses, they're helping the masses. three pillars of health More than a Fitness App Having been live for just over 3 months, Few already has around 1000 users and is ready to take on investors. Although their product and positioning is spot on, what's most attractive, and likely why users are flocking to their platform, isn't because of simply what they offer in terms of health and wellness experiences. Apart from addressing the 3 pillars of health emphasizes in their product, Few aims to educate users on the importance of nourishing the full self. Creating awareness and . This idea of making people more aware when they are doing something, and more mindful of it, is an important part of Few's mission. Inspiring and educating their users to embody every action is key for them. Although you can only find Few in a select number of locations across Europe, their plans to expand will likely mean you'll have access to an activity near you very soon. bringing people into their conscious realm Michael Kalmstrong, Co-Founder of Kalmstrong "We wouldn't have formed in the way we did, without the pandemic; it was like a paradigm shift" is now solving the problems of by bringing together training and technology to help remote workers bond, but as you'll read on, the business that Kalmstrong is today wasn't the same as it was in the beginning. Michael shared with us that after a lot of they decided to start up Kalmstrong as a service-based business and develop a product around it as they went along. Kalmstrong interpersonal connections for remote workers soul searching and pivoting in the sense that they were diving into a business startup without having an actual product or service to sell; however, the way they decided to build was far from risky when you look deeper. Some would have called this risky Michael and his team knew many of the struggles they had ahead of them due to the pandemic, which is why they built their growth strategy based on this knowledge. Their focus was to spend time understanding their customers' problems first and testing out various offerings to find out what their ideal customers needed the most. "In March, as the world was going crazy, I was lucky enough to find myself surrounded by a group of incredibly talented people who recognized that; paradoxically the world is becoming increasingly 'connected' and simultaneously isolated. We wanted to use the same tools that big tech companies use to encourage mindless addiction for the benefit of advertisers (cyberpsychology) - to make people feel more present and connected. In the words we used back then - we wanted to 'make mindfulness mainstream". Like other startups who go through the trial and error phase of creation, Michael's team worked through getting their message across clearly, and as Michael shared, figuring out, 'what are we going to do and what's the basis of this company'. Many people would have thrown in the cards, but as a true entrepreneur, Michael knew that they were sitting on a great idea, all they had to do was they were aiming to solve. create the right solution for the problem The Unconventional Way to Build a Startup There's a perceived knowledge around how you should do a tech startup. Michael mentioned how normally, you'd work out what the fundamental assumptions for the business are, and what's the fastest way you can test them. If those tests are negative, then you stop and try something else. Michael admits that the process of testing assumptions hasn't been one they've yet mastered, but what they've become really good at is and what their shared values are around it. Together, this has given them a very solid basis for understanding that the practical way to solve the problem is not as important right now as the problem itself and the reason they want to solve it. identifying the problem in the world they want to solve Fast forward some months - Kalmstrong is now purely focused on remote work, and solving problems around the issues companies face when it comes to serendipity and synchronicity within remote work. Although as Michael describes, they're still very much in the embryonic stage. To consult remote companies, they use their 8 element model as a framework to help work out the best solutions for the problems these companies face. Kalmstrong has run various online events with great success, and as of late, a training session for a well known UK charity, the Prince's Trust. Alex Schrecengost, Founder of Virtual With Us With the onset of the pandemic came a need for greater connection and unity amongst teams. , who previously worked within the wine and hospitality industry, along with having spent many years running digital communications teams for brands like Wilson Daniels, pulled together her experiences and with her passion for wine, founded . Alexandra Schrecengost Virtual With Us ''I wanted to do something that was impactful and something that was building a different type of culture'' Together with her team, they deliver online curated virtual experiences for their corporate clients who are looking for within their teams. The experiences Virtual With Us provides not only help companies improve their team building, but contribute to increasing morale and strengthening their diversity and inclusion communities. unique ways to promote engagement, creativity, and collaboration Alex's company caters to businesses of all shapes and sizes and has noticed that sales organizations, in particular, are benefiting greatly from their events, many commenting on how they've found Virtual With Us events to be a fantastic way to help them grown and maintain their contacts. What sets Virtual With Us apart from other has a lot to do with the background and experience of Alex and her team combined, but also, the company's attention to detail in all aspects of each and every event they host. Companies like Virtual With Us are transforming the online corporate events space! online experience providers Sam Harris, Co-Founder of Syncify Syncify's social podcasting app is all about reducing isolation and loneliness by bringing together Spotify users to create connections around what they listen to. With Sam Harris' professional background and knowledge in evolutionary psychology, he's no stranger to understanding social behaviors. Together with the team at Syncify, they've created a product that allows users to listen live with friends, share playlists, and chat about the content they're consuming. So, rather than being in your own world of audio, allows you to . Syncify share experiences and connect with others "Lockdown meant living and working together, which definitely had its ups and downs. But at the heart of Syncify is the intention/need for us to all stay together and share experiences; if we can do it like this in real life we can make it possible in the digital world." The team that makes up Syncify is truly international; apart from their UK Team which managed to live and work together in Cornwall (pictured left), they also have members of their team in the Netherlands, Philippines, and Nigeria. Even with the best team, creating a startup is no walk in the park, let alone during a pandemic. Navigating the right way to communicate among the team, figuring out the , and knowing how to properly manage their time have been a few of the things that the pandemic has put pressure on. laws around hiring remotely "You're overworking and then realizing that you're actually underperforming because you're overworking, these things are all very confusing and hard to really know yourself until in hindsight it's all very obvious, but at the time, there's chaos going on." Benton Allen, Co-Founder of Copper Clean "We believe that the best products often come from the most simple solution to a big problem. Our world is full of big problems in need of simple, safe, and effective solutions." With a background in product development, Benton has been working with BTG Products, a Thinktank like R&D style company, commercializing technology that's developed within the Texas A&M University System. At BTG products they've been in and out of product development around preventing microbial growth in various industries; primarily working in oil and gas. Through a few product iterations, testing different applications around how they could put their antimicrobial technology out into the world, it was 5 years ago that they came across ways they could protect touch surfaces from microbes. "We went down that path a little bit, but basically, no one really cared, we didn't think we'd be able to sell it, we thought we put a bunch of work into it and would need to pivot to something else" Once February 2020 rolled around, Benton and his team realized that it would be a good time to move their project forward and use it to help people stay safe as the pandemic began expanding. The new product line they launched soon after, became its own company which they called , a self-sanitizing surface line. Essentially, the product was a simple antimicrobial copper surface that you could apply to high-touch areas around your facility to protect them from microbial growth. Copper Clean is taking the market by storm, and their solution to retrofit existing surfaces with copper technology is being adopted by companies across all types of industries. Copper Clean Pulkit Garg, Founder of Aanya Wellness The corporate health & wellbeing platform Aanya Wellness evolved from a previous concept and business that dates back to 2016. Having started out providing beauty tips, Pulkit and his team shifted towards making the decision to move into wellness in October of 2018, a lot has evolved since they came up with their original business startup idea. It wasn't until November 2019 that they officially incorporate their discovery platform for wellness tourism, now known as Aanya Wellness, which as you can imagine, once Covid-19 hit, was a bit difficult of a sell. Regardless of the struggles ahead, Pulkit and his team, starting pivoting in March and soon after, began offering online sessions focused on maintaining a high level of health and wellbeing for those working from home. Pandemic Startups in India The company Pulkit founded to address the wellness needs of remote workers in India was officially incorporated in 2019 with the name Aanya wellness. The real shifts for Aanya Wellness happened in March of 2020 when the pandemic hit India. The company experienced a big downturn, as most businesses did, and after 3 months of soul searching and trying to identify their pivot point, they finally found their niche in . corporate wellness I'm sure we could all agree, the pandemic has taken a toll on us all both personally and professionally as a new global uncertainty grew and people began working from home. One of the main areas of life that were sacrificed for many during the pandemic was wellness. Pulkit Garg and his team at Aanya Wellness decided to offer the that companies were missing at the start of the pandemic. wellness support During the covid-19 situation, the company adapted to the needs of businesses seeking assistance and started offering corporate programs, wellness packages for employees, week-long yoga packages, and more. Aanya Wellness isn't only a place for wellness enthusiasts but also a central space to enable the masses to achieve holistic well-being. David Smyth, Co-Founder of Complish Last but not least, we couldn't write an article about startups founded during the pandemic without including our story as well 😉. There's been an obvious shift to remote and distributed work over the last year, but as much as everyone has grown and learned how to better manage in this environment, teams are still struggling to work like they're in the same room. Whether you're full or half remote, distributed teams communicate differently; to maintain productivity, cohesiveness, transparency, and a whole lot more. As companies across the world shifted to remote work, our reliance on digital tools exploded, but most teams were not prepared. The lack of connection and visibility that came along with the shifts, were unexpected for most businesses. Many simply looked for ways to replicate the practices that worked in the office in a remote environment. This was the catalyst for David Smyth and Stuart Hunter to start building Complish. teams need a whole new set of habits and practices Find out more about and, if you want to test out our asynchronous collaboration tool, check us you below 👇 why Complish was built Have a unique business startup story to share & were founded in 2020? If so, head over to our and send us a message to connect. We'd love to feature you! Instagram Previously published at https://www.complish.app/blog/startup-founders-businesses-spawned-by-pandemic

7 Startups Founded During the Pandemic

Let’s be real. Great product photos can totally make or break your online hustle. But who’s got time (or cash) for a fancy studio setup? That’s where AI swoops in to save the day, turning your phone pics into pro-level shots without the stress. I’ve rounded up six of the coolest AI product photography tools out there based on how popular they are and how clutch they can be for your biz: Photoroom, ProdShot, Pebblely, Claid AI, Pixelcut AI, and Flair AI. Whether you’re selling on Etsy or just flexing on socials, here’s the lowdown on what they’re about, what they cost, and how to use them. 1. Photoroom: Your Phone’s New Bestie Photoroom is that chill friend who’s always got your back. Super easy to use and perfect for whipping up clean product shots on the fly. It’s got a killer rep (4.9/5 on iOS, tons of fans), and it’s all about snagging that background and making your stuff look legit for e-commerce. No wild AI frills, just solid vibes. Pricing: Free tier’s got the basics covered (limited exports). The Pro plan kicks in at $12.99/month for batch editing, higher res, and marketplace-ready templates. Go yearly, and it’s more like $9.99/month. Pricing How to Use: How to Use: Download the Photoroom app (iOS/Android) or go to photoroom.com.
Upload your product pic straight from your phone.
Hit “Remove Background” to zap it clean in a sec.
Pick a simple color or a template (white’s clutch for Amazon).
Export it in whatever size you need — social media presets are there too. Download the Photoroom app (iOS/Android) or go to photoroom.com. photoroom.com Upload your product pic straight from your phone. Hit “Remove Background” to zap it clean in a sec. Pick a simple color or a template (white’s clutch for Amazon). Export it in whatever size you need — social media presets are there too. 2. ProdShot: Easiest to Use and Lowest Cost If you just need to get stuff done: Take a photo with your phone, and get product photos back; ProdShot is the one to use. No hassles, no frills, no apps to install, no messing with endless options. It just works, and stays out of your way. Pricing: You get some free credits for signing up, then pay-as-you-go. No monthly subscriptions, just pay by usage credits. Lowest package starts at $1, and you get a couple dozen photos. Pricing How to Use: How to Use: Go to ProdShot and sign up via Google signin, on mobile or PC.
Upload your photo, from phone camera or a file.
Click Generate and get 5 product photos in different setups.
Download them to use in your shop. Go to ProdShot and sign up via Google signin, on mobile or PC. ProdShot ProdShot Upload your photo, from phone camera or a file. Click Generate and get 5 product photos in different setups. Download them to use in your shop. 3. Pebblely: The Small Biz MVP Pebblely’s like that cool sidekick for small shops and Etsy peeps. It takes your basic pics and spins them into nice lifestyle shots without breaking a sweat. With a bunch of ready-to-go themes and bulk options, it’s all about keeping things quick and fresh. Pricing: Free plan gets you 40 images/month at 1024x1024. Paid plans start at $19/month (or $179/year) for unlimited pics, 2048x2048 res, and extras like multi-product edits. Pricing How to Use: How to Use: Go to pebblely.com and sign up for free.
Toss up your product photo. Phone snap’s totally fine.
Pick a vibe (like “Cafe” or “Nature”) or type something like “product on a wooden table with plants.”
Tweak shadows or reflections if you’re feeling fancy (paid feature).
Download it or bump up the quality for print. Go to pebblely.com and sign up for free. pebblely.com Toss up your product photo. Phone snap’s totally fine. Pick a vibe (like “Cafe” or “Nature”) or type something like “product on a wooden table with plants.” Tweak shadows or reflections if you’re feeling fancy (paid feature). Download it or bump up the quality for print. 4. Claid AI: The Pro-Level Flex Claid AI’s that overachiever you secretly love. Fast, loaded with tricks, and ready to level up your e-commerce game. It’s got everything from photo fixes to slick backgrounds, and it’s perfect if you’re ready to scale up without slowing down. Pricing: Starts at $9/month for basic stuff, with the Pro plan at $35/month tossing in AI models and custom templates. API’s $59 for 1,000 credits if you’re into bulk vibes. Pricing How to Use: How to Use: Hop over to claid.ai and grab an account (free trial’s a thing).
Upload your pic from your phone or laptop.
Use “Remove Background,” then juice up the res or lighting.
Slap on an AI background or type something chill like “product on a beach.”
Download it or hook it up via API for the big leagues. Hop over to claid.ai and grab an account (free trial’s a thing). claid.ai Upload your pic from your phone or laptop. Use “Remove Background,” then juice up the res or lighting. Slap on an AI background or type something chill like “product on a beach.” Download it or hook it up via API for the big leagues. 5. Pixelcut AI: The Freebie That Slaps Pixelcut AI’s your go-to when you want fast and free without the hassle. It’s got a chill mobile setup and tons of templates, so it’s perfect for throwing together product shots for your shop or Insta without overthinking it. Pricing: Free with unlimited basic edits (background removal, templates). Premium plan will be $10/month. Pricing How to Use: How to Use: Go to pixelcut.ai or get the app (iOS/Android).
Upload your phone pic of the product.
Tap “Remove Background” to cut the clutter.
Scroll AI backgrounds or grab a style like “Floral.”
Save it to your phone or share it straight up. Go to pixelcut.ai or get the app (iOS/Android). pixelcut.ai Upload your phone pic of the product. Tap “Remove Background” to cut the clutter. Scroll AI backgrounds or grab a style like “Floral.” Save it to your phone or share it straight up. 6. Flair AI: The Artsy One Flair AI’s that creative buddy who’s all about vibes: think dragging and dropping your way to some seriously unique product shots. It’s got 3D props and human hands to play with, so it’s awesome if you’re after something that stands out. Pricing: Free plan drops 100 credits/month. Paid starts at $10/month for unlimited projects, with Enterprise plans for custom. Pricing: How to Use: How to Use: Sign up at flair.ai (free tier’s there for ya).
Drag your product pic onto the canvas.
Toss in 3D props (flowers, maybe?) or hands from their stash.
Set the background with a prompt like “modern kitchen” or a template.
Export your artsy creation for the ‘gram or wherever. Sign up at flair.ai (free tier’s there for ya). flair.ai Drag your product pic onto the canvas. Toss in 3D props (flowers, maybe?) or hands from their stash. Set the background with a prompt like “modern kitchen” or a template. Export your artsy creation for the ‘gram or wherever. Wrapping It Up Photoroom, ProdShot, Pebblely, Claid AI, Pixelcut AI, and Flair AI are your new crew for making product pics that don’t suck. Whether you’re keeping it cheap or going all-out creative, there’s something here for you. Mess around with one, snap some fire shots, and watch your sales (or likes) roll in. Easy peasy! Vested Interest Disclosure
I am a developer working on building out ProdShot to make product photos as easily as possible. This is a list I compiled after giving various tools a try. Vested Interest Disclosure Vested Interest Disclosure I am a developer working on building out ProdShot to make product photos as easily as possible. This is a list I compiled after giving various tools a try. I am a developer working on building out ProdShot to make product photos as easily as possible. This is a list I compiled after giving various tools a try.

These 6 AI Tools Turn Your Crappy Phone Pics Into Studio-Quality Product Shots — No Fancy Gear Neede

Can Copper and P2P.org's Collaboration Revolutionize Institutional Crypto Staking? As digital assets become increasingly integral to institutional portfolios, the demand for secure and reliable staking infrastructure is growing. Addressing this need, Copper, renowned for digital asset custody, collateral management, and prime services, has strategically aligned with staking infrastructure provider P2P.org. Could this partnership redefine institutional staking standards? Enhancing Security with High-Performance Staking Initially, the partnership will support staking capabilities for Polkadot (DOT) and Solana (SOL), with future expansions to Ethereum (ETH), Distributed Validator Technology (DVT), and Bittensor. Copper aims to leverage P2P.org's proprietary rebalancing technology, providing optimized returns alongside stringent security protocols. Ben Lorente, Strategic Alliances Director at Copper, emphasized the significance of the collaboration: "We are excited to team up with P2P.org to offer our clients unparalleled security and efficiency in managing their staked digital assets. The P2P.org team shares our commitment to ensuring a secure, user-friendly, and dynamic staking environment where clients can maximize returns." Setting New Standards for Institutional Clients This strategic alliance addresses the evolving requirements of institutional investors. Alex Loktev, Chief Revenue Officer at P2P.org, notes that this partnership represents an important milestone not only operationally but also as a new industry standard. "By integrating Copper’s advanced MPC technology and custody solutions with our robust staking infrastructure and unified API, we are aligning precisely with institutional demands while reducing their technical complexities," Loktev explained. "Our goal is to set a new benchmark for institutional staking collaborations." The Future Landscape of Institutional Staking Institutional staking is experiencing rapid growth, reflecting increased adoption and acceptance of blockchain technologies. Copper's multi-party computation (MPC)-based custody and collateral management, combined with P2P.org's innovative "Staking-as-a-Business" model, represents a significant evolution in this domain. Currently, P2P.org manages over $10 billion in staked and restaked assets across more than 40 blockchains, serving over 90,000 delegators and numerous institutional clients. Copper’s ClearLoop platform enhances these capabilities by enabling efficient collateral management and trade settlements across multiple exchanges, significantly reducing counterparty risks. Navigating Regulatory Landscapes However, regulatory considerations remain crucial: Copper’s staking services are currently unavailable in the United Kingdom due to existing regulatory frameworks, highlighting ongoing uncertainty within the digital asset regulatory environment. Final Thoughts In my view, the Copper and P2P.org collaboration signifies an essential progression towards sophisticated, secure, and streamlined staking solutions tailored explicitly for institutional investors. This development mirrors a broader industry movement towards increased reliability and efficiency in digital asset management, likely influencing future institutional crypto infrastructure trends. Don’t forget to like and share the story! Vested Interest Disclosure: This author is an independent contributor publishing via our business blogging program. HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYO Can Copper and P2P.org 's Collaboration Revolutionize Institutional Crypto Staking? P2P.org As digital assets become increasingly integral to institutional portfolios, the demand for secure and reliable staking infrastructure is growing. Addressing this need, Copper, renowned for digital asset custody, collateral management, and prime services, has strategically aligned with staking infrastructure provider P2P.org . Could this partnership redefine institutional staking standards? P2P.org Enhancing Security with High-Performance Staking Initially, the partnership will support staking capabilities for Polkadot (DOT) and Solana (SOL), with future expansions to Ethereum (ETH), Distributed Validator Technology (DVT), and Bittensor. Copper aims to leverage P2P.org 's proprietary rebalancing technology, providing optimized returns alongside stringent security protocols. P2P.org Ben Lorente, Strategic Alliances Director at Copper, emphasized the significance of the collaboration: "We are excited to team up with P2P.org to offer our clients unparalleled security and efficiency in managing their staked digital assets. The P2P.org team shares our commitment to ensuring a secure, user-friendly, and dynamic staking environment where clients can maximize returns." P2P.org P2P.org Setting New Standards for Institutional Clients This strategic alliance addresses the evolving requirements of institutional investors. Alex Loktev, Chief Revenue Officer at P2P.org , notes that this partnership represents an important milestone not only operationally but also as a new industry standard. P2P.org "By integrating Copper’s advanced MPC technology and custody solutions with our robust staking infrastructure and unified API, we are aligning precisely with institutional demands while reducing their technical complexities," Loktev explained. "Our goal is to set a new benchmark for institutional staking collaborations." The Future Landscape of Institutional Staking Institutional staking is experiencing rapid growth, reflecting increased adoption and acceptance of blockchain technologies. Copper's multi-party computation (MPC)-based custody and collateral management, combined with P2P.org 's innovative "Staking-as-a-Business" model, represents a significant evolution in this domain. P2P.org Currently, P2P.org manages over $10 billion in staked and restaked assets across more than 40 blockchains, serving over 90,000 delegators and numerous institutional clients. Copper’s ClearLoop platform enhances these capabilities by enabling efficient collateral management and trade settlements across multiple exchanges, significantly reducing counterparty risks. P2P.org Navigating Regulatory Landscapes However, regulatory considerations remain crucial: Copper’s staking services are currently unavailable in the United Kingdom due to existing regulatory frameworks, highlighting ongoing uncertainty within the digital asset regulatory environment. Final Thoughts In my view, the Copper and P2P.org collaboration signifies an essential progression towards sophisticated, secure, and streamlined staking solutions tailored explicitly for institutional investors. This development mirrors a broader industry movement towards increased reliability and efficiency in digital asset management, likely influencing future institutional crypto infrastructure trends. P2P.org Don’t forget to like and share the story! Vested Interest Disclosure: This author is an independent contributor publishing via our business blogging program. HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYO Vested Interest Disclosure: This author is an independent contributor publishing via our business blogging program. HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYO Vested Interest Disclosure: Vested Interest Disclosure: This author is an independent contributor publishing via our business blogging program . HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYO business blogging program business blogging program

Why Copper and P2P.org Could Redefine Institutional Crypto Staking Forever

Waarom koper en P2P.org institusionele crypto-staking vir ewig kan herdefineer

Niyə Bakının və P2P.org-ın Institutional Crypto Strike-i sonsuza qədər dəyişə bilər

Zašto Baker i P2P.org mogu redefinisati institucionalni štrajk kriptovaluta zauvijek

Por qué el Cobre y P2P.org podrían redefinir la huelga institucional de criptomonedas para siempre

Miksi kupari ja P2P.org voisivat määritellä uudelleen institutionaalisen kryptotyön ikuisesti

なぜコッパーとP2P.orgは制度的な暗号ストライキを永遠に再定義するのか

რატომ Copper და P2P.org შეიძლება რედაქტირება ინსტიტუციული Crypto Strike მუდმივად

Зохиогчийн эрх © 2018 Зохиогчийн эрх © 2018 Зохиогчийн эрх хуулиар хамгаалагдсан.

Waarom koper en P2P.org institutionele crypto-staking voor altijd zouden kunnen herdefiniëren

De ce cuprul și P2P.org ar putea redefini greva cripto instituțională pentru totdeauna

Varför koppar och P2P.org kunde omdefiniera institutionell krypto strejk för alltid

Kwa nini Copper na P2P.org inaweza kufafanua upasuaji wa Crypto wa Taasisi daima

In the fast-changing world of social media, where algorithms determine visibility and oversaturated platforms make it harder to stand out, creators are beginning to feel disconnected and constantly sold to. Amidst a sea of overly polished content, where ads dominate and influencers often push sponsored products, many creators are looking for a space to express themselves freely and genuinely. Enter Clapper—a platform that is rapidly becoming a go-to destination for creators seeking a more organic, community-centered experience. But Clapper is more than just a place to share content—it's transforming the creator economy by offering creators new ways to monetize, ensuring fairer payouts, and providing a genuine connection with their audiences. The Creator Economy: A Shift Toward Authenticity As the creator economy grows, so does its complexity. Social platforms like TikTok and Instagram initially provided creators with opportunities for organic growth, but as these platforms grew, algorithms started to prioritize paid ads and brand partnerships over the content creators worked hard to produce. AI-generated content and mass marketing strategies have further complicated things. These changes are causing many creators to feel disillusioned. Studies show that over half of consumers now feel less connected to influencers who promote products without genuine interest, and brands are increasingly moving away from heavily scripted, automated campaigns. Many creators now realize that staying true to their authentic selves is the only way to build trust and maintain loyal followers. In this environment, creators need a platform that values real, unfiltered connections. This is where Clapper stands apart—it offers a space for creators to thrive without being constrained by algorithms or corporate agendas. Aliyah’s Story: Finding Her Voice on Clapper Aliyah, a content creator from Mexico, was no stranger to the struggles of the creator economy. Despite her growing popularity on other platforms, she found herself fighting against constantly changing algorithms, withdrawal high fees, and delayed payments that drained her resources. That all changed when she joined Clapper. “Clapper gave me a space to connect with my audience in a way that feels real and authentic,” Aliyah says. “Unlike other platforms, I don’t have to fight an algorithm to get my content seen. My community engages with me because they genuinely want to.” For Aliyah, Clapper’s emphasis on organic reach meant she could focus on building a loyal, engaged audience. The platform’s design ensures that content gets seen based on genuine interest rather than just trending metrics, allowing creators like her to connect with their followers on a deeper level. But Clapper doesn’t just prioritize authenticity—it also helps creators monetize their content more effectively. Through its partnership with TruBit, a leading payment platform, Clapper makes it easier for creators in Latin America to receive earnings quickly and without hefty transaction fees. “High cross-border fees were always an issue for me,” Aliyah shares. “Now I can access my earnings faster, and the platform takes far fewer deductions. This lets me reinvest into my content and keep growing my community.” Clapper’s Innovation in Fair Creator Payouts For creators worldwide, one of the biggest challenges has always been receiving fair payouts. Many platforms impose high transaction fees, leaving creators with a fraction of their earnings. With its partnership with TruBit, Clapper is changing that. Thanks to the Clapper-TruBit cross-border solution, creators like Aliyah can now receive payments directly into their bank accounts in their local currencies with minimal fees. The new payment model ensures that creators don’t lose significant portions of their earnings in processing costs—fees are under 1%, which is a drastic improvement compared to the 8% to 30% fees many creators face on other platforms. This gives creators immediate access to their money without long delays, allowing them to reinvest in their content and continue building their brand. Clapper’s approach to payouts isn’t just about convenience—it’s about helping creators make the most out of their hard work. By eliminating excessive fees and ensuring prompt payment, the platform empowers creators to stay focused on creating and growing their communities rather than stressing over their finances. Building a Platform for True Creators At its core, Clapper stands apart from other social platforms by maintaining a clear focus on creators’ needs. It isn’t bogged down by the demands of advertisers or overly complex algorithms. Instead, Clapper is a platform built for creators, offering them the freedom to share their stories, showcase their talents, and connect with their followers in a way that feels genuine. Unlike larger platforms that emphasize content optimized for algorithmic success or revenue from ads, Clapper offers an environment where authenticity can thrive. Whether it’s through live streaming, short-form videos, or group discussions, Clapper enables creators to interact directly with their audience without worrying about how the platform will manipulate or limit their reach. In an era where over 50% of younger consumers report feeling disconnected from influencers who appear inauthentic, Clapper is fostering a space where creators can stay true to their values and connect with their followers on a deeper level. By offering a platform that supports real engagement, Clapper has quickly become a trusted space for creators who prioritize relationships over popularity metrics. The Future of Clapper and the Creator Economy As social media platforms continue to evolve, Clapper is leading the way for a new generation of creators. Its commitment to fair payouts, organic reach, and genuine community engagement positions it as one of the most exciting and creator-friendly platforms in the market today. Clapper’s partnership with TruBit is just one example of how the platform is pushing the envelope for creators. By offering a simple, low-cost payment system, Clapper ensures that creators can focus on what they do best—creating content—without being bogged down by financial barriers. The platform’s dedication to empowering creators with the right tools and resources makes it a standout player in the creator economy. In a world where most social media giants are more focused on ads and profitability than on creators’ success, Clapper is creating a space where creators can thrive on their own terms. Whether you’re just starting out or looking for a platform that supports your ongoing growth, Clapper is here to help you take your content and earnings to the next level. For creators who want to build something meaningful, Clapper is the place to be.

How Clapper is Revolutionizing the Creator Economy

Kunjams Clapper ukax Economía Creador ukar Revolucionaski

Cómo Clapper está revolucionando la economía creadora

Bagaimana Clapper Mengubah Ekonomi Pencipta

Come Clapper sta rivoluzionando l'economia dei creatori

クラッパーがクリエイター経済に革命を起こす方法

Clapper ແມ່ນການປະຕິວັດເສດຖະກິດຂອງຜູ້ສ້າງແນວໃດ

किनभने शेरबजार भनेको खरिदकर्ता र विक्रिकर्तामा निर्भर हुने कुरा हो ।

Sida Clapper waa xigtay xigtay Economy Creator

Clapper Yaratıcı Ekonomiyi Nasıl Devrim Alıyor

Як Клеппер революціонізує економіку творців

Clapper 如何彻底改变创作者经济

UClapper Uwuguqula Kanjani Umnotho Wabadali

Clapper, a rapidly growing social media platform, announces its partnership with TruBit, the leading digital asset payment solutions platform in Latin America, to enable seamless US-LATAM cross-border payments. This strategic collaboration is set to transform how Mexico-based content creators on Clapper receive their earnings, offering a faster, more efficient, and user-friendly solution that empowers creators to maximize their income. Clapper, a rapidly growing social media platform, announces its partnership with TruBit, the leading digital asset payment solutions platform in Latin America, to enable seamless US-LATAM cross-border payments. This strategic collaboration is set to transform how Mexico-based content creators on Clapper receive their earnings, offering a faster, more efficient, and user-friendly solution that empowers creators to maximize their income. Content creators in LATAM often struggle with high fees — ranging from 8% to over 30% — and lengthy payment processes that can take 4 to 6 days. Additionally, fixed fees for transferring funds to local bank accounts further reduce their earnings. These challenges make it difficult for creators to maximize revenue and quickly access global earning opportunities. Aliyah, a content creator on Clapper, shared her experience: "Clapper has given me a space to connect with my audience in a way that feels real and authentic. Unlike other platforms, I don’t have to fight an algorithm to get my content seen — I know my community is engaging with me because they genuinely want to. On top of that, the new partnership is a game-changer for creators like me who rely on monetization. High cross-border fees have always been a challenge, but now, I can receive my earnings faster and with fewer deductions, allowing me to reinvest in my content and continue growing my community." "Clapper has given me a space to connect with my audience in a way that feels real and authentic. Unlike other platforms, I don’t have to fight an algorithm to get my content seen — I know my community is engaging with me because they genuinely want to. On top of that, the new partnership is a game-changer for creators like me who rely on monetization. High cross-border fees have always been a challenge, but now, I can receive my earnings faster and with fewer deductions, allowing me to reinvest in my content and continue growing my community." With the new TruBit X Clapper Stablecoin-driven Cross-border Solution, Clapper's Mexico-based content creators can receive fiat payments directly in their local bank accounts, eliminating the need for additional conversions or intermediary steps. The solution offers same-day payment settlement, providing creators with immediate access to their funds without the typical 4-6 day waiting period or extra withdrawal fees associated with international transactions. The total processing fee is under 1%, which is significantly lower than traditional payment methods that often charge between 8.7% and 31.4%. The process is fully automated, requiring no extra workload from the creators. Clapper and TruBit handle the KYC process and manage the USD to MXN exchange through USD stablecoin, delivering a seamless, cost-effective, and user-friendly payment experience that directly addresses creators' pain points. "This collaboration marks a milestone for both TruBit and Clapper, offering US companies a much more efficient and cost-effective way to pay LATAM creators and employees. By streamlining cross-border payments, we are not only improving financial accessibility but also giving companies like Clapper a strong advantage to expand its creator base in the region. This is a win-win-win for TruBit, Clapper, and their current and future users. We are excited about the broader opportunities this partnership will unlock across the LATAM market”, said Maggie Wu, CEO and Co-Founder of TruBit. "This collaboration marks a milestone for both TruBit and Clapper, offering US companies a much more efficient and cost-effective way to pay LATAM creators and employees. By streamlining cross-border payments, we are not only improving financial accessibility but also giving companies like Clapper a strong advantage to expand its creator base in the region. This is a win-win-win for TruBit, Clapper, and their current and future users. We are excited about the broader opportunities this partnership will unlock across the LATAM market” "At Clapper, we are committed to providing a platform where creators can truly thrive, free from algorithmic limitations and with direct access to their audience. This partnership represents a significant step in expanding opportunities for our community, ensuring they have the tools and support needed to grow authentically. As we continue our rapid ascent in the social media landscape, collaborations like this reinforce our mission to empower creators and foster genuine connections." stated Edison Chen, CEO of Clapper "At Clapper, we are committed to providing a platform where creators can truly thrive, free from algorithmic limitations and with direct access to their audience. This partnership represents a significant step in expanding opportunities for our community, ensuring they have the tools and support needed to grow authentically. As we continue our rapid ascent in the social media landscape, collaborations like this reinforce our mission to empower creators and foster genuine connections." This collaboration goes beyond offering faster and more affordable payments — it's a strategic milestone that empowers U.S. companies to leverage TruBit’s Stablecoin-driven Cross-border Solution for payroll, content creator payouts, and more. Moreover, it showcases a forward-thinking integration of mainstream social media platforms with blockchain technology, driving fresh innovation and practical, real-world applications. For TruBit, this partnership is about delivering more than just technology; it’s about providing real-world solutions that help businesses simplify payments and operate more efficiently. For Clapper, it reinforces their dedication to supporting overseas creators, offering not only a platform for fan base growth but also an innovative financial system that genuinely benefits them. Together, TruBit and Clapper are setting a new standard for seamless, inclusive, and efficient cross-border transactions, leading the way in their respective industries. About TruBit About TruBit TruBit, established in LATAM in 2020, is a comprehensive global crypto platform built on two core pillars: payments and trading. At its forefront is TruBit Business, delivering compliant cross-border payment solutions that seamlessly integrate fiat and crypto for businesses. For trading, TruBit Pro provides advanced tools for experienced traders, while the TruBit Wallet supports easy conversion and Earn+ features. The Mastercard TruBit card enables convenient crypto spending. TruBit TruBit About Clapper About Clapper Clapper is a rapidly growing social media platform designed to empower creators through algorithm-free content distribution, meaningful community engagement, and monetization opportunities. As one of the fastest-rising alternatives to traditional social networks, Clapper offers a space for real, unfiltered expression through short-form videos, live streaming, and interactive features like group discussions. With a strong focus on inclusivity and creator-first experiences, Clapper has become a top destination for those seeking a genuine social media experience beyond mainstream platforms. TruBit Media Contact For any inquiries, contact jane@trubit.com or roberto.femat@galactic.holdings. Clapper Media Contact For any inquiries, contact pr@clapperapp.com

TruBit and Clapper Bring US-LATAM  Payment Solutions to Maximize Earnings for Content Creators

TruBit en Clapper bring US-LATAM-betalingsoplossings om verdienste vir inhoudskeppers te maksimeer

TruBit и Clapper предоставят решения за плащане от US-LATAM за максимизиране на приходите за създателите на съдържание

TruBit y Clapper ofrecen soluciones de pago entre EE. UU. y Latinoamérica para maximizar las ganancias de los creadores de contenido.

TruBit eta Clapper-ek AEB-LATAM ordaintzeko irtenbideak ekartzen dituzte eduki sortzaileentzako irabaziak maximizatzeko

TruBit ja Clapper tuovat US-LATAM-maksuratkaisuja sisällöntuottajien tulojen maksimoimiseksi

TruBit ak Clapper pote solisyon peman US-LATAM pou maksimize salè pou kreyatè kontni

TruBitとClapperがコンテンツクリエイターの収益を最大化するために米国と中南米の決済ソリューションを提供

TruBit-მა და Clapper-მა შემოიტანეს US-LATAM გადახდის გადაწყვეტილებები კონტენტის შემქმნელებისთვის შემოსავლის მაქსიმიზაციისთვის

TruBit និង Clapper នាំយកដំណោះស្រាយការទូទាត់ US-LATAM ដើម្បីបង្កើនប្រាក់ចំណូលសម្រាប់អ្នកបង្កើតមាតិកា

உள்ளடக்க படைப்பாளர்களுக்கான வருவாயை அதிகரிக்க US-LATAM கட்டண தீர்வுகளை TruBit மற்றும் Clapper கொண்டு வருகின்றன.

TruBit va Clapper AQSh-LATAM toʻlov yechimlarini kontent yaratuvchilarga daromadni oshirish uchun olib keladi

I-TruBit kunye neClapper zizisa izisombululo zeNtlawulo ye-US-LATAM ukuze kunyuswe uMvuzo kubadali boMxholo

Bengaluru, India, March 19th, 2025, CyberNewsWire Bengaluru, India, March 19th, 2025, CyberNewsWire Moving Beyond Detection to Real-Time, Automated Security Across Workloads, Cloud, and Infrastructure SecPod, a global cybersecurity provider, has announced the General Availability of Saner Cloud, a Cloud-Native Application Protection Platform designed to provide automated remediation and workload security across multi-cloud environments. Unlike conventional security solutions that focus primarily on detection, Saner Cloud integrates security using AI-driven automation to remediate threats in real-time. Saner Cloud Saner Cloud Security teams have long faced challenges managing disparate security solutions across cloud workloads, IT infrastructure, and endpoints, often resulting in fragmented operations and a high volume of unresolved alerts. Saner Cloud is designed to address these challenges by providing a unified security platform that continuously detects, prioritizes, and remediates vulnerabilities, misconfigurations, identity risks, and compliance violations—automatically and in real time. During the launch, Chandrashekhar Basavanna, Founder & CEO of SecPod, emphasized the urgent need to rethink cloud security and shift towards an AI-powered, prevention-first model. “Cloud security has long been reactive—detecting risks but failing to fix them. Security is only effective when threats are eliminated before they can be exploited. The industry has spent years chasing alerts but has failed to bridge the gap between awareness and action. AI now gives us the power to move beyond detection and automate remediation at scale. Saner Cloud ensures security is enforced in real time, across every workload, every piece of infrastructure, and every cloud environment.” - Chandrashekhar Basavanna, Founder and CEO of SecPod. “Cloud security has long been reactive—detecting risks but failing to fix them. Security is only effective when threats are eliminated before they can be exploited. The industry has spent years chasing alerts but has failed to bridge the gap between awareness and action. AI now gives us the power to move beyond detection and automate remediation at scale. Saner Cloud ensures security is enforced in real time, across every workload, every piece of infrastructure, and every cloud environment.” - Chandrashekhar Basavanna, Founder and CEO of SecPod. Unlike legacy cloud security solutions that focus only on cloud misconfigurations or identity risks, Saner Cloud secures the full attack surface, covering endpoints, servers, network infrastructure, cloud environments, and cloud workloads - all from a single platform. Saner Cloud leverages advanced AI-driven automation to eliminate manual security operations. Saner Cloud applies intelligent risk prioritization and executes remediation automatically, ensuring that security gaps are fixed before they can be exploited by attackers. By continuously learning from new attack patterns and security incidents, Saner Cloud dynamically adapts its security enforcement, delivering self-healing cloud infrastructure that remains protected against even the most sophisticated threats. Most Cloud-Native Application Protection Platform (CNAPP) solutions focus on visibility, requiring security teams to manually address large volumes of unresolved risks. Saner Cloud is designed to bridge this gap by not only identifying security issues but also automating their remediation in real-time and at scale. By utilizing Infrastructure-as-Code remediation, automated patching, and security policy enforcement, Saner Cloud helps mitigate compliance drift, reduce misconfiguration risks, and minimize delays in threat response. The platform continuously enforces security across cloud and IT assets while embedding compliance measures directly into cloud operations, assisting organizations in maintaining ongoing adherence to regulatory frameworks. The launch of Saner Cloud reflects a shift toward a prevention-first approach in cloud security, focusing on reducing risk exposure rather than solely identifying threats. As cyber threats evolve, organizations require security measures that are immediate, automated, and continuous, rather than relying on manual alert response. Saner Cloud is now available for enterprises worldwide. For more information or to schedule a demo, users can visit www.secpod.com. www.secpod.com www.secpod.com About SecPod SecPod is a leading cybersecurity technology company committed to preventing cyberattacks through proactive security. Its mission is to secure computing infrastructure by enabling preventive security posture. SecPod SecPod At the core of SecPod’s offerings is the Saner Platform - a suite of solutions that help organizations establish a strong security posture to preempt cyber threats against endpoints, servers, networks, and cloud infrastructure, as well as cloud workloads. With its cutting-edge and comprehensive solutions, SecPod empowers organizations to stay ahead of evolving threats and build a resilient security framework. Contact Head - Marketing Supriya Bhaskar Rao SecPod Technologies supriya.kasibhatta@secpod.com This story was distributed as a release by Cybernewswire under HackerNoon’s Business Blogging Program. Learn more about the program here This story was distributed as a release by Cybernewswire under HackerNoon’s Business Blogging Program. Learn more about the program here here here

SecPod Launches Saner Cloud: A Revolutionary CNAPP For Preventive Cybersecurity

SecPod запускае Saner Cloud: рэвалюцыйны CNAPP для прэвентыўнай кібербяспекі

SecPod lanza Saner Cloud: una CNAPP revolucionaria para la ciberseguridad preventiva

SecPod-ek Saner Cloud abiarazten du: Prebentzio Zibersegurtasunerako CNAPP iraultzailea

SecPod lancia Saner Cloud: un CNAPP rivoluzionario per la sicurezza informatica preventiva

SecPod が Saner Cloud を発表: 予防的サイバーセキュリティのための革新的な CNAPP

SecPod izlaiž Saner Cloud: revolucionāru CNAPP preventīvai kiberdrošībai

SecPod lanceert Saner Cloud: een revolutionaire CNAPP voor preventieve cyberbeveiliging

سیک پوډ د سینر کلاوډ په لاره اچوي: د مخنیوي سایبر امنیت لپاره یو انقلابي CNAPP

SecPod lança Saner Cloud: um CNAPP revolucionário para segurança cibernética preventiva

SecPod wuxuu bilaabay Saner Cloud: CNAPP Kacaan ah oo loogu talagalay Badbaadada internetka ee Ka Hortagga ah

SecPod ra mắt Saner Cloud: Một CNAPP mang tính cách mạng cho an ninh mạng phòng ngừa

SecPod 推出 Saner Cloud：一款用于预防网络安全的革命性 CNAPP

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