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New Study Uncovers Text-to-SQL Model Vulnerabilities Allowing Data Theft and DoS Attacks

New Study Uncovers Text-to-SQL Model Vulnerabilities Allowing Data Theft and DoS Attacks

Jan 09, 2023 Database Security / PLM Framework
A group of academics has demonstrated novel attacks that leverage Text-to-SQL models to produce malicious code that could enable adversaries to glean sensitive information and stage denial-of-service (DoS) attacks. "To better interact with users, a wide range of database applications employ AI techniques that can translate human questions into SQL queries (namely  Text-to-SQL ),"  Xutan Peng , a researcher at the University of Sheffield, told The Hacker News. "We found that by asking some specially designed questions, crackers can fool Text-to-SQL models to produce malicious code. As such code is automatically executed on the database, the consequence can be pretty severe (e.g., data breaches and DoS attacks)." The  findings , which were validated against two commercial solutions  BAIDU-UNIT  and  AI2sql , mark the first empirical instance where natural language processing (NLP) models have been exploited as an attack vector in the wild. The black box ...
Why Do User Permissions Matter for SaaS Security?

Why Do User Permissions Matter for SaaS Security?

Jan 09, 2023 SaaS Security / SSPM Solution
Earlier this year, threat actors infiltrated  Mailchimp , the popular SaaS email marketing platform. They viewed over 300 Mailchimp customer accounts and exported audience data from 102 of them. The breach was preceded by a successful phishing attempt and led to malicious attacks against Mailchimp's customers' end users. Three months later, Mailchimp was hit with  another attack . Once again, an employee's account was breached following a successful phishing attempt. While the identity of the Mailchimp accounts that had been compromised wasn't released, it's easy to see how user permission settings could have played a role in the attack. Once threat detectors breached the system, they had the access needed to utilize an internal tool that enabled them to find the data they were looking for. The attack ended when security teams were able to terminate user access, although data which had already been downloaded remained in the threat actor's hands. Introducing user permissio...
Millions of Vehicles at Risk: API Vulnerabilities Uncovered in 16 Major Car Brands

Millions of Vehicles at Risk: API Vulnerabilities Uncovered in 16 Major Car Brands

Jan 09, 2023 Automotive Security
Multiple bugs affecting millions of vehicles from 16 different manufacturers could be abused to unlock, start, and track cars, plus impact the privacy of car owners. The  security vulnerabilities  were found in the automotive APIs powering Acura, BMW, Ferrari, Ford, Genesis, Honda, Hyundai, Infiniti, Jaguar, Kia, Land Rover, Mercedes-Benz, Nissan, Porsche, Rolls Royce, Toyota as well as in software from Reviver, SiriusXM, and Spireon. The flaws run a wide gamut, ranging from those that give access to internal company systems and user information to weaknesses that would allow an attacker to remotely send commands to achieve code execution. The research builds on earlier findings from late last year, when Yuga Labs researcher Sam Curry et al  detailed  security flaws in a connected vehicle service provided by SiriusXM that could potentially put cars at risk of remote attacks. The most serious of the issues, which concern Spireon's telematics solution, could have...
cyber security

Master SaaS AI Risk: Your Complete Governance Playbook

websiteReco AIArtificial Intelligence / SaaS Security
95% use AI, but is it secure? Master SaaS AI governance with standards-aligned frameworks.
Watch This Webinar to Uncover Hidden Flaws in Login, AI, and Digital Trust — and Fix Them

Designing Identity for Trust at Scale—With Privacy, AI, and Seamless Logins in Mind

Jul 24, 2025
Is Managing Customer Logins and Data Giving You Headaches? You're Not Alone! Today, we all expect super-fast, secure, and personalized online experiences. But let's be honest, we're also more careful about how our data is used. If something feels off, trust can vanish in an instant. Add to that the lightning-fast changes AI is bringing to everything from how we log in to spotting online fraud, and it's a whole new ball game! If you're dealing with logins, data privacy, bringing new users on board, or building digital trust, this webinar is for you . Join us for " Navigating Customer Identity in the AI Era ," where we'll dive into the Auth0 2025 Customer Identity Trends Report . We'll show you what's working, what's not, and how to tweak your strategy for the year ahead. In just one session, you'll get practical answers to real-world challenges like: How AI is changing what users expect – and where they're starting to push ba...
Malicious PyPI Packages Using Cloudflare Tunnels to Sneak Through Firewalls

Malicious PyPI Packages Using Cloudflare Tunnels to Sneak Through Firewalls

Jan 09, 2023 Network Security / Supply Chain
In yet another campaign targeting the Python Package Index (PyPI) repository, six malicious packages have been found deploying information stealers on developer systems. The now-removed packages, which were  discovered  by Phylum between December 22 and December 31, 2022, include pyrologin, easytimestamp, discorder, discord-dev, style.py, and pythonstyles. The malicious code, as is  increasingly the case , is concealed in the setup script (setup.py) of these libraries, meaning running a "pip install" command is enough to activate the malware deployment process. The malware is designed to launch a PowerShell script that retrieves a ZIP archive file, install invasive dependencies such as pynput, pydirectinput, and pyscreenshot, and run a Visual Basic Script extracted from the archive to execute more PowerShell code. "These libraries allow one to control and monitor mouse and keyboard input and capture screen contents," Phylum said in a technical report published...
Top SaaS Cybersecurity Threats in 2023: Are You Ready?

Top SaaS Cybersecurity Threats in 2023: Are You Ready?

Jan 09, 2023 Web Security / SaaS Security
Cybercriminals will be as busy as ever this year. Stay safe and protect your systems and data by focusing on these 4 key areas to secure your environment and ensure success in 2023, and make sure your business is only in the headlines when you WANT it to be.  1 — Web application weaknesses Web applications are at the core of what SaaS companies do and how they operate, and they can store some of your most sensitive information such as valuable customer data.  SaaS applications are often multi-tenanted, so your applications need to be secure against attacks where one customer could access the data of another customer, such as logic flaws, injection flaws, or access control weaknesses. These are easy to exploit by hackers, and easy mistakes to make when writing code.  Security testing with an automated vulnerability scanner in combination with regular pentesting can help you design and build secure web applications by integrating with your existing environment, catchin...
Hackers Can Abuse Visual Studio Marketplace to Target Developers with Malicious Extensions

Hackers Can Abuse Visual Studio Marketplace to Target Developers with Malicious Extensions

Jan 09, 2023 Supply Chain / CodeSec
A new attack vector targeting the Visual Studio Code extensions marketplace could be leveraged to upload rogue extensions masquerading as their legitimate counterparts with the goal of mounting supply chain attacks. The technique "could act as an entry point for an attack on many organizations," Aqua security researcher Ilay Goldman  said  in a report published last week. VS Code extensions, curated via a  marketplace  made available by Microsoft, allow developers to add programming languages, debuggers, and tools to the VS Code source-code editor to augment their workflows.  "All extensions run with the privileges of the user that has opened the VS Code without any sandbox," Goldman said, explaining the potential risks of using VS Code extensions. "This means that the extension can install any program on your computer including ransomwares, wipers, and more." To that end, Aqua found that not only is it possible for a threat actor to impersonate a po...
Russian Turla Hackers Hijack Decade-Old Malware Infrastructure to Deploy New Backdoors

Russian Turla Hackers Hijack Decade-Old Malware Infrastructure to Deploy New Backdoors

Jan 08, 2023 Cyberespionage / Threat Analysis
The Russian cyberespionage group known as Turla has been observed piggybacking on attack infrastructure used by a decade-old malware to deliver its own reconnaissance and backdoor tools to targets in Ukraine. Google-owned Mandiant, which is tracking the operation under the uncategorized cluster moniker  UNC4210 , said the hijacked servers correspond to a variant of a commodity malware called  ANDROMEDA  (aka Gamarue) that was uploaded to VirusTotal in 2013. "UNC4210 re-registered at least three expired ANDROMEDA command-and-control (C2) domains and began profiling victims to selectively deploy KOPILUWAK and QUIETCANARY in September 2022," Mandiant researchers  said  in an analysis published last week. Turla, also known by the names Iron Hunter, Krypton, Uroburos, Venomous Bear, and Waterbug, is an elite nation-state outfit that primarily targets government, diplomatic, and military organizations using a large set of custom malware. Since the onset of Russi...
Hackers Using CAPTCHA Bypass Tactics in Freejacking Campaign on GitHub

Hackers Using CAPTCHA Bypass Tactics in Freejacking Campaign on GitHub

Jan 06, 2023 Cryptocurrency / GitHub
A South Africa-based threat actor known as Automated Libra has been observed employing CAPTCHA bypass techniques to create GitHub accounts in a programmatic fashion as part of a freejacking campaign dubbed PURPLEURCHIN. The group "primarily targets cloud platforms offering limited-time trials of cloud resources in order to perform their crypto mining operations," Palo Alto Networks Unit 42 researchers William Gamazo and Nathaniel Quist  said . PURPLEURCHIN first came to light in October 2022 when Sysdig  disclosed  that the adversary created as many as 30 GitHub accounts, 2,000 Heroku accounts, and 900 Buddy accounts to scale its operation. Now according to Unit 42, the cloud threat actor group created three to five GitHub accounts every minute at the height of its activity in November 2022, totally setting up over 130,000 bogus accounts across Heroku, Togglebox, and GitHub. More than 22,000 GitHub accounts are estimated to have been created between September and No...
Microsoft Reveals Tactics Used by 4 Ransomware Families Targeting macOS

Microsoft Reveals Tactics Used by 4 Ransomware Families Targeting macOS

Jan 06, 2023 Endpoint Security / Cyber Threat
Microsoft has shed light on four different ransomware families –  KeRanger , FileCoder, MacRansom, and EvilQuest – that are known to impact Apple macOS systems. "While these malware families are old, they exemplify the range of capabilities and malicious behavior possible on the platform," the tech giant's Security Threat Intelligence team  said  in a Thursday report. The initial vector for these ransomware families involves what the Windows maker calls "user-assisted methods," wherein the victim downloads and installs trojanized applications. Alternatively, it can also arrive as a second-stage payload that's dropped by an already existing malware on the infected host or as part of a supply chain attack. Irrespective of the modus operandi employed, the attacks proceed along similar lines, with the threat actors relying on legitimate operating system features and exploiting vulnerabilities to break into the systems and encrypt files of interest. This i...
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