{
  "timestamp": "2025-02-05T22:12:47.419897",
  "model": "deepseek/deepseek-r1-distill-llama-70b",
  "request": {
    "messages": [
      {
        "role": "system",
        "content": "You are a cybersecurity expert specializing in company websites and product documentation.\n        Analyze the content and classify it into the given categories.\n        Return only the applicable categories as a comma-separated list, nothing else."
      },
      {
        "role": "user",
        "content": "\n        Categories to choose from:\n        product_security_features, end_user_security, compliance_certifications, security_best_practices, data_protection, access_management, threat_prevention, incident_response, privacy_policy, technical_documentation\n        \n        Content to classify:\n        Search Free Trial Get Demo 123,000 Threats Blocked Data443s Strategy Against Global Spam August 20, 2024 Weve just uncovered a new spam campaign targeting users with adult dating and online dating offers. What makes this one special is the scale and ingenuity of the attackers. Data443, one of the leading companies in data security and privacy solutions, managed one complex spam attack recently that very well brings out the critical need for advanced spam detection systems. This case study is an interesting example that elaborates on how Data443s technology protects users from malicious content. The Anatomy of a Sophisticated Spam Attack Recently, the Data443 team analyzed a far-reaching spam campaign covering multiple countries and languages that placed adult dating and online dating at the top of the list. There were several fronts on which this attack was significant Multi-lingual approach the spam emails were in English, Swedish, and German with a great number in the latter two languages. Valid platform abuse The attackers leveraged Googles Blogger for their malicious hosting and were hosting from many subdomains of 36 different top-level domains among them blogspot.com, blogspot.mx jp ae sg kr hk pt ro . Abnormally high volume for such attacks  Data443 detected close to 123,000 spam emails within a 7-day period, all targeting their customers. While this number might not be considered exceptionally high for general spam, it represents a significant volume specifically for this targeted attack. Shifting tactics Over 40 HTML and CSS code versions were deployed by the attackers in an effort to stay off the radar. Primarily, that was through incessant modification of template designs, texts, and images. Data443s Spam Detection in Action The sophisticated attack was timely identified and blocked due to the high effectiveness of Data443s spam detection system. Their solution handled this challenge in the following ways Content AnalysisMulti-lingual A system that could analyze content in multiple languages, be it English, Swedish, or German, brought forth the necessity of ascertaining any spam pattern, regardless of the language being used. Pattern Recognition Even though the attackers were trying to change the HTML and CSS code, there was an underlying structure and content to the emails that Data443s system was able to pick out. Volume Analysis In this case, Data443 analyzed email traffic patterns and found abnormal spikes in volume. The graph started off with peaks of 6,000 or so emails every 3 hours, gradually stabilizing at approximately 2,000 emails per 3-hour period. Still, that is a high volume, and its not possible to know if it will increase or decrease Image Content Analysis It noticed the variation in the types of images used, from only nude pictures in the first day and a half to nude and non-nude images. This is another instance of agility in content analysis, which is quite important in deciding new tactics of spam. Link and Domain Analysis The Data443 solution detected a pattern of links to Blogspot subdomains, but from an exceptionally large variety of top-level domains  an unusual characteristic for spam campaigns. With this spam attack ever evolving, cybersecurity experts and email providers are required to be vigilant and adaptive on their countermeasures all the time. Users must also be vigilant and cautious not to get compromised by these evermore sophisticated campaigns of spam. Be wary of unsolicited emails, especially those giving away adult content or dating opportunities. Never click links in emails from unknown persons even if they are reportedly from a known platform like Blogspot. Keep updating your email spam filters. Any suspicious email needs to be reported to the email provider for improvement in spam detection. Effective Spam Detection in Action The way Data443 managed this spam attack portrays the very integral role of advanced spam detection in functioning todays digital ecosystem User Protection By filtering an extra 123,000 possibly malicious emails, Data443 protected its clients from probable frauds and other dangerous content. Resource Saving Successful filtering of spam saves email providers and end-users a great deal of time along with computational resources. Preservation of Reputation By stopping the delivery of spam into inboxes, Data443 ensures the retention of integrity in the email communication service for clients. Adaptive Security The system provides continual protection against advanced attackers on account of its capability to detect new tactics while they are evolving. This use case simply highlights the cat-and-mouse game between spammers and security providers. The sophisticated spam detection system from Data443 validated its worth by holding its own against a very complex, multifaceted spam campaign. That kind of solution, like Data443s, will become all the more important in keeping digital communications safe and secure as attackers evolve. It is not just about convenience for any business and individual, the investment in robust spam detection technology forms a part of the comprehensive cyber security strategy. The success of Data443 in this regard clearly shows that staying a step ahead in fighting spams and other online scams is very critical. Boost Your Email Security with Data443 Combat these advanced threats with the best-of-breed Email Security solutions from Data443  Cyren Anti-Spam Engine  Leveraging patented Recurrent Pattern Detection RPD technology, this tool detects and blocks attacks earlier than other solutions without compromising data privacy. Email Security Engine  Protect against phishing, malware, and both inbound and outbound spam. Our industry-leading detection provides real-time blocking of email threats in any language or format, with virtually no false positives. Flexible Integration  Data443 offers multiple integration options to support different environments and approaches, ensuring a fast time to market, low maintenance, and minimal resource requirements. Comprehensive Data Management  Beyond email security, Data443 provides tools to discover, classify, label, tag, migrate, report, manage, and encrypt data from anywhere in your organization. Advanced Access Control  Implement passwordless access control for enhanced enterprise security. Rapid Data Classification  Scan files for classification against 1300 global sensitive data policies in 40 languages within seconds. By selecting Data443, customers dont just get a spam filter they buy into an evolving email security solution with the threat landscape. Our tools provide the actionable intelligence and robust protection needed to keep email communications safe and efficient. Keep in mind that managing spam effectively goes way beyond what most people think of blocking unwanted emails. Its ongoing support, continuous upgrades, education of the users, and active logs of all incidents. The solutions from Data443 were designed to support these mission-critical aspects of email security management. Take the first step toward superior email security today. Contact Data443 to learn more about our email security solutions and how they can be tailored to your organizational needs. Ensure that your communication channels and your data are protected with Data443because in the war against spam, you deserve nothing less than the best. Try it for Free Instant Data Classification Cyren URL Category Chacker Prev The 8-Day Rule A Game Changer in Spam Detection Unmasking a Versatile Spam Campaign How Our Service Blocks Diverse Threats Next Company Partners Resources Investor Relations Products Freeware Demo Solutions Contact Us Privacy Management Service by Data443\n        "
      }
    ],
    "model": "deepseek/deepseek-r1-distill-llama-70b"
  },
  "response": {
    "content": "product_security_features,end_user_security,security_best_practices,data_protection,access_management,threat_prevention,incident_response",
    "usage": {
      "prompt_tokens": 1507,
      "completion_tokens": 476,
      "total_tokens": 1983
    },
    "model": "deepseek/deepseek-r1-distill-llama-70b"
  }
}