Blog - Page 27 of 184 - SecureBlitz Cybersecurity

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November 14, 2025

This post will answer why cybersecurity is imperative for the BFSI industry.

The financial services industry (BFSI) is a prime target for cyberattacks due to the sensitive data it holds, such as customer financial information, account numbers, and transaction records.

A data breach in the BFSI industry can have devastating consequences, including financial losses, reputational damage, and regulatory fines.

Table of Contents

Why Cybersecurity Is Imperative For the BFSI Industry?

Here are some of the reasons why cybersecurity is imperative for the BFSI industry:

To protect customer data and privacy. The BFSI industry is responsible for safeguarding its customers’ personal and financial information. Data breaches can lead to identity theft, fraud, and other financial losses for customers.
To protect financial assets. The BFSI industry handles large sums of money, making it a prime target for cybercriminals seeking to steal funds or disrupt financial operations.
To comply with regulations. The BFSI industry is subject to several laws that require it to protect customer data and financial assets. A data breach could result in hefty fines for non-compliance.
To maintain customer trust. Customers must be confident that their financial information is safe when doing business with a BFSI institution. A data breach can damage the reputation of a BFSI institution and erode customer trust.
To reduce operational costs. Cyberattacks can disrupt business operations and lead to lost revenue. By investing in cybersecurity, BFSI institutions can mitigate the risk of cyberattacks and reduce operational costs.

What Are The Common Threats In The BFSI Industry?

The common threats in the BFSI sector include:

Malware: Malicious software that can damage or turn off computer systems or steal data.
Phishing: A type of social engineering attack that involves sending emails or text messages that appear to be from a legitimate source to trick the recipient into providing personal or financial information.
Whaling: A targeted phishing attack to trick high-profile individuals, such as executives or politicians.
Cross-site scripting (XSS): An attack that injects malicious code into a legitimate website or web application.
Denial-of-service (DoS): An attack that floods a website or web application with traffic, making it unavailable to legitimate users.
Social engineering: A type of attack that relies on human psychology to trick the victim into providing personal or financial information or clicking on a malicious link.
Website defacement: An attack that changes a website’s or web application’s content.

READ ALSO: Do Casinos Need Cyber Security?

How Can The BFSI Industry Take a Cybersecurity Approach

The BFSI industry needs to take a comprehensive approach to cybersecurity that includes the following:

Investing in security technologies like firewalls, intrusion detection systems, and antivirus software.
Implement security policies and procedures, such as strong password management and data encryption.
By educating employees about cybersecurity risks and best practices.
By conducting regular security assessments to identify and address vulnerabilities.

By taking these steps, the BFSI industry can reduce the risk of cyberattacks and protect its customers, financial assets, and reputation.

In addition to the above, here are some other things that BFSI organizations can do to improve their cybersecurity posture:

Adopt a zero-trust security model, assuming no user or device is trusted by default.
Use multi-factor authentication (MFA) to verify user identity before granting access to systems and data.
Implement data loss prevention (DLP) solutions to prevent the leaking of sensitive data.
Regularly patch and update software to fix known vulnerabilities.
Back up data regularly to protect against data loss.
Have a plan for responding to cyberattacks.

READ ALSO: Web Security Guide

Cybersecurity in the BFSI Industry: Frequently Asked Questions

What data security regulations does the BFSI industry need to comply with?

The BFSI industry faces a complex web of data security regulations globally. Some key examples include:

The Gramm-Leach-Bliley Act (GLBA) in the US: Requires financial institutions to protect customer data, implement security measures, and disclose data-sharing practices.
General Data Protection Regulation (GDPR) in the EU: Governs the protection of personal data for all EU citizens, regardless of where the data is processed.
Payment Card Industry Data Security Standard (PCI DSS): Sets security standards for organizations that handle cardholder data, minimizing credit card fraud.
New York DFS Cybersecurity Regulation: One of the strictest regulations, requiring comprehensive cybersecurity programs for covered entities in New York.

Complying with these regulations is crucial to avoid hefty fines, legal repercussions, and reputational damage.

What specific cybersecurity challenges are unique to the BFSI industry?

Several challenges make the BFSI industry particularly vulnerable:

High-value targets: Financial data attracts sophisticated attackers seeking large financial gains.
Legacy systems: Many institutions utilise older systems with known vulnerabilities, which makes them more challenging to secure.
Complex IT environments: Managing security across dispersed systems, networks, and applications is a challenging task.
Third-party dependencies: Reliance on vendors introduces additional security risks that need careful management.
Internal threats: Accidental or malicious insider activity can pose significant risks.

Understanding these unique challenges is key to developing effective cybersecurity strategies.

How can BFSI institutions balance robust security with a seamless customer experience?

This often requires a multi-pronged approach:

Implement multi-factor authentication (MFA) for user access, striking a balance between security and ease of use.
Leverage risk-based authentication, dynamically adjusting security measures based on individual user and transaction risk profiles.
Invest in user-friendly security tools with intuitive interfaces to minimize friction for customers.
Communicate security measures transparently to build trust and understanding with customers.
Prioritize security awareness training for employees to minimize human error and phishing risks.

Finding the right balance requires careful planning and ongoing evaluation.

What role do employees play in maintaining cybersecurity within the BFSI industry?

Employees are often the first line of defense against cyberattacks. Their awareness and preparedness are crucial:

Regular security awareness training is crucial for educating employees on cyber threats, phishing tactics, and safe online practices.
Empower employees to report suspicious activity or potential breaches promptly.
Implement clear policies and procedures for data handling, access control, and password management.
Foster a culture of security awareness within the organization, where everyone feels responsible for cybersecurity.

Investing in employee education and empowerment is crucial for maintaining a robust cybersecurity posture.

What are some emerging cybersecurity technologies that BFSI institutions should be aware of and potentially adopt?

Several promising technologies are evolving:

Artificial intelligence (AI) and machine learning (ML): Can help analyze network data, detect anomalies, and predict potential attacks in real-time.
Biometric authentication offers stronger user authentication options, such as fingerprint or facial recognition.
Quantum cryptography: Provides more secure data encryption methods in the future.
Blockchain technology: Can improve data integrity and secure transactions in specific applications.

Conclusion

Cybersecurity is a critical issue for the BFSI industry. By taking a comprehensive approach to cybersecurity, BFSI organizations can reduce the risk of cyberattacks and protect their customers, financial assets, and reputation.

Here are some key takeaways from this write-up:

The BFSI industry is a prime target for cyberattacks due to the sensitive data it holds.
Cybersecurity is imperative for the BFSI industry to protect customer data and privacy, financial assets, and comply with regulations.
The common threats in the BFSI sector include malware, phishing, whaling, cross-site scripting, denial-of-service, social engineering, and website defacement.
The BFSI industry needs to adopt a comprehensive approach to cybersecurity, encompassing investments in security technologies, the implementation of robust security policies and procedures, employee education on cybersecurity risks, and regular security assessments.
In addition to the above, BFSI organizations can adopt a zero-trust security model, use multi-factor authentication, implement data loss prevention solutions, patch and update software regularly, and plan to respond to cyberattacks.

By taking these steps, BFSI organizations can make it more difficult for attackers to succeed and protect their customers, financial assets, and reputation.

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Why Digital Resilience Is Key In An Uncertain World

Daniel Segun

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November 14, 2025

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Why Digital Resilience Is Key In An Uncertain World

Here, I’ll show you why digital resilience is critical.

Over the past decade, the world has witnessed massive digital transformation, with more connected devices, system interdependence from business ecosystems, and an even greater reliance on the internet for critical communications.

Many employees can now work from anywhere using mobile and home office-based devices, and servers that were once on-premises are often now located in the cloud or accessible remotely.

As a result, many organizations are grappling with how to make their business more ‘digitally resilient.’ This is understanding the proper relationship between the technology we depend on and the overall industry and IT risk.

This encompasses not only outages and security incidents, but also all factors that impact digital operations and digital transformation initiatives, including technological and environmental factors.

With this said, enterprise organizations’ daily dependence on technology is not only all-encompassing but also growing more profound and even more fundamental to their overall business outlook, and there are no signs of this continuing digital transformation requirement abating.

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Nearly Five Billion Internet Users

Case in point: in January this year, there were 4.95 billion internet users, according to DataReportal. More people online means a higher demand for network bandwidth, as well as increased agility, flexibility, and security. Additionally, the Work From Home era demonstrated that a virtual workplace is indeed possible.

However, it has also highlighted that a work-from-home setup is not always ideal from a security perspective.

Many enterprise organizations opt for a hybrid model, adapting their workplaces for health, efficiency, and cost reduction benefits.

To understand the impact of the challenges faced by all enterprise organizations, A10 Networks commissioned research at the start of 2022, which investigated various issues related to digital resilience, cloud adoption, security, and how enterprises plan to work now and in the future.

Change is Reshaping IT Needs and Anxiety in Various Verticals

Regarding digital transformation, the retail and eCommerce industries are at the forefront.

Alongside the digitization of business applications and internal processes, retail organizations have seen a significant shift of their in-store, consumer-facing business to online platforms. Organizations prioritizing consumer-friendly, convenient online offerings are experiencing exponential growth in e-commerce sales, which have grown between two and five times faster than before the pandemic.

When we asked retail and eCommerce respondents how concerned they were about the organization’s digital resilience and readiness to cope with various challenges, they were most concerned about their agile development and DevOps capabilities (95%) and how they would support staff remotely (95.5%), as well as managing the move from IPv4 to IPv6 (95%).

Supporting staff remotely was also a key concern for finance sector respondents (96%) when asked the same question. This sector is witnessing ever-growing competition as traditional banks compete with digital neobanks and strive to keep pace with evolving consumer demands.

This often means they must deploy new technologies that enable frictionless digital experiences and increase customer value to remain competitive.

This has resulted in more application services, which increases the viable attack surface for hackers. No wonder this sector said optimizing security tools for competitive advantage (97%) was a top concern.

How is Digital Resiliency Impacting Networks?

Examining the exponential growth in online services and their impact on network traffic, our research revealed that the gaming sector experienced the highest average growth among all verticals, reporting a 52.6% increase in traffic.

The education sector also experienced high growth, at 49.8%. However, the average growth of retail respondents was surprisingly low (41.1%).

This could be due to retailers gradually moving infrastructure online for several years. In contrast, educational institutions have had to suddenly pivot to offering additional online services during the pandemic.

Security is top of mind for all the verticals surveyed. However, when asked about their most significant concern regarding cyber threats, ransomware scored highest for utilities at 14.5%.

It is worth noting that digital resiliency extends beyond network uptime, and lost revenue isn’t the only price to pay.

As more services have gone online, most industries handle large amounts of highly personally identifiable information (PII), not just the traditionally cited payment details. Widespread brand damage and day-to-day disruption to all organizational operations can occur if an organization isn’t digitally resilient.

Why Is Digital Resilience Key in an Uncertain World?

In today’s increasingly interconnected and rapidly evolving world, uncertainty is the new normal.

From disruptive technologies to global pandemics, economic fluctuations, and geopolitical tensions, organizations face a constant barrage of challenges that can threaten their stability and success.

This is where digital resilience comes in, as it is crucial in navigating these uncertainties and ensuring adaptability and progress.

Here are some key reasons why digital resilience is vital:

1. Mitigating risks and disruptions: Digital resilience helps organizations anticipate and prepare for potential threats, minimize their impact, and bounce back quickly from disruptions. By having robust cybersecurity measures, data backups, and contingency plans in place, organizations can weather unforeseen storms and continue operating effectively.

2. Embracing change and innovation: Adapting quickly to changing circumstances is vital for survival in today’s dynamic landscape. Digital resilience fosters a culture of continuous learning, experimentation, and agility, allowing organizations to capitalize on new opportunities and stay ahead of the curve.

3. Building trust and confidence: In an uncertain world, customers, partners, and employees seek trustworthy businesses to navigate challenges and deliver on promises. By demonstrating digital resilience, organizations inspire confidence, attract talent, investment, and partnerships, thereby solidifying their long-term sustainability.

4. Enhancing operational efficiency: Digital resilience optimizes digital resources and processes, leading to cost savings, improved productivity, and better resource allocation. This efficiency allows organizations to weather challenging economic times and remain competitive.

5. Fostering sustainability and responsible practices: Digital resilience encourages responsible use of technology, minimizing environmental impact, and ensuring alignment with ethical and social good practices. This contributes to a more sustainable future and strengthens an organization’s reputation and stakeholder relationships.

Investing in digital resilience is not just about reacting to threats; it’s about creating a proactive and adaptable foundation for success in an uncertain world.

By building robust digital infrastructure, embracing continuous learning, and prioritizing adaptability, organizations can thrive in the face of unforeseen challenges.

Looking to the Future

When asked what technologies respondents had implemented in the past 12 months, artificial intelligence (AI) and machine learning were high across all the verticals, but highest in government, retail, and eCommerce. This is unsurprising as both sectors aim to automate in-person tasks with AI tools.

Digital transformation has reshaped the IT environment in multiple industries, yet vigilance around digital resiliency is more critical than ever to realize its continued success.

Moreover, digital resilience will be critical as organizations prepare for the next wave of disruption, whether societal, environmental, or technological, including responding to cyber-attacks, keeping the enterprise environment secure, and accommodating remote workers.

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How To Choose The Ideal Cryptocurrency To Invest In

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Abraham Faisal

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November 14, 2025

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Learn how to choose the ideal cryptocurrency to invest in…

Investing in the right cryptocurrency is one of the most beneficial financial decisions you can make. Cryptocurrency has the potential to generate a substantial fortune. Additionally, it is a widely accepted payment method, allowing you to use it in various transactional scenarios.

For new investors, picking the right cryptocurrency is where the problem lies. If you aren’t familiar with crypto, the jargon, and technicalities can seem challenging.

After all, same as investing in NBA you will find NBA expert picks, luckily, we can use the internet to access valuable resources to help us in our crypto journeys.

Read on to learn some tips that’ll help you pick out the right cryptocurrency to invest in.

Table of Contents

What Are The Fundamentals?

Learning the fundamentals of a digital coin is a crucial prerequisite for investment. These fundamentals often provide insight into the coin’s success and its chances of staying buoyant. It can be tricky to learn the technicalities, especially when you aren’t familiar with the jargon.

In this case, you should conduct a fundamental analysis. It is a form of report that comprises basic information regarding a cryptocurrency, and it can help shed light on the community, application, and chances of buoyancy.

In a market like crypto, where investors often scramble for coins, properly researching your desired coin can help you pick the right currency. It may seem tedious at first glance, but it is crucial to find the best crypto to invest in for 2023.

CHECK OUT: Cryptocurrency Guide

The Founding Community

After conducting the necessary fundamental analysis, the next step is to research the founding team. All reputable cryptocurrencies have reliable, hardworking, and trustworthy individuals working behind them.

So, your checklist should comprise credibility, a genuine social media presence, extensive experience, and individual authenticity.

A currency’s founding team has the influence to make it a success or a failure. Hence, it is vital to conduct a thorough background assessment before selecting your preferred cryptocurrency.

If the team members don’t meet the aforementioned checklist, it should be a sufficient red flag to prompt you.

Here are a few standards to which you should hold the founders, marketers, and developers:

Do they have the experience?
Are the team members hardworking individuals?
Can you trust their expertise?
Do they have a social media presence?

The Community

There aren’t many things a strong community cannot achieve. It builds the foundation of any strong venture, and the logic holds true for cryptocurrencies. Popular cryptocurrencies like Bitcoin have built communities that demonstrate genuine interest among people.

It is pretty easy to source a cryptocurrency community. Check social media outlets like Twitter, YouTube, and Reddit. Popular cryptocurrencies often host forums for their members to interact.

The Technology

Like other digital assets, technology plays a significant role in determining a substantial amount of success in crypto. Its innovations impact the markets, determine the methods of use, and give crypto its foothold. Essentially, the founding team’s preferred technology can make or break a currency.

Any cryptocurrency that utilizes innovative technology inevitably provides value to investors and developers, and this creates a chain effect as it attracts more investors. Therefore, it is essential to research the technological aspects of your preferred cryptocurrency before investing.

Ethereum, for instance, is one of the most popular cryptocurrencies in the market. It is versatile and accessible, making it ideal for commercial use. Here are some ways technology influenced the popularity of cryptocurrencies:

The Ethereum Virtual Machine Technology (EVM): It is a computation engine that enables developers to create bigger applications
Smart Contracts: Smart contracts are digital programs that reside on the Ethereum blockchain, facilitating easier and faster transactions for users.
Ethereum Technology: It enables developers to create applications and integrate them with the blockchain, thereby creating value.

As Ethereum provided value in the form of these technologies, investors rushed to back the coin up, as its value skyrocketed. This traffic led Ethereum to become one of the largest cryptocurrencies worldwide.

How To Choose The Ideal Cryptocurrency To Invest In

Choosing the ideal cryptocurrency to invest in can be a daunting task, especially with the vast number of options available in the market. However, with some careful research and consideration, you can increase your chances of making a profitable investment.

Here are a few key factors to consider when selecting a cryptocurrency to invest in.

Understand the technology: Before investing in any cryptocurrency, it’s essential to understand the underlying technology behind it. Take the time to research and learn about blockchain technology, as it forms the foundation of most cryptocurrencies. Familiarize yourself with the unique features and benefits of different cryptocurrencies and how they aim to solve real-world problems.
Analyze the market: Conduct a thorough analysis of the cryptocurrency market before making any investment decisions. Look for cryptocurrencies with strong market capitalization and trading volume, as these are indicators of stability and liquidity. Additionally, keep an eye on market trends and news related to specific cryptocurrencies to gauge their potential for future growth.
Evaluate the team and community: The team behind a cryptocurrency plays a crucial role in its success. Research the background and expertise of the team members, as well as their track record in the industry. A strong and transparent team is more likely to deliver on its promises and drive the project forward. Furthermore, assess the size and engagement of the community surrounding a cryptocurrency. A vibrant and supportive community can contribute to its long-term success.
Assess the use case and adoption: Consider the practical application of a cryptocurrency and its potential for widespread adoption in the real world. Look for cryptocurrencies that solve existing problems or have the potential to disrupt traditional industries. Evaluate partnerships and collaborations that may enhance the adoption of a particular cryptocurrency.
Security and regulation: Cryptocurrencies operate in a decentralized environment, which can pose security risks. Assess the security measures implemented by a cryptocurrency to protect against hacks and breaches. Additionally, consider the regulatory landscape surrounding a cryptocurrency. Compliance with regulations can provide stability and legitimacy to an investment.
Diversify your portfolio: It’s important to diversify your cryptocurrency portfolio to spread out risk. Allocate your investments across different cryptocurrencies with varying levels of risk and potential returns. This approach can help mitigate losses from any single investment.
Seek professional advice: If you are new to investing in cryptocurrencies or feel overwhelmed by the choices, seeking professional advice can be beneficial. Consult with financial advisors or experts who specialize in cryptocurrency investments. They can provide valuable insights and help you make informed decisions.

Remember, investing in cryptocurrencies carries inherent risks, so it’s essential to invest only what you can afford to lose. Stay updated with market trends and developments, as the cryptocurrency landscape is constantly evolving.

By conducting thorough research and considering these factors, you can increase your chances of choosing an ideal cryptocurrency to invest in.

How To Choose The Ideal Cryptocurrency To Invest In: Frequently Asked Questions

Investing in cryptocurrency can be a lucrative opportunity, but with thousands of options available, choosing the right one can be overwhelming.

To help you navigate the crypto market, here are answers to frequently asked questions:

What factors should I consider when choosing a cryptocurrency to invest in?

Several factors should be considered before investing in any cryptocurrency:

Project goals and technology:

Problem it solves: Does the cryptocurrency address a real problem with a viable solution?
Technology behind it: What technology powers the cryptocurrency? Is it secure, scalable, and efficient?
Development team: Does the project have a strong and experienced team with a proven track record?

Market potential and adoption:

Market capitalization: How large is the cryptocurrency’s market capitalization?
Trading volume: Is the cryptocurrency actively traded?
Adoption rate: Is the cryptocurrency being adopted by businesses and individuals?

Investment goals and risk tolerance:

Investment goals: What are your investment goals for the cryptocurrency?
Risk tolerance: How comfortable are you with risk?

What are some popular cryptocurrencies to consider?

Here are some of the most popular cryptocurrencies based on market capitalization (as of December 2023):

Bitcoin (BTC): The original and most well-known cryptocurrency, often considered a safe haven in the volatile crypto market.
Ethereum (ETH): A platform for decentralized applications and smart contracts, with a strong community and growing ecosystem.
Tether (USDT): A stablecoin pegged to the US dollar, offering a safe way to store and trade crypto assets without exposure to price fluctuations.
Binance Coin (BNB): The native token of the Binance exchange, offering discounts on trading fees and other benefits.
XRP (XRP): A cryptocurrency designed for fast and secure international payments.

How can I learn more about specific cryptocurrencies before investing?

There are many resources available to learn more about specific cryptocurrencies:

Project websites and whitepapers: These documents provide detailed information about the project’s goals, technology, and team.
Community forums and social media: Engaging with the project’s community can provide valuable insights and perspectives.
Cryptocurrency news websites and blogs: These platforms offer news, analysis, and research on various cryptocurrencies.

What are some risks associated with investing in cryptocurrency?

Cryptocurrency investments are subject to various risks, including:

Market volatility: Cryptocurrency prices can fluctuate significantly, leading to potential losses.
Regulation: The regulatory landscape for cryptocurrency is still evolving, and future regulations could impact the market.
Security breaches: Cryptocurrency exchanges and wallets can be hacked, leading to the loss of your funds.
Scams: There are many scams targeting cryptocurrency investors. Be cautious and only invest in well-established projects.

A Final Word

Investing in cryptocurrency requires careful research and due diligence.

By considering these factors and conducting your research, you can make informed investment decisions and increase your chances of success in the cryptocurrency market.

Disclaimer: This post is for informational purposes only and should not be considered as financial advice. Always do your own research before making any investment decisions.

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Can Atomic Exchanges Achieve Critical Mass?

OffBeat

Angela Daniel

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November 13, 2025

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Can atomic exchanges achieve critical mass? Read on to find out.

Atomic swaps are one of the most promising developments in decentralized technology: they enable peer-to-peer trade without the need for a third party.

These swaps depend on HTLCs, or Hash Time-Locked Contracts, which automatically execute or cancel a deal after a specific period. This ensures that neither party will breach the agreement.

Although the specifics are more complex, atomic swaps simplify crypto trading in several crucial aspects.

Unlike typical centralized exchanges, these swaps do not require a third-party custodian or rely on relayers, unlike other decentralized exchanges. Instead, the whole transaction is powered by cryptographic proofs.

This trading strategy is likewise light and unconstrained. Atomic exchanges do not need costly fees and are not susceptible to theft. Additionally, they resist regulatory pressure and seldom need KYC, but some DEXs take no risks.

Despite these benefits, atomic swaps have yet to achieve critical mass due to both technological and practical reasons.

Table of Contents

Several Technical Concerns

Theoretically, atomic swaps should be less costly than centralized exchanges because they eliminate the need for intermediaries. However, minimal costs are not truly guaranteed.

On-chain transaction costs must still be paid during an atomic exchange and may be rather costly. Off-chain swaps may address this issue, but doing so requires overcoming other challenges.

Moreover, atomic substitutions are not always quick. Standard swaps are excessively sluggish for many trading situations: Bitcoin swaps may take over an hour to complete. This is a severe issue: crypto values may rush, causing one side of a deal to back out and terminate the transaction.

Lastly, compatibility is a concern. Atomic swap-traded cryptocurrencies must have the same hashing algorithm and be programmable.

Although an atomic swap exchange, such as Atomex, can exchange 95% of currencies, this is primarily due to the ubiquity of Ethereum’s ERC-20 standard and the fact that certain coins do not enable atomic swaps.

READ ALSO: Top Crypto Tips For YOU!

A Question Of Time?

Atomic swaps may be moving slowly since they are a relatively new technology. Despite being presented for the first time in 2013, the early swaps were manually coordinated on discussion boards.

For a very long period, atomic swaps suffered from a lack of visibility and accessibility. In 2017, Charlie Lee engaged in a Litecoin-to-Bitcoin trade, marking the beginning of more substantial exchanges. In the same year, HLTC-based payment channels on the Lightning Network gained popularity.

Increasingly automated systems have made atomic swaps accessible; however, coordination between users remains a challenge.

To conduct a swap, you must still locate a partner, which is not always doable. Moreover, atomic swaps are a secondary function on several exchanges. Consequently, they are not often very noticeable.

Can Atomic Exchanges Achieve Critical Mass?

Absolutely! Atomic exchanges have the potential to achieve critical mass and revolutionize the world of digital transactions. But before diving into the details, let’s first understand nuclear exchanges.

Atomic exchanges, also known as nuclear swaps or atomic cross-chain trading, are a form of decentralized exchange where two parties can directly trade cryptocurrencies with each other without the need for intermediaries or centralized exchanges. This means users can now swap their digital assets securely and instantly.

Now, to answer the question, yes, atomic exchanges can achieve critical mass.

Here’s why:

Security: Atomic exchanges provide a high level of security. Traditional centralized exchanges are vulnerable to hacking and fraud, as they hold users’ funds in their wallets. Atomic exchanges eliminate this risk by allowing users to retain control of their private keys during the exchange process. This ensures that you have complete control over your assets at all times.
Privacy: With atomic exchanges, users can maintain their privacy because they don’t need to disclose personal information to a centralized exchange. This is a significant advantage for those who value their privacy and want to protect their identity while engaging in cryptocurrency transactions.
Decentralization: Atomic exchanges operate on decentralized blockchain networks, meaning no single point of failure or central authority controls the exchange. This decentralization ensures that the exchange cannot be shut down or manipulated by any external entity, making it more resistant to censorship.
Cost-effectiveness: Traditional centralized exchanges charge fees for every transaction, which can quickly add up, especially for frequent traders. Atomic exchanges eliminate or significantly reduce these fees, allowing users to save money on transaction costs.
Interoperability: One of the most exciting aspects of atomic exchanges is their ability to facilitate cross-chain transactions. This means that users can trade between different blockchains seamlessly. For example, you can swap your Bitcoin for Ethereum directly without an intermediary token like Tether. This interoperability opens up endless possibilities for users and expands the reach of cryptocurrencies.

However, it’s important to note that atomic exchanges are still relatively new and have not been widely adopted. Achieving critical mass will require education, awareness, and user adoption. As more people become aware of the benefits of atomic exchanges and utilize them, the network effect will take hold, resulting in increased liquidity and trading volume.

Which Atomic Exchange Projects Are Progressing?

Several ongoing initiatives are emphasizing atomic trade. Atomex utilizes an on-chain solution built on hashed timelock intelligent contracts to conduct transactions. It offers users the benefits of centralized and decentralized exchanges in one convenient package.

As a result, you can utilize a multicurrency HD wallet that features an integrated hybrid atomic swap exchange.

In conclusion, atomic exchanges have the potential to achieve critical mass due to their enhanced security, privacy, decentralization, cost-effectiveness, and interoperability.

While they are still in their early stages, the future looks promising for atomic swaps as more individuals and businesses recognize their value proposition in the digital economy.

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Differences Between CCPA And GDPR Compliance

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Daniel Segun

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November 13, 2025

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This post will outline the key differences between CCPA and GDPR compliance.

The CCPA and GDPR protect users’ rights, but how do they differ? That’s what we’ll be exploring in this blog.

Read on to learn more about CCPA compliance and GDPR compliance, along with the critical differences between the two.

Table of Contents

What Is CCPA Compliance?

The California Consumer Privacy Act is a state-wide data privacy law implemented in 2020. The law regulates how organizations worldwide handle the personal information and data of California residents.

The California Privacy Rights Act (CPRA) came into effect at the start of 2023, extending and amending the CCPA. Ultimately, the CCPA gives users more control over their data. As a result, numerous regulations govern how businesses collect and handle private information (PI) collected from websites.

Users can contact the organization and request information about their data storage and usage, and the organization must comply with specific requests. The CCPA requires that companies comply with user requests involving:

Data is being collected and stored
The reason that user data is being collected or sold
Third parties that access user data
The categories in which data is collected (for example, medical/ financial, etc.)

Users can request that their data be deleted – and they may also request to cease the sale of their data. They may also ask that they not be discriminated against for asking for information/ control regarding their data.

What Is GDPR Compliance?

The General Data Protection Regulation (GDPR) is a European data protection law. GDPR gives individuals more control over their data collection, storage, and use. This means companies are required to consider their data privacy procedures.

GDPR replaces the Data Protection Directive (1995). It was drafted in 2016 and was required due to the increasing number of smartphones, tablets, and other devices. Ultimately, it changed the way that data is collected.

Although it is a European regulation, it still affects companies operating in the US. For example, if people in European countries visit their site or they have customers in the EU.

If an organization breaches the GDPR, it can be fined between $10 million and $20 million, or up to 4% of its annual global turnover. In addition to receiving a hefty fine, the company’s reputation could also suffer a significant blow.

CCPA and GDPR: The Key Differences

Now you understand GDPR and CCPA, let’s explore the core differences between the two.

The Law

One of the key differences between CCPA and GDPR compliance is the specific laws governing each. Although both statutes aim to protect individuals’ data, GDPR has more detailed requirements for non-compliance. Likewise, a breach of GDPR compliance can have stricter penalties than a breach of CCPA compliance.

CCPA compliance is statutory law. Any violation of the CCPA can lead to a civil lawsuit in the state of California.

Transparency

The GDPR requires organizations to inform users of the duration for which their data will be stored. Likewise, users must be informed that they have the right to withdraw their consent at any time, as well as in instances where they share their data with other organizations.

With the CCPA, however, there is a 12-month look-back period. During this period, organizations must inform users of any time their information was collected and processed after 12 months. Third parties must also notify users when their data has been sold to another party.

Penalties

The penalties for breaching the CCPA differ from those for breaching GDPR compliance. Compared to CCPA fines, GDPR fines are considerably higher.

Businesses found to be non-compliant with the GDPR can be fined up to $20 million or 4% of their annual turnover, whichever is higher.

CCPA fines, however, are relatively mild. The maximum fine for non-compliance can be £7,500 for intentional violations. For unintentional breaches, however, the fine is $2,500. There may be additional fines, such as damages in civil court – between $100 and $750.

Differences Between CCPA and GDPR Compliance

Feature	CCPA	GDPR
Location Applicability	Applies to businesses serving California residents, regardless of business location	This applies to businesses processing the personal data of EU residents, regardless of business location.
Data Scope	Covers “personal information,” which includes broader data than G DPR’s “personal data” (e.g., household data)	Covers “personal data,” excluding data used for personal or household activities
Legal Basis for Processing	There is no explicit requirement for a legal basis, but it focuses on transparency and individual rights.	Requires legal basis for processing, such as consent, contract, or legitimate interest
Right to Access	Consumers have the right to access and download their personal information	Individuals have the right to access, rectify, erase, and restrict the processing of their data
Right to Erasure	Consumers have the right to request the deletion of their personal information.	Individuals have the right to the erasure of their data under certain conditions.
Right to Opt-Out of Sale	Consumers have the right to opt out of the sale of their personal information.	Individuals have the right to object to the processing of their data for direct marketing purposes.
Data Breach Notification	Requires notification to California residents in case of certain data breaches	Requires notification to supervisory authorities and potentially individuals in case of data breaches
Enforcement	Enforced by California Attorney General	Enforced by EU member state supervisory authorities
Fines	Up to $2,500 per violation	Up to 4% of global annual turnover or €20 million, whichever is higher

Conclusion

In conclusion, CCPA and GDPR are important data privacy laws that protect users’ rights. However, the two laws have some critical differences, including the scope of application, transparency requirements, and penalties for non-compliance.

Businesses that collect, use, or share the personal data of individuals in the European Union or California should be aware of the requirements of both CCPA and GDPR.

By understanding the differences between these two laws, businesses can ensure compliance with both and protect their users’ privacy.

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How To Optimize Your PC With IOLO System Mechanic Ultimate Defense

Reviews

Abraham Faisal

-

November 13, 2025

0

This post will show you how to optimize your PC with IOLO System Mechanic Ultimate Defense.

Over time, your PC may slow down in its performance, take longer to boot up, experience crashes and freezes, or even stop working. These issues can be attributed to a combination of factors, including low RAM space due to accumulated files and programs, malware infections, insufficient storage space, and disk fragmentation.

These are unavoidable occurrences that result from regular PC usage. However, PC optimizer software tools are used to optimize PC performance and ensure that your PC operates at its best, regardless of whether you use it.

IOLO offers a comprehensive range of PC optimization tools designed to enhance PC performance, resolve system issues, and safeguard computers and digital devices against malware infections.

Apart from PC optimization tools, IOLO also offers tools that can perform recovery functions, protect internet privacy, or erase data from your PC. Whatever your PC needs are, IOLO has covered them with its PC optimizer toolsets.

Interestingly, IOLO has caught our attention with its performance, protection, and privacy suite known as the IOLO System Mechanic Ultimate Defense.

IOLO System Mechanic Pro

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising...Show More

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising safety and security. Show Less

Table of Contents

What Is The IOLO System Mechanic Ultimate Defense All About?

The new System Mechanic Ultimate Defense from IOLO is a PC optimization suite designed to optimize your PC, protect your online data privacy, and safeguard your PC from malware infections.

For $79.95, you get the following tools from IOLO’s System Mechanic Ultimate Defense: System Mechanic, Privacy Guardian, System Shield, Malware Killer, ByePass, Search and Recover, and DriveScrubber.

Note: System Ultimate Defense costs $79.95, but you can get it for $39.97 using our coupon link.

IOLO System Mechanic Pro

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising...Show More

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising safety and security. Show Less

==>> Get IOLO System Mechanic Ultimate Defense for $39.97

1. System Mechanic Pro (PC Optimizer)

System Mechanic is IOLO’s PC optimizer tool, which utilizes proprietary automated maintenance technology to keep your PC functioning optimally.

IOLO’s stand-alone PC optimizer tool is designed to improve your PC’s speed and performance, clean your PC, resolve PC errors, and fix crashes and freezes, such as the Blue Screen of Death.

Additionally, it features built-in protection against malware infections, keeping you safe online.

2. System Shield (Anti-malware Solution)

System Shield is IOLO’s stand-alone AntiVirus and AntiSpyware that protects your PC from existing and novel malware threats using a reactive and proactive approach to find and remove malware. It also eradicates all threats and restores stability to your PC without weighing down its performance.

3. Search and Recover (Advanced File Recovery)

Search and Recover is IOLO’s data recovery tool, which utilizes robust recovery technology to search and retrieve all types of deleted files, including documents, photos, emails, videos, and music.

If you feel there are files you need to recover from any drive type, IOLO’s Search and Recover will do the magic for you.

4. Malware Killer (Malware Neutralizer)

IOLO’s Malware Killer finds and neutralizes all malware types on your PC. Thus, together with System Shield, IOLO offers its users.

Read our IOLO Malware Killer review.

5. DriveScrubber (Hard Drive Wiper)

IOLO’s data shredder tool utilizes military-grade technology to securely shred and delete sensitive information, ensuring it cannot be retrieved. This way, sensitive information does not fall into the wrong hands when you sell or donate your PC.

6. Privacy Guardian (Online Privacy Protection)

Privacy Guardian protects users from online trackers and third-party cookies, safeguards your browsing history, detects phishing emails, and shields you from Windows data collection processes that may compromise your privacy.

Thus, you enjoy Internet surfing anonymously by enjoying Privacy Guardian’s privacy protection.

7. ByePass (Password Manager)

This is IOLO’s secure password manager that generates, manages, and stores robust passwords. Additionally, ByePass protects all your devices from keyloggers and other threats targeted at stealing your passwords and credit card details. Hence, you no longer need to worry about creating and memorizing passwords.

Note: These tools that make up IOLO’s System Mechanic Ultimate Defense suite are also available for a single purchase.

IOLO System Mechanic Pro

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising...Show More

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising safety and security. Show Less

==>> Get IOLO System Mechanic Ultimate Defense for $39.97

How To Optimize Your PC With IOLO System Mechanic Ultimate Defense

Optimizing your PC is essential to ensure it runs smoothly and efficiently. One of the best tools available on the market for this purpose is IOLO System Mechanic Ultimate Defense. Here, I will guide you through optimizing your PC with this powerful software.

IOLO System Mechanic Ultimate Defense is a comprehensive suite of tools designed to enhance the performance and security of your PC. It combines multiple features, including system optimization, privacy protection, malware detection and removal, and online security.

To optimize your PC with IOLO System Mechanic Ultimate Defense, follow these steps:

Step 1: Download and Install

First, you need to download the software from IOLO’s official website. Once downloaded, run the installer and follow the on-screen instructions to install it on your PC. The installation process is straightforward and should only take a few minutes.

Step 2: Launch System Mechanic Ultimate Defense

After installation, launch the software by double-clicking on the desktop icon or searching for it in the Start menu. Once established, you’ll be greeted with a user-friendly interface that displays various optimization options.

Step 3: Analyze Your PC

Click on the “Analyze Now” button to initiate a thorough scan of your system. This scan will identify any issues affecting your PC’s performance, such as junk files, registry errors, fragmented drives, or unnecessary startup programs.

Step 4: Review Scan Results

Once the scan is complete, System Mechanic Ultimate Defense will present you with a detailed report of its findings. Take your time to review the results and understand what issues need to be addressed.

Step 5: Optimize Your PC

System Mechanic Ultimate Defense offers a range of optimization tools to address the identified issues. These tools include:

Junk File Cleaner: Removes unnecessary files that take up valuable disk space.
Registry Cleaner: Fixes registry errors and invalid entries.
Drive Accelerator: Defragments hard drives for faster access.
Startup Optimizer: Manages startup programs to improve boot time.
Privacy Cleaner: Removes traces of your online activities to protect your privacy.
Malware Scanner: Detects and removes malware infections.
Security Optimizer: Enhances online security by blocking malicious websites and managing browser settings.

Click on each tool to access its specific features and options. System Mechanic Ultimate Defense provides detailed explanations for each tool, making it easy for even novices to understand and use them effectively.

Step 6: Schedule Regular Maintenance

To ensure your PC remains optimized over time, scheduling regular maintenance tasks using System Mechanic Ultimate Defense’s built-in scheduler is advisable. You can set up automatic scans and optimizations at specific intervals, such as daily, weekly, or monthly.

Optimizing your PC with IOLO System Mechanic Ultimate Defense is a straightforward process that can significantly improve your system’s performance and security.

By following the steps outlined above and utilizing the various tools this software provides, you can keep your PC running smoothly and efficiently.

READ ALSO: The Ultimate Guide to Free Proxies

IOLO System Mechanic Ultimate Defense Pros and Cons

Pros

Wide range of features: Includes antivirus, anti-malware, system optimization, password management, and data recovery tools.
Easy to use: User-friendly interface with clear instructions and automated features.
Performance improvements: This can help boost system speed and performance by cleaning junk files, optimizing settings, and fixing registry errors.
Real-time protection: Provides real-time protection against malware, ransomware, and other threats.
Multiple device protection: Can be used on multiple devices with a single subscription (depending on the plan).

Cons

Limited free trial: Only offers a 30-day free trial, compared to some competitors with longer trials or freemium plans.
Mixed reviews: While some users praise its effectiveness, others report issues with performance and customer support.
Not a replacement for basic security practices: It’s crucial to maintain reasonable security habits like strong passwords and avoid suspicious links even with this software.

Wrapping Up The IOLO System Mechanic Ultimate Defense Review

In summary, IOLO PSystem Mechanic Ultimate Defense can help you maintain a clutter-free PC by regular auto-cleaning of memory and storage disks, defragmenting your hard drive, keeping your PC safe from malware infection, protecting your privacy online, and many more features.

For an affordable price, you can get this IOLO suite of optimization tools to keep your PC at peak performance.

Regularly update IOLO System Mechanic Ultimate Defense to benefit from the latest enhancements and security features. Happy optimizing!

IOLO System Mechanic Pro

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising...Show More

Combines award-winning AV engine, PC cleaner, and data protection tools to optimize PC performance without compromising safety and security. Show Less

==>> Get IOLO System Mechanic for $39.97

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6 Contractor Business Tips For Sustainable Growth

Tips & Hacks

Daniel Segun

-

November 13, 2025

0

6 Contractor Business Tips For Sustainable Growth

In this post, we will show you contractor business tips for sustainable growth…

If you are someone who is planning to launch a contractor business or already owns one and is looking for ways to expand it in a sustainable manner, you are in the right place.

Given the positive rebound of the construction industry following the pandemic, the demand for contractors will only increase. Additionally, as contractors possess specialized skills, they are likely to capitalize on this business opportunity if they play their cards right.

To achieve this, we share the top industry tips to ensure your contractor business experiences sustainable and long-term growth.

Table of Contents

1. Get insurance

As a contractor business, the most important thing is to obtain the right kind of insurance. The different types of insurance options for contracting business owners include general liability, errors and omissions, workers’ compensation, commercial auto, and tools and equipment insurance.

Depending on your niche, you may also benefit from obtaining other types of business insurance. For example, if you specialize in installing solar panels, you may want to get solar contractor insurance.

Insurance helps protect you and your business from unexpected events such as accidents and injuries, and safeguards both your business and employees from financial or legal troubles. Ensure that you obtain the right type of coverage to protect you in any scenario or unexpected circumstance.

2. Specialize your contractor business

Whether you are starting out or are planning to grow your contractor business, you can look beyond being a general contractor and offer specialized services.

This can allow you to cater to a niche market and develop your business in a way that allows you to capture the largest percentage of that market.

Being specialized is also a good way to differentiate yourself from competitors, as it allows you to provide a fair balance between being a general contractor and a specialized one. This can help ensure a higher profit margin in the long run.

3. Choose the right contract

More often than not, contractor businesses overlook the importance of having the right contract, and as a result, they may be at risk of running into legal trouble. For this reason, ensure that you are well-versed in what needs to be included in the contract. If you need help, consider seeking professional assistance.

Generally speaking, every type of project you undertake will require a different contract tailored to the client’s specific work requirements.

However, some important details that will be included in every type of contract include the services being offered, timeframe, and project deliverables, terms and amount of payment, instances of termination of the contract, general terms and conditions, and process of amendment to the contract.

4. Hire experienced people

As a contractor business, it goes without saying that you will need to hire professionals for the job. The ideal candidate will have some sort of professional qualification and experience, which may include an apprenticeship.

Keep in mind that you are likely to attract more qualified candidates if you offer them something more than just monetary compensation, such as perks and benefits, as well as on-the-job training.

5. Provide excellent customer service

Given that the contractor business is entirely client-facing, you must ensure a high level of professional customer service. This means being available to answer customer queries during business hours, and setting up alternate lines of communication, including a website or a business email.

Also, ensure that you clearly mention all communication channels to your clients so that they can reach out to your business using whatever means is most convenient for them. This can be easily done using a professional business card or a “Contact Us” page on your website.

6. Pay attention to your finances

Staying on top of your financial flows is key to running a successful contractor business. For this reason, it is essential to conduct a yearly audit to understand your cash flows and identify opportunities to reduce expenses.

You may also want to ensure that you are paid on time to avoid your balance going into the negative.

Additionally, if you submit a bid for a particular project, ensure that you are liquid enough to handle the costs, including equipment, materials, and labor. By ensuring timely receivables and low overhead costs, you can be in control of your finances and avoid cash flow problems.

Contractor Business Tips For Sustainable Growth: Frequently Asked Questions

What are the most important factors for building a sustainable contracting business?

Several key factors contribute to a thriving contractor business:

Strong financial management: Maintain healthy cash flow, avoid overspending, and invest wisely in equipment and operations.
Quality workmanship: Deliver impeccable service that exceeds client expectations, fostering positive word-of-mouth and repeat business.
Efficient operations: Streamline processes, optimize scheduling, and minimize waste to maximize profitability.
Marketing and sales: Implement effective marketing strategies to attract new clients, nurture existing relationships, and build brand awareness.
Skilled workforce: Invest in recruiting and retaining skilled workers by offering competitive wages, benefits, and training opportunities.
Adaptability and innovation: Stay current with industry trends, adopt new technologies, and be willing to adjust your approach to meet evolving market demands.

How can I compete with larger contractors when I’m starting out?

Specialize: Target a specific niche market where you can offer expertise and personalized service.
Focus on customer service: Establish a reputation for outstanding customer service to differentiate yourself from the competition.
Build relationships: Network actively with potential clients and industry professionals to build your presence.
Offer competitive pricing: Analyze the market and implement pricing strategies that balance competitiveness with maintaining profitable margins.
Leverage technology: Utilize project management software, online marketing tools, and other technology to enhance efficiency and attract tech-savvy clients.

How can I attract and retain qualified employees in a competitive job market?

Offer competitive wages and benefits by Researching industry standards and providing competitive compensation packages.
Provide clear career paths: Design and communicate career development opportunities within your company.
Invest in training and development: Equip your employees with the skills and knowledge they need to excel.
Foster a positive work environment by Promoting a collaborative and respectful culture that values open communication and mutual appreciation.
Recognize and reward achievements: Implement performance-based recognition programs to motivate your team.

What are some common mistakes to avoid when growing a contracting business?

Underestimating financial requirements: Ensure you have sufficient capital to cover expenses and unexpected challenges.
Expanding too quickly: Grow at a sustainable pace by prioritizing quality over quantity.
Neglecting marketing and sales: Allocate resources to attract new clients and maintain a consistent workflow.
Ignoring industry regulations and standards: Stay compliant with safety regulations and building codes.
Failing to adapt to changing market conditions: Be flexible and ready to adjust your strategies as needed.

Conclusion

Growing your contractor business means expanding your focus beyond the services you offer and paying attention to every aspect of the customer journey. It also means safeguarding your employees and paying close attention to your cash flows to avoid any financial setbacks.

By following our tips, you can ensure that your contractor business achieves sustainable growth.

Remember, success takes time and dedication. By implementing these tips, focusing on continuous improvement, and adapting to market changes, you can put your contracting business on the path to sustainable growth.

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6 Strategies To Make Your Model Serving API More Robust With Testing & Analysis

Tips & Hacks

Christian Schmitz

-

November 13, 2025

0

6 Strategies To Make Your Model Serving API More Robust With Testing & Analysis

This post will show you six strategies to make your model-serving API more robust through testing and analysis.

Putting your API through its paces is a crucial part of ensuring it is resilient and reliable as well as purely functional.

You can approach API testing and analysis in several ways, with some methods being more effective than others.

Here are just six strategies to put into practice if you feel that your current efforts are falling short.

Table of Contents

6 Strategies To Make Your Model Serving API More Robust With Testing & Analysis

1. Embrace Unit Testing

An important part of hardening any model-serving API is to carry different API tests on as many of the individual functions as possible.

Dissecting your API into its smallest quantifiable units and going over them with a fine-toothed comb may sound like hard work, but it is actually one of the simplest and most effective methodologies.

The fewer inputs and outputs you have to cope with, the easier it will be to spot problems and troubleshoot them. Solutions like Pytest may be most helpful in this context.

2. Analyze Performance Thoroughly

Performance is crucial, regardless of what your API is designed to do, and if machine learning is part of the mix, then it is even more vital to identify issues and optimize ASAP.

Locust is one of the top options for this purpose, as it can run in-depth performance tests and produce actionable insights from the output files it generates.

3. Bolster Security Proactively

Exploits that target your API may not be a major concern, depending on the scale of your project and its current accessibility to third parties.

Even so, it is better to be security-conscious from day one, and once again, there are tools available that can root out inadequacies rather than allowing them to go unnoticed.

The appropriately-named Safety is one of the best examples of this, and is particularly appealing because it is free to use. Vulnerabilities that are found will be carefully explained and documented, keeping you informed and providing a starting point for your remedial efforts.

4. Consider Containerization Complications

With containerized development growing in popularity, scanning for potential flaws in this environment should be another priority.

Docker offers comprehensive tools for this, and if your organization is small enough, then you will not have to pay for the privilege of using them. You will need to perform some minor adjustments to obtain a text file output of the container scanning itself, but this is a minor complication in what is otherwise a straightforward process.

5. Scrutinize Static Code

Imperfections can exist at multiple levels throughout your API, and examining the static code to pinpoint problems before they escalate is wise.

If you want a tool to do the hard work for you, Bandit is a good choice. It will alert you to common mistakes that might leave your API vulnerable to manipulation by malware and other modern cyber threats.

6. Break Out Of Bad Habits

As you grow as a developer, it is possible to fall into bad habits that you might not even be aware of. This usually occurs as a result of deviating from standard practices and adopting your own approach, either due to forgetfulness or sheer stubbornness.

Whatever the case, you can brush up on the best ways to wrangle the underpinnings of your API by having your work analyzed by an unsympathetic tool like Pylint.

Errors of all sorts can be found in a jiffy, and Pylint will even rate your code between 1 and 10, allowing you to identify where improvements are needed and bad habits require correction.

Strategies To Make Your Model Serving API More Robust With Testing & Analysis: FAQs

What types of testing are essential for a model serving API?

a) Unit Testing: Test individual components of the API, like input validation, preprocessing, and inference logic, to ensure they function independently as expected.

b) Integration Testing: Verify how different components interact and data flows through the API, ensuring seamless integration.

c) Performance Testing: Evaluate the API’s responsiveness, latency, and throughput under varied workloads, simulating real-world scenarios.

d) Security Testing: Identify and address potential vulnerabilities that could compromise data privacy or model integrity.

What analysis techniques can improve the API’s performance and accuracy?

a) Error Analysis: Analyze errors encountered during testing to identify root causes and implement fixes, improving overall stability.

b) Explainability Analysis: Explore why the model makes certain predictions to understand its behavior, identify potential biases, and build trust with users.

c) Fairness Analysis: Evaluate the model’s performance across different demographics to ensure unbiased outcomes and avoid ethical issues.

d) Drift Monitoring: Continuously monitor for performance degradation or shifts in input data distribution to proactively address potential issues.

How often should I test and analyze my model-serving API?

Regular testing and analysis are crucial. Ideally, integrate them into your development cycle with:

Unit and integration tests: Run with every code change or deployment.
Performance, security, and drift monitoring: Continuous monitoring with alerts for anomalies.
Error and explainability analysis: After deployments and periodically based on observed errors or feedback.
Fairness analysis: Regularly, especially when dealing with sensitive data or diverse user groups.

What tools and resources can I use for testing and analysis?

Numerous tools are available, tailored to your specific needs and platform. Consider:

Testing frameworks: pytest, unittest (Python), JUnit (Java)
Performance testing tools: Apache JMeter, LoadRunner
Security testing tools: Burp Suite, OWASP ZAP
Explainability libraries: SHAP, LIME, LIME explainable AI
Fairness analysis tools: IBM Fairness 360, Google AI Platform Fairness Indicators

Conclusion

Remember, continuous testing and analysis are vital for a robust and reliable model serving API.

By actively identifying and addressing issues, you can ensure your API delivers accurate and trustworthy predictions, fostering user confidence and maximizing its potential impact.

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9 Twitter Stats: Use These for Boosting Your Business

Tips & Hacks

Christian Schmitz

-

November 13, 2025

0

9 Twitter Stats: Use These for Boosting Your Business

Here are 9 Twitter stats that you can use to boost your business.

Twitter can be a powerful marketing channel because it is a vital indicator of trending internet discussions. However, to use the site fully, you must be familiar with its intricacies. That entails staying current on the latest Twitter statistics to understand how people use the site.

So, to ensure you have the most up-to-date statistics to influence your plan in 2021, we’ve compiled a list of 10 of the most critical ones for you. These will inform you whether it’s time to conduct another Twitter audit or how to revise your strategy.

Let’s look at the most essential Twitter stats to boost your Twitter engagement to new heights.

BTW, you can follow us on Twitter: @secureblitz.com

Table of Contents

9 Important Twitter Stats You Must Know

1. American Users Dominating on Twitter

The platform’s users are mostly Americans, with nearly 68.7 million as of October 2020. After the United States, Japan and India are the top two nations in Twitter’s worldwide user base.

Twitter’s large number of American users makes it a vital messaging and networking platform for brands headquartered in the United States. It’s also an excellent forum for providing fast and dependable customer support.

2. More than 50% of American Users Use Twitter Daily

According to the most recent Twitter usage figures, 52% of Twitter users in the U.S. use the website regularly. Aside from that, 84 percent of American Twitter users use the website every week.

These statistics show a high frequency of use, demonstrating the platform’s usefulness for staying current on news alerts and how trends are changing.

Ultimately, 96 percent of people use Twitter at least once a month.

3. Increasing Number of Monetizable Daily Users

According to Twitter’s Note to Clients, the estimated monetizable daily Twitter users had exceeded 187 million by 2020. This represents a 29% rise year-over-year.

Take note of “monetizable,” which only applies to accounts that can see commercials on the website. This indicates that only a small percentage of Twitter’s user base adds to the platform’s ad sales.

In the meantime, the total number of Twitter users continues to rise slowly. Twitter’s monthly active users (MAU) had hit 330 million by the first quarter of 2019. However, beginning in the second quarter of the same year, the firm shifted its monitoring emphasis to monetizable everyday users.

Thus, according to Twitter, the current affairs that have been much-discussed played a role in the rise in monetizable daily active users. For example, the increased global discussion around COVID-19 and the run-up to the U.S. elections fueled interest.

4. 28.9% of Twitter users are 25 to 34 Ages

Regarding the average demographic groups of Twitter users, millennials and Generation Z account for the majority of the user base. Twitter is most popular among people aged 25 to 34, who account for 28.9 percent of all users as of October 2020.

People aged 35 to 49 come in second, accounting for 28.2 percent. Furthermore, 21.6 percent of Twitter users fall within the 18- to 24-year-old age range.

While these figures provide a high-level overview of who is using the site, audience audiences involved in particular subjects or product categories may differ significantly. Be sure to run a Twitter analytics report to view the statistics for your company account.

This will provide you with specific information on the kind of crowd you’re targeting, allowing you to tailor your approach appropriately.

5. 500 Million Tweets Daily

With Twitter being so popular, you might wonder how many Tweets are sent daily. People on Twitter send out nearly 500 million Tweets daily, as per Internet Live Stats. This equates to about 200 Billion Tweets every year.

If this seems like a daunting volume of material to determine what to post from your handle, utilize resources like social media monitoring to hone in on the unique (and much narrower) discussions that your target audiences are interested in.

6. Twitter Usage Affected by COVID-19

Although Twitter habits shift year after year, 2020 was a little different. Throughout a global health scare, the website served as a gathering place for news and alerts, interaction, and entertainment for those quarantined. This had a significant effect on Twitter statistics and topic patterns.

The website receives over 7,000 tweets about TV and film every minute, as per a Twitter recap. In addition, the use of the house emoji increased by 40%. Furthermore, Tweets about recipes almost doubled in 2020, with many food and beverage emojis experiencing a significant uptick in use globally.

We can only predict a new set of trends in 2021 as the scenario and subject of discussion begin to change. So, before you hop into a casual chat, use Twitter listening to figure out what the target demographic is concerned about and where the discussion is coming from.

7. 2 Billion Gaming Tweets

Since the pandemic forced a significant portion of the population to stay indoors, many people turned to gaming as a way to pass the time.

As a result, many exchanges on Twitter focused on video games, making it a perfect forum for social media campaigns within the gaming community. There was a record 2 billion Tweets about games during the year, a 75% rise from 2019.

As the size grew, so did the number of people tweeting about gaming on Twitter. The subject saw a 49 percent rise in the number of specific contributors.

8. 15% Increase in Ad Revenue

Twitter is experiencing an uptick in ad sales and a rise in total monetizable daily active users. Twitter’s ad sales rose 15% yearly to $808 million in the third quarter of 2020.

According to Twitter, this rise in ad sales was partially driven by previously postponed product releases and activities being revisited and restarted, primarily in digital form.

Twitter has since made many attempts to enhance brand advertising experiences. Since then, they’ve launched new ad forms and the beta Branded Likes, which helps marketers make personalized “LIKE” buttons with interactive brand illustrations.

Furthermore, they redesigned the First View ad format, which generates an aggregate of 30-40% impressions per advertising company. Advertisers are investing money in the website due to these improved interactions.

As a consequence, Twitter’s overall sales increased. The platform produced $936 million in net sales during the third quarter of 2020. This 14% growth is mainly attributed to the worldwide revival in advertising sales.

9. The rise in Ad Engagement

Twitter consumers engaged with advertising on the site further in 2020. The overall number of ad impressions on Twitter increased by 35%. This is primarily attributed to an increase in ad views resulting from the rise in monetizable daily active users. The increased demand for advertisements has played a significant role.

As per Q4 2020 statistics, the cost of engagement on Twitter has decreased by 3%. These improvements could make a Twitter advertising campaign more appealing to brands that are not currently interested in one. You can even try to purchase followers to increase your engagement on Twitter.

Conclusion – Twitter Stats For Boosting Your Business

According to these Twitter statistics, the platform has seen significant upheaval, mainly due to the pandemic.

Twitter users are evolving the way they use the app, from their interactions and how they communicate with advertisements. Hence, use these Twitter statistics to boost your business and reach new heights.

Note: This post was originally published in September 2021 but has been updated.

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