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Best Practices for Test Management in a Continuous Integration/Delivery (CI/CD) Environment
Introduction
Start by explaining the role of Continuous Integration (CI) and Continuous Delivery (CD) in modern software development. Emphasize that effective test management is crucial to maintaining quality in fast-paced, automated pipelines.
Early and Continuous Testing
Implement testing at every stage of the CI/CD pipeline, starting from the earliest phases. Unit, integration, and functional tests should be run continuously to catch defects early.
Automation Integration
Test automation is vital for CI/CD environments. Ensure that all repetitive tests, such as regression tests, are automated. Use tools like Selenium, Jenkins, and Travis CI to integrate automated tests into the pipeline.
Effective Test Case Management
Organize test cases in a way that they can be easily maintained and executed in CI/CD pipelines. Regularly review and update test cases to ensure they are relevant and up-to-date.
Use of Test Management Tools
Leverage test management tools like TestRail or Zephyr that integrate with CI/CD platforms. This ensures seamless tracking, reporting, and scheduling of tests within the automated process.
Monitoring and Reporting
Set up real-time monitoring and reporting for continuous feedback on test results. This helps in quickly identifying issues and improving collaboration between developers and QA teams.
Conclusion
Summarize by stating that efficient test management in a CI/CD environment enhances the speed and reliability of software delivery while maintaining high-quality standards.
#test management#test management software#test management tools#test management tools in software testing#test mgmt#test project#codeless test automation#codeless testing platform#test automation software#automated qa testing#no code test automation tools
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Effective test case management tools are essential for quality software testing. Key features to consider when choosing such a tool include a user-friendly interface, automation capabilities, integration with existing tools, robust reporting and analytics, customization options, collaboration features, and scalability. GenQE excels in all these areas, offering a streamlined interface, automated test case generation, seamless integration with CI/CD pipelines, detailed reporting, and flexible customization. It also fosters collaboration among team members and scales with project growth. Overall, GenQE is a powerful solution that enhances testing efficiency and helps teams deliver high-quality software.
If you want to get complete information related to this topic click HERE.
#software testing#Test Case Management Tool#Test Case Management#genqe#Testing Efficiency#test automation#software development
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Mastering Performance Testing: Key Best Practices, Tools, and the Rise of Performance Testing as a Service
Performance testing is a critical aspect of software quality assurance that focuses on evaluating how a system performs under various conditions. The primary goal is to ensure that an application meets the required performance benchmarks and can handle the expected load without any issues. This type of testing assesses the responsiveness, stability, scalability, and speed of a system, which are crucial for user satisfaction and operational efficiency.
Performance testing involves different types of evaluations, such as:
Load Testing: Determines how the system performs under expected user loads.
Stress Testing: Evaluates how the system behaves under extreme conditions, beyond normal operational capacity.
Scalability Testing: Assesses the system’s ability to scale up or down based on the load.
Endurance Testing: Tests the system’s performance over an extended period to identify potential memory leaks or degradation.
Spike Testing: Checks the system’s reaction to sudden, sharp increases in load.
Best Practices for Performance Testing
Define Clear Objectives: Establish what you aim to achieve with the performance tests. This could include identifying bottlenecks, validating scalability, or ensuring response time meets user expectations.
Develop a Performance Testing Plan: Create a comprehensive plan that outlines the scope, objectives, environment, and tools required. This plan should also detail the test scenarios and metrics for evaluation.
Set Up a Test Environment: Ensure that the test environment closely mirrors the production environment. Differences in hardware, software, and network configurations can lead to inaccurate results.
Design Realistic Test Scenarios: Create test scenarios that accurately reflect real-world usage patterns. Consider different user roles, data volumes, and transaction types to simulate realistic conditions.
Monitor System Performance: Continuously monitor system performance during testing to gather data on various metrics such as response time, throughput, and resource utilization.
Analyze and Interpret Results: After conducting tests, thoroughly analyze the data to identify performance bottlenecks and areas for improvement. Use this analysis to make informed decisions about optimization.
Iterate and Retest: Performance testing should be an iterative process. Based on the results, make necessary adjustments and retest to ensure that performance improvements are effective.
Document Findings: Keep detailed records of test results, configurations, and any issues encountered. This documentation is valuable for future reference and troubleshooting.
Tools Used in Performance Testing
Several tools are available to assist in performance testing, each offering different features and capabilities:
Apache JMeter: An open-source tool designed for load testing and performance measurement. It supports various protocols and is widely used for its flexibility and comprehensive features.
LoadRunner: A performance testing tool by Micro Focus that offers advanced features for load generation, performance monitoring, and result analysis. It supports a wide range of applications and protocols.
Gatling: An open-source load testing tool known for its high performance and ease of use. It uses Scala-based DSL to create test scenarios and is ideal for continuous integration pipelines.
BlazeMeter: A cloud-based performance testing service that integrates with Apache JMeter and offers additional features like scalability and real-time reporting.
New Relic: A monitoring and performance management tool that provides real-time insights into application performance and user experience.
Dynatrace: An AI-powered performance monitoring tool that offers deep insights into application performance, infrastructure, and user experience.
Performance Testing as a Service (PTaaS)
Performance Testing as a Service (PTaaS) is an emerging model where performance testing is delivered as a managed service rather than an in-house activity. This approach offers several benefits:
Scalability: PTaaS providers typically offer scalable solutions that can handle varying test loads and complexities without requiring significant investment in infrastructure.
Expertise: PTaaS providers bring specialized expertise and experience to the table, ensuring that performance testing is conducted using best practices and the latest tools.
Cost-Effectiveness: Outsourcing performance testing can be more cost-effective than maintaining an in-house team and infrastructure, especially for organizations with fluctuating needs.
Flexibility: PTaaS allows organizations to access a range of testing services and tools without being tied to specific technologies or platforms.
Focus on Core Activities: By outsourcing performance testing, organizations can focus on their core activities and strategic initiatives while relying on experts to manage performance testing.
Continuous Monitoring: Some PTaaS providers offer continuous monitoring and performance management, ensuring that performance issues are identified and addressed promptly.
Conclusion
Performance testing is an essential component of ensuring software quality and user satisfaction. By adhering to best practices, utilizing appropriate tools, and considering PTaaS options, organizations can effectively evaluate and enhance their systems' performance. This proactive approach helps in delivering reliable, high-performing applications that meet user expectations and business goals.
#Performance Testing as a Service#PTaaS#Performance Testing#performance management tool#performance monitoring tool#testing services#software testing
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Maximize Efficiency with InterioHUB: The All-in-One Project Management Tool for Construction Companies & Interior Designers
Construction companies face the challenge of managing multiple aspects of their projects efficiently. InterioHUB by Levantar Solutions provides a robust solution by integrating real-time geo-tagging and comprehensive staff management. This tool allows for precise worker tracking, ensuring employees are where they need to be, enhancing productivity, and maintaining safety. Additionally, it automates payroll processes, reducing errors and saving time. By consolidating these crucial functions into one platform, InterioHUB not only streamlines project management but also boosts overall efficiency, making it an indispensable tool for the construction industry.
#ConstructionManagement #ProjectManagement #GeoTagging #StaffManagement #PayrollAutomation #EfficiencyBoost #InterioHUB #LevantarSolutions #ConstructionIndustry #WorkforceTracking #ProductivityEnhancement
#branding#entrepreneur#founder#interiors#marketing#automation software#automation testing#automation tools#automation services#software#automation solutions#project management
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In today's data-driven world, seamless data integration and processing are crucial for informed decision-making. Matillion, a robust ETL (Extract, Transform, Load) tool, has gained popularity for its ability to streamline these processes.
In this blog, you will learn how it efficiently moves and transforms data from various sources to cloud data warehouses, making data management easier. Apart from this, you'll also get a brief understanding of its constraints and best practices for transforming large datasets.
By understanding these aspects, you can maximize your business capabilities and drive forward excellently.
#etl testing#ETL#etl#etl tool#data engineering#data management#big data#biggest data#data warehouses#data management software#blog#nitorinfotech#software development#software services#software engineering#artificial intelligence#ascendion
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In today’s digital era, the field of education and assessment has undergone a significant transformation. One of the critical advancements in the domain is the emergence of online quiz management software. The powerful tool is designed to streamline creating, administering, and analyzing quizzes and assessments.
From educational institutions to corporate training programs, quiz management software has become invaluable for educators and trainers. It enables them to streamline and enhance the assessment process, making it more efficient and effective.
#test management tools#exam management software development#quiz management software development#online quiz app development services#test management software
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How to Deal with Windows 10/11 Nonsense
This is more for my own reference to keep all of this on one post. But hopefully others will find this useful too! So yeah, as the title says, this is a to organize links and resources related to handling/removing nonsense from Windows 10 and Windows 11. Especially bloatware and stuff like that Copilot AI thing.
First and foremost, there's O&O Software's ShutUp10++ (an antispy tool that help give you more control over Windows settings) and App Buster (helps remove bloatware and manage applications). I've used these myself for Windows 10 and they work great, and the developers have stated that these should work with Windows 11 too!
10AppsManager is another bloatware/app management tool, though at the moment it seems to only work on Windows 10.
Winaero Tweaker, similar to ShupUp10++ in that it gives you more control over Windows to disable some of the more annoying settings, such as disabling web search from the taskbar/start menu and disabling ads/tips/suggestions in different parts of the OS. I think ShupUp10++ covers the same options as this one, but I'm not entirely sure.
OpenShell, helps simplify the Start Menu and make it look more like the classic start menu from older versions of Windows. Should work with both 10 and 11 according to the readme.
Notes on how to remove that one horrible AI spying snapshots feature that's being rolled out on Windows 11 right now.
Article on how to remove Copilot (an AI assistant) from Windows 11. (Edit 11/20/2024) Plus a post with notes on how to remove it from Windows 10 too, since apparently it's not just limited to 11 now.
Win11Debloat, a simple script that can be used to automatically remove pretty much all of the bullshit from both 10 and 11, though a lot of its features are focused on fixing Windows 11 in particular (hence the name). Also has options you can set to pick and choose what changes you want!
Article on how to set up Windows 11 with a local account on a new computer, instead of having to log in with a Microsoft account. To me, this is especially important because I much prefer having a local account than let Microsoft have access to my stuff via a cloud account. Also note this article and this article for more or less the same process.
I will add to this as I find more resources. I'm hoping to avoid Windows 11 for as long as possible, and I've already been used the O&O apps to keep Windows 10 trimmed down and controlled. But if all else fails and I have to use Windows 11 on a new computer, then I plan to be as prepared as possible.
Edit 11/1/2024: Two extra things I wanted to add onto here.
A recommended Linux distro for people who want to use Linux instead of Windows.
How to run a Windows app on Linux, using Wine. Note that this will not work for every app out there, though a lot of people out there are working on testing different apps and figuring out how to get them to work in Wine.
The main app I use to help with my art (specifically for 3D models to make references when I need it) is Windows only. If I could get it to work on Linux, it would give me no reason to use Windows outside of my work computer tbh (which is a company laptop anyways).
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Here’s an short unsuccessful test I did today; attempting to create an animation in a program I quite literally have ZERO experience with using ahaha :’)
Storytime/long ramble (unimportant):
I wanted to be like the “cool kids” and shift out of my comfort zone—no more relying solely on FlipaClip! Gotta branch out to a more effective program (ideally one that has an interface resembling animation software used directly in industry work)! I’ve seen people make good use of AlightMotion and figured it’s worth a shot!….that goal quickly fell apart <<
There’s definitely a wide variety of tools and especially emphasis on built-in editing features. I was intimidated by the sheer amount of mechanics going on at first, but gradually you get used to navigating stuff (even if some stuff I’m still trying to figure out the purpose of lmao). The only issue is that (to me at least) AlightMotion seems to handle tweening better then frame-by-frame animation. Which immediately lands me in a predicament of sorts since uh…can’t say I’m good at tweening. That would require me to actually finish coloring characters/have the ability to polish things using clean linework :P
Tweening (from my perspective) is about making something visually appealing by rigging separated assets of characters (like you would for puppets) rather then the whole. Or alternatively, some people tween by slightly moving the same drawn lines around on a singular drawing…so TLDR the exact opposite of frame-by-frame. I’m not an illustrator, I’m a storyteller. I can only manage rough line work with uncolored motions. Usually the smooth flow of frame-by saves me, else it would all look rather unfinished. I know where my strengths and my weaknesses lie; I’ve given AlightMotion a shot, but unfortunately it’s not gonna be solving the FlipaClip replacement problem 🥲
Was still beneficial challenging myself to play around with an unfamiliar environment! It’s a step in the right direction to encourage myself to try different things/figure out what works or doesn’t. If my patience didn’t wear thin, I’m sure I could’ve attempted authentic tweening instead of trying to push the program to work with frame-by-frame (it kept crashing, lagging, and pixelating while I tried to force it to comply with my methods. Think it’s safe to assume it doesn’t like me fighting against tweening lol). Who knows! Might return to AlightMotion in the future or might not. Depends on how adventurous or up for a challenge I’m feeling :3


Also goes without saying that online video tutorials would have probably helped—I’m just stubborn & prefer taking hands on approach sometimes. Learning any new program is gonna be overwhelming and scary at first, it is normal! I don’t think anything bad about AlightMotion. Just not for me at the moment. Was fun to play with while it lasted
#hplonesome art#mr puzzles and leggy animation#mr. puzzles and leggy#leggy and mr. puzzles#smg4 leggy#smg4 mr. puzzles#mr puzzles smg4#smg4 mr puzzles#leggy smg4#update#(not feeling up for other tags since I kinda deviated too much in my rambling :P)
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These days, when Nicole Yelland receives a meeting request from someone she doesn’t already know, she conducts a multi-step background check before deciding whether to accept. Yelland, who works in public relations for a Detroit-based non-profit, says she’ll run the person’s information through Spokeo, a personal data aggregator that she pays a monthly subscription fee to use. If the contact claims to speak Spanish, Yelland says, she will casually test their ability to understand and translate trickier phrases. If something doesn’t quite seem right, she’ll ask the person to join a Microsoft Teams call—with their camera on.
If Yelland sounds paranoid, that’s because she is. In January, before she started her current non-profit role, Yelland says she got roped into an elaborate scam targeting job seekers. “Now, I do the whole verification rigamarole any time someone reaches out to me,” she tells WIRED.
Digital imposter scams aren’t new; messaging platforms, social media sites, and dating apps have long been rife with fakery. In a time when remote work and distributed teams have become commonplace, professional communications channels are no longer safe, either. The same artificial intelligence tools that tech companies promise will boost worker productivity are also making it easier for criminals and fraudsters to construct fake personas in seconds.
On LinkedIn, it can be hard to distinguish a slightly touched-up headshot of a real person from a too-polished, AI-generated facsimile. Deepfake videos are getting so good that longtime email scammers are pivoting to impersonating people on live video calls. According to the US Federal Trade Commission, reports of job and employment related scams nearly tripled from 2020 to 2024, and actual losses from those scams have increased from $90 million to $500 million.
Yelland says the scammers that approached her back in January were impersonating a real company, one with a legitimate product. The “hiring manager” she corresponded with over email also seemed legit, even sharing a slide deck outlining the responsibilities of the role they were advertising. But during the first video interview, Yelland says, the scammers refused to turn their cameras on during a Microsoft Teams meeting and made unusual requests for detailed personal information, including her driver’s license number. Realizing she’d been duped, Yelland slammed her laptop shut.
These kinds of schemes have become so widespread that AI startups have emerged promising to detect other AI-enabled deepfakes, including GetReal Labs, and Reality Defender. OpenAI CEO Sam Altman also runs an identity-verification startup called Tools for Humanity, which makes eye-scanning devices that capture a person’s biometric data, create a unique identifier for their identity, and store that information on the blockchain. The whole idea behind it is proving “personhood,” or that someone is a real human. (Lots of people working on blockchain technology say that blockchain is the solution for identity verification.)
But some corporate professionals are turning instead to old-fashioned social engineering techniques to verify every fishy-seeming interaction they have. Welcome to the Age of Paranoia, when someone might ask you to send them an email while you��re mid-conversation on the phone, slide into your Instagram DMs to ensure the LinkedIn message you sent was really from you, or request you text a selfie with a timestamp, proving you are who you claim to be. Some colleagues say they even share code words with each other, so they have a way to ensure they’re not being misled if an encounter feels off.
“What’s funny is, the low-fi approach works,” says Daniel Goldman, a blockchain software engineer and former startup founder. Goldman says he began changing his own behavior after he heard a prominent figure in the crypto world had been convincingly deepfaked on a video call. “It put the fear of god in me,” he says. Afterwards, he warned his family and friends that even if they hear what they believe is his voice or see him on a video call asking for something concrete—like money or an internet password—they should hang up and email him first before doing anything.
Ken Schumacher, founder of the recruitment verification service Ropes, says he’s worked with hiring managers who ask job candidates rapid-fire questions about the city where they claim to live on their resume, such as their favorite coffee shops and places to hang out. If the applicant is actually based in that geographic region, Schumacher says, they should be able to respond quickly with accurate details.
Another verification tactic some people use, Schumacher says, is what he calls the “phone camera trick.” If someone suspects the person they’re talking to over video chat is being deceitful, they can ask them to hold up their phone camera to their laptop. The idea is to verify whether the individual may be running deepfake technology on their computer, obscuring their true identity or surroundings. But it’s safe to say this approach can also be off-putting: Honest job candidates may be hesitant to show off the inside of their homes or offices, or worry a hiring manager is trying to learn details about their personal lives.
“Everyone is on edge and wary of each other now,” Schumacher says.
While turning yourself into a human captcha may be a fairly effective approach to operational security, even the most paranoid admit these checks create an atmosphere of distrust before two parties have even had the chance to really connect. They can also be a huge time suck. “I feel like something’s gotta give,” Yelland says. “I’m wasting so much time at work just trying to figure out if people are real.”
Jessica Eise, an assistant professor studying climate change and social behavior at Indiana University-Bloomington, says that her research team has been forced to essentially become digital forensics experts, due to the amount of fraudsters who respond to ads for paid virtual surveys. (Scammers aren’t as interested in the unpaid surveys, unsurprisingly.) If the research project is federally funded, all of the online participants have to be over the age of 18 and living in the US.
“My team would check time stamps for when participants answered emails, and if the timing was suspicious, we could guess they might be in a different time zone,” Eise says. “Then we’d look for other clues we came to recognize, like certain formats of email address or incoherent demographic data.”
Eise says the amount of time her team spent screening people was “exorbitant,” and that they’ve now shrunk the size of the cohort for each study and have turned to “snowball sampling” or having recruiting people they know personally to join their studies. The researchers are also handing out more physical flyers to solicit participants in person. “We care a lot about making sure that our data has integrity, that we’re studying who we say we’re trying to study,” she says. “I don’t think there’s an easy solution to this.”
Barring any widespread technical solution, a little common sense can go a long way in spotting bad actors. Yelland shared with me the slide deck that she received as part of the fake job pitch. At first glance, it seemed like legit pitch, but when she looked at it again, a few details stood out. The job promised to pay substantially more than the average salary for a similar role in her location, and offered unlimited vacation time, generous paid parental leave, and fully-covered health care benefits. In today’s job environment, that might have been the biggest tipoff of all that it was a scam.
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It's always "funny" to remember that software development as field often operates on the implicit and completely unsupported assumption that security bugs are fixed faster than they are introduced, adjusting for security bug severity.
This assumption is baked into security policies that are enforced at the organizational level regardless of whether they are locally good ideas or not. So you have all sorts of software updating basically automatically and this is supposedly proof that you deserve that SOC2 certification.
Different companies have different incentives. There are two main incentives:
Limiting legal liability
Improving security outcomes for users
Most companies have an overwhelming proportion of the first incentive.
This would be closer to OK if people were more honest about it, but even within a company they often start developing The Emperor's New Clothes types of behaviour.
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I also suspect that security has generally been a convenient scapegoat to justify annoying, intrusive and outright abusive auto-updating practices in consumer software. "Nevermind when we introduced that critical security bug and just update every day for us, alright??"
Product managers almost always want every user to be on the latest version, for many reasons of varying coherence. For example, it enables A/B testing (provided your software doesn't just silently hotpatch it without your consent anyway).
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I bring this up because (1) I felt like it, (2) there are a lot of not-so-well-supported assumptions in this field, which are mainly propagated for unrelated reasons. Companies will try to select assumptions that suit them.
Yes, if someone does software development right, the software should converge towards being more secure as it gets more updates. But the reality is that libraries and applications are heavily heterogenous -- they have different risk profiles, different development practices, different development velocities, and different tooling. The correct policy is more complicated and contextual.
Corporate incentives taint the field epistemologically. There's a general desire to confuse what is good for the corporation with what is good for users with what is good for the field.
The way this happens isn't by proposing obviously insane practices, but by taking things that sound maybe-reasonable and artificially amplifying confidence levels. There are aspects of the distortion that are obvious and aspects of the distortion that are most subtle. If you're on the inside and never talked to weird FOSS people, it's easy to find it normal.
One of the eternal joys and frustrations of being a software developer is trying to have effective knowledge about software development. And generally a pre-requisite to that is not believing false things.
For all the bullshit that goes on in the field, I feel _good_ about being able to form my own opinions. The situation, roughly speaking, is not rosy, but learning to derive some enjoyment from countering harmful and incorrect beliefs is a good adaptation. If everyone with a clue becomes miserable and frustrated then computing is doomed. So my first duty is to myself -- to talk about such things without being miserable. I tend to do a pretty okay job at that.
#i know to some of you i'm just stating the sky is blue#software#computing#security#anpost#this was an anramble at first but i just kept writing i guess#still kind of a ramble
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Test Management Metrics: Measuring and Improving QA Performance
Introduction to Test Management Metrics
Begin with a brief overview of the importance of metrics in QA, explaining how they offer insights into the effectiveness, efficiency, and quality of the testing process. Mention that the right metrics can drive continuous improvement and ensure software quality.
Key Test Management Metrics to Track
Test Case Execution Rate: Measures the number of test management executed over a period, helping teams assess testing pace and identify potential bottlenecks.
Defect Density: Tracks the number of defects per unit of software, giving insight into code quality and areas needing improvement.
Test Coverage: Indicates how much of the codebase is tested, which helps assess risk and identify untested areas.
Defect Resolution Time: Measures the average time taken to resolve defects, revealing process efficiency and the responsiveness of the QA team.
Pass/Fail Rate: Shows the stability and quality of software releases by tracking the percentage of passed vs. failed test cases.
Using Metrics to Drive Improvements
Explain how tracking these metrics over time helps identify trends, process gaps, and areas needing resource reallocation. Suggest regular reviews and adjustments based on metric insights.
Conclusion
Emphasize the importance of actionable metrics, encouraging teams to refine their metrics to align with evolving goals and improve overall QA performance.
#test management#test management software#test management tools#test management tools in software testing#test mgmt#test project
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An Introduction to Cybersecurity
I created this post for the Studyblr Masterpost Jam, check out the tag for more cool masterposts from folks in the studyblr community!
What is cybersecurity?
Cybersecurity is all about securing technology and processes - making sure that the software, hardware, and networks that run the world do exactly what they need to do and can't be abused by bad actors.
The CIA triad is a concept used to explain the three goals of cybersecurity. The pieces are:
Confidentiality: ensuring that information is kept secret, so it can only be viewed by the people who are allowed to do so. This involves encrypting data, requiring authentication before viewing data, and more.
Integrity: ensuring that information is trustworthy and cannot be tampered with. For example, this involves making sure that no one changes the contents of the file you're trying to download or intercepts your text messages.
Availability: ensuring that the services you need are there when you need them. Blocking every single person from accessing a piece of valuable information would be secure, but completely unusable, so we have to think about availability. This can also mean blocking DDoS attacks or fixing flaws in software that cause crashes or service issues.
What are some specializations within cybersecurity? What do cybersecurity professionals do?
incident response
digital forensics (often combined with incident response in the acronym DFIR)
reverse engineering
cryptography
governance/compliance/risk management
penetration testing/ethical hacking
vulnerability research/bug bounty
threat intelligence
cloud security
industrial/IoT security, often called Operational Technology (OT)
security engineering/writing code for cybersecurity tools (this is what I do!)
and more!
Where do cybersecurity professionals work?
I view the industry in three big chunks: vendors, everyday companies (for lack of a better term), and government. It's more complicated than that, but it helps.
Vendors make and sell security tools or services to other companies. Some examples are Crowdstrike, Cisco, Microsoft, Palo Alto, EY, etc. Vendors can be giant multinational corporations or small startups. Security tools can include software and hardware, while services can include consulting, technical support, or incident response or digital forensics services. Some companies are Managed Security Service Providers (MSSPs), which means that they serve as the security team for many other (often small) businesses.
Everyday companies include everyone from giant companies like Coca-Cola to the mom and pop shop down the street. Every company is a tech company now, and someone has to be in charge of securing things. Some businesses will have their own internal security teams that respond to incidents. Many companies buy tools provided by vendors like the ones above, and someone has to manage them. Small companies with small tech departments might dump all cybersecurity responsibilities on the IT team (or outsource things to a MSSP), or larger ones may have a dedicated security staff.
Government cybersecurity work can involve a lot of things, from securing the local water supply to working for the big three letter agencies. In the U.S. at least, there are also a lot of government contractors, who are their own individual companies but the vast majority of what they do is for the government. MITRE is one example, and the federal research labs and some university-affiliated labs are an extension of this. Government work and military contractor work are where geopolitics and ethics come into play most clearly, so just… be mindful.
What do academics in cybersecurity research?
A wide variety of things! You can get a good idea by browsing the papers from the ACM's Computer and Communications Security Conference. Some of the big research areas that I'm aware of are:
cryptography & post-quantum cryptography
machine learning model security & alignment
formal proofs of a program & programming language security
security & privacy
security of network protocols
vulnerability research & developing new attack vectors
Cybersecurity seems niche at first, but it actually covers a huge range of topics all across technology and policy. It's vital to running the world today, and I'm obviously biased but I think it's a fascinating topic to learn about. I'll be posting a new cybersecurity masterpost each day this week as a part of the #StudyblrMasterpostJam, so keep an eye out for tomorrow's post! In the meantime, check out the tag and see what other folks are posting about :D
#studyblrmasterpostjam#studyblr#cybersecurity#masterpost#ref#I love that this challenge is just a reason for people to talk about their passions and I'm so excited to read what everyone posts!
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Any recommendations/cautions about using Alpine Linux on the desktop? It's always intrigued me and you're the only person I've seen post about it
Alpine is pretty good for desktop, very stable, good security practice, professional development philosophy, broad package availability. You will run into some very obvious pitfalls, although they can mostly be obviated by using some modern applications.
The Alpine wiki is a little sparse and at times can be weirdly focussed, like spending a lot of the installation page talking about the very specific usecase of a diskless install. Nonetheless, it's quite good and should be your first port of call. A lot of the things I'm mentioning here are well covered in the article on Daily Driving for Desktop use. I'm basically just editorializing here.
The installation procedure is command-line only, but pretty straightforward, you run setup-alpine and follow the prompts, assuming you want a basic system. If you need special disk partitioning, you'll usually have to do it yourself. There's a whole whackload of helpers to get you set up, like setup-desktop which will help you install any of 'gnome', 'plasma', 'xfce', 'mate', 'sway', or 'lxqt'. Most of these are called by setup-alpine for you, but not the desktop one. You can call it at any time though.
Most obviously, musl libc, no glibc. Packaged software will work fine. There's a compatibility shim called gcompat that will usually work, but might fall apart on more complicated software expecting glibc, for example I've had no luck running glibc AppImages. For more complex software, Flatpaks are a good option, e.g. Steam runs great on Alpine as a Flatpak, I run the Homestuck Companion Flatpak. Your last ditch is containerization and chroots, which are fortunately really easy to handle, just install podman and Distrobox and you can run anything that won't run on Alpine inside a Fedora or Debian or Whatever container seamlessly with your desktop.
Less obviously: no systemd. Systemd underpins some really common features of modern Linux and not having it around means you have to use a few different tools that are anywhere from comparable to a little worse for some tasks. Packaged applications will work smoothly, just learn the OpenRC invocations, Alpine has a really great wiki. For writing your own services, it's a lot more limited than SystemD, you're not going to have full access to like, udev functionality, instead you get the good but kind of weird eudev system.
If you're mainly installing things from the repos you'll barely notice the difference, other than that every package is split up into three, <package>, <package>-docs, and <package>-dev. This is a container-y thing, to allow Alpine container images to install the smallest possible packageset. If you need man pages you'll have to install them specifically.
Alpine has a very solid main repo, and a community repo that's plenty good, and worth enabling on any desktop system. It'll generally be automatically enabled when you set up a desktop anyway, but just a notice if you're going manual. You can run Stable alpine, which updates every six months, or if you want you can run Edge, which is a rolling release of packages as they get added. Lots of very up-to-date software, and pretty stable as these go. You can go from Stable->Edge pretty easily, going back not so much.
There's also the Testing repo, only available on Edge, which I don't really recommend, especially since apkbuild files are so easy to run if you just need one thing that has most of its dependencies met.
Package management is with APK, which is fast and easy to work with. The wiki page will cover you.
Side note: if you want something more batteries-included, you could look at Postmarket, an Alpine derivative mainly focussed on running on smartphones but that is a pretty capable desktop OS, and which has a fairly friendly setup process. I run this on an ARM Chromebook and it's solid. Installation requires some reading between the lines because it's intended for the weird world of phones, so you'll probably want to follow the PMBootstrap route.
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B-2 Gets Big Upgrade with New Open Mission Systems Capability
July 18, 2024 | By John A. Tirpak
The B-2 Spirit stealth bomber has been upgraded with a new open missions systems (OMS) software capability and other improvements to keep it relevant and credible until it’s succeeded by the B-21 Raider, Northrop Grumman announced. The changes accelerate the rate at which new weapons can be added to the B-2; allow it to accept constant software updates, and adapt it to changing conditions.
“The B-2 program recently achieved a major milestone by providing the bomber with its first fieldable, agile integrated functional capability called Spirit Realm 1 (SR 1),” the company said in a release. It announced the upgrade going operational on July 17, the 35th anniversary of the B-2’s first flight.
SR 1 was developed inside the Spirit Realm software factory codeveloped by the Air Force and Northrop to facilitate software improvements for the B-2. “Open mission systems” means that the aircraft has a non-proprietary software architecture that simplifies software refresh and enhances interoperability with other systems.
“SR 1 provides mission-critical capability upgrades to the communications and weapons systems via an open mission systems architecture, directly enhancing combat capability and allowing the fleet to initiate a new phase of agile software releases,” Northrop said in its release.
The system is intended to deliver problem-free software on the first go—but should they arise, correct software issues much earlier in the process.
The SR 1 was “fully developed inside the B-2 Spirit Realm software factory that was established through a partnership with Air Force Global Strike Command and the B-2 Systems Program Office,” Northrop said.
The Spirit Realm software factory came into being less than two years ago, with four goals: to reduce flight test risk and testing time through high-fidelity ground testing; to capture more data test points through targeted upgrades; to improve the B-2’s functional capabilities through more frequent, automated testing; and to facilitate more capability upgrades to the jet.
The Air Force said B-2 software updates which used to take two years can now be implemented in less than three months.
In addition to B61 or B83 nuclear weapons, the B-2 can carry a large number of precision-guided conventional munitions. However, the Air Force is preparing to introduce a slate of new weapons that will require near-constant target updates and the ability to integrate with USAF’s evolving long-range kill chain. A quicker process for integrating these new weapons with the B-2’s onboard communications, navigation, and sensor systems was needed.
The upgrade also includes improved displays, flight hardware and other enhancements to the B-2’s survivability, Northrop said.
“We are rapidly fielding capabilities with zero software defects through the software factory development ecosystem and further enhancing the B-2 fleet’s mission effectiveness,” said Jerry McBrearty, Northrop’s acting B-2 program manager.
The upgrade makes the B-2 the first legacy nuclear weapons platform “to utilize the Department of Defense’s DevSecOps [development, security, and operations] processes and digital toolsets,” it added.
The software factory approach accelerates adding new and future weapons to the stealth bomber, and thus improve deterrence, said Air Force Col. Frank Marino, senior materiel leader for the B-2.
The B-2 was not designed using digital methods—the way its younger stablemate, the B-21 Raider was—but the SR 1 leverages digital technology “to design, manage, build and test B-2 software more efficiently than ever before,” the company said.
The digital tools can also link with those developed for other legacy systems to accomplish “more rapid testing and fielding and help identify and fix potential risks earlier in the software development process.”
Following two crashes in recent years, the stealthy B-2 fleet comprises 19 aircraft, which are the only penetrating aircraft in the Air Force’s bomber fleet until the first B-21s are declared to have achieved initial operational capability at Ellsworth Air Force Base, S.D. A timeline for IOC has not been disclosed.
The B-2 is a stealthy, long-range, penetrating nuclear and conventional strike bomber. It is based on a flying wing design combining LO with high aerodynamic efficiency. The aircraft’s blended fuselage/wing holds two weapons bays capable of carrying nearly 60,000 lb in various combinations.
Spirit entered combat during Allied Force on March 24, 1999, striking Serbian targets. Production was completed in three blocks, and all aircraft were upgraded to Block 30 standard with AESA radar. Production was limited to 21 aircraft due to cost, and a single B-2 was subsequently lost in a crash at Andersen, Feb. 23, 2008.
Modernization is focused on safeguarding the B-2A’s penetrating strike capability in high-end threat environments and integrating advanced weapons.
The B-2 achieved a major milestone in 2022 with the integration of a Radar Aided Targeting System (RATS), enabling delivery of the modernized B61-12 precision-guided thermonuclear freefall weapon. RATS uses the aircraft’s radar to guide the weapon in GPS-denied conditions, while additional Flex Strike upgrades feed GPS data to weapons prerelease to thwart jamming. A B-2A successfully dropped an inert B61-12 using RATS on June 14, 2022, and successfully employed the longer-range JASSM-ER cruise missile in a test launch last December.
Ongoing upgrades include replacing the primary cockpit displays, the Adaptable Communications Suite (ACS) to provide Link 16-based jam-resistant in-flight retasking, advanced IFF, crash-survivable data recorders, and weapons integration. USAF is also working to enhance the fleet’s maintainability with LO signature improvements to coatings, materials, and radar-absorptive structures such as the radome and engine inlets/exhausts.
Two B-2s were damaged in separate landing accidents at Whiteman on Sept. 14, 2021, and Dec. 10, 2022, the latter prompting an indefinite fleetwide stand-down until May 18, 2023. USAF plans to retire the fleet once the B-21 Raider enters service in sufficient numbers around 2032.
Contractors: Northrop Grumman; Boeing; Vought.
First Flight: July 17, 1989.
Delivered: December 1993-December 1997.
IOC: April 1997, Whiteman AFB, Mo.
Production: 21.
Inventory: 20.
Operator: AFGSC, AFMC, ANG (associate).
Aircraft Location: Edwards AFB, Calif.; Whiteman AFB, Mo.
Active Variant: •B-2A. Production aircraft upgraded to Block 30 standards.
Dimensions: Span 172 ft, length 69 ft, height 17 ft.
Weight: Max T-O 336,500 lb.
Power Plant: Four GE Aviation F118-GE-100 turbofans, each 17,300 lb thrust.
Performance: Speed high subsonic, range 6,900 miles (further with air refueling).
Ceiling: 50,000 ft.
Armament: Nuclear: 16 B61-7, B61-12, B83, or eight B61-11 bombs (on rotary launchers). Conventional: 80 Mk 62 (500-lb) sea mines, 80 Mk 82 (500-lb) bombs, 80 GBU-38 JDAMs, or 34 CBU-87/89 munitions (on rack assemblies); or 16 GBU-31 JDAMs, 16 Mk 84 (2,000-lb) bombs, 16 AGM-154 JSOWs, 16 AGM-158 JASSMs, or eight GBU-28 LGBs.
Accommodation: Two pilots on ACES II zero/zero ejection seats.
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The Top 10 Hardest Things About Starting a Small Business (And How to Overcome Them)
Starting a small business is an exciting journey, but it is not all passion projects and overnight success. Whether you’re launching a sticker business, an online store, or a local shop, the process is filled with challenges, setbacks, and lessons you never saw coming.
From funding struggles to burnout, many entrepreneurs face unexpected obstacles that can make or break their business. But knowing what to expect—and how to overcome these hurdles—can help turn challenges into opportunities.
Here are the ten hardest things about starting a small business and how to tackle them successfully.
1. Finding the Right Business Idea
The Challenge:
You might have too many ideas, or you may not be able to think of a single good one. Choosing the right business idea is tough because:
• It needs to be profitable.
• It should align with your skills and passion.
• It has to have market demand, meaning people actually want to buy it.
How to Overcome It:
• Test your idea before going all in—survey potential customers or create a prototype.
• Research the competition—if no one is doing it, there may be a reason such as lack of demand.
• Solve a problem—successful businesses fill a gap in the market.
Your first business idea does not have to be your last. Many entrepreneurs pivot after learning what works.
2. Getting Funding for Your Business
The Challenge:
Most businesses need money to start, but where do you get it? Banks require strong credit, investors want proof of success, and using your own savings is risky.
How to Overcome It:
• Start small and test with low-cost products before expanding.
• Look for alternative funding such as crowdfunding, grants, or small business loans.
• Consider bootstrapping by reinvesting early profits instead of taking on debt.
Pre-selling your products is a smart way to generate cash flow before investing too much.
3. Learning Everything (Marketing, Sales, Accounting, and More)
The Challenge:
As a business owner, you wear all the hats—you are the marketer, accountant, customer service rep, and CEO all at once.
How to Overcome It:
• Learn the basics with free online courses on marketing, finance, and branding.
• Use business tools such as accounting software, AI for content creation, and social media planners.
• Outsource when possible by hiring freelancers for things you do not have time to master.
Focus on your strengths and outsource the rest once you can afford it.
4. Building a Customer Base from Scratch
The Challenge:
No customers means no sales. But how do you get people to trust a brand that just launched?
How to Overcome It:
• Leverage social media by consistently posting valuable content.
• Offer early discounts or freebies to incentivize first-time buyers.
• Encourage word-of-mouth by asking happy customers for reviews.
Building a strong brand identity, including a logo, website, and social proof, makes people more likely to buy from you.
5. Managing Time and Avoiding Burnout
The Challenge:
Most small business owners work much more than 40 hours a week—without a boss to set limits, it is easy to burn out.
How to Overcome It:
• Set a schedule and balance work time with personal time.
• Prioritize tasks by focusing on what moves the business forward.
• Take breaks because burnout leads to bad decisions and lower productivity.
You are more productive when well-rested. Take at least one day off per week to recharge.
6. Handling Self-Doubt and Fear of Failure
The Challenge:
Every entrepreneur asks themselves, “What if this fails?” Self-doubt can kill motivation before you even start.
How to Overcome It:
• Focus on progress, not perfection—you will learn as you go.
• Surround yourself with support by connecting with other business owners.
• Celebrate small wins—every sale is proof that you are on the right track.
Every successful business owner has failed before. The key is learning and pivoting when needed.
7. Dealing with Slow Sales and Unpredictable Income
The Challenge:
Some months are great, while others are painfully slow—especially in the beginning.
How to Overcome It:
• Have a backup fund by setting aside money during good months.
• Create multiple revenue streams by selling online, at markets, and on different platforms.
• Run promotions during slow periods, such as flash sales or limited-time discounts.
Focus on repeat customers because loyal customers spend more and shop often.
8. Standing Out in a Crowded Market
The Challenge:
No matter what business you start, there is competition. So how do you make people choose you over others?
How to Overcome It:
• Find your Unique Selling Proposition (USP)—what makes your brand different?
• Offer top-tier customer service because people remember great experiences.
• Build a personal brand so that people connect with you, not just your product.
Brand story matters—people buy from businesses they relate to.
9. Managing Inventory and Supply Chain Issues
The Challenge:
Whether you are selling physical products or digital goods, inventory management can be a headache—especially when suppliers have delays or price increases.
How to Overcome It:
• Start with small batches and do not overstock before testing demand.
• Work with reliable suppliers and always have a backup plan.
• Track inventory closely using software to avoid running out or over-ordering.
Having a pre-order system can help manage unexpected inventory shortages.
10. Staying Motivated When Things Get Hard
The Challenge:
Not every day will be exciting. Some days, you will want to quit. Motivation comes and goes, but consistency is key.
How to Overcome It:
• Remember your “why”—what made you start this business?
• Join entrepreneur communities because talking to other business owners helps.
• Set small goals by breaking big tasks into manageable wins.
Mindset is everything—keep pushing forward, even when it is tough.
Final Thoughts: Is Starting a Small Business Worth It?
Absolutely. Even though starting a business is hard, the freedom, creativity, and potential for success make it worth the effort. Every challenge you face is a learning opportunity that brings you closer to long-term success.
What is the hardest part of starting a business for you? Share your thoughts in the comments.
Looking for custom stickers for your small business? Check out BeaStickers.ca for high-quality, waterproof branding solutions.




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Python for Beginners: Launch Your Tech Career with Coding Skills
Are you ready to launch your tech career but don’t know where to start? Learning Python is one of the best ways to break into the world of technology—even if you have zero coding experience.
In this guide, we’ll explore how Python for beginners can be your gateway to a rewarding career in software development, data science, automation, and more.
Why Python Is the Perfect Language for Beginners
Python has become the go-to programming language for beginners and professionals alike—and for good reason:
Simple syntax: Python reads like plain English, making it easy to learn.
High demand: Industries spanning the spectrum are actively seeking Python developers to fuel their technological advancements.
Versatile applications: Python's versatility shines as it powers everything from crafting websites to driving artificial intelligence and dissecting data.
Whether you want to become a software developer, data analyst, or AI engineer, Python lays the foundation.
What Can You Do With Python?
Python is not just a beginner language—it’s a career-building tool. Here are just a few career paths where Python is essential:
Web Development: Frameworks like Django and Flask make it easy to build powerful web applications. You can even enroll in a Python Course in Kochi to gain hands-on experience with real-world web projects.
Data Science & Analytics: For professionals tackling data analysis and visualization, the Python ecosystem, featuring powerhouses like Pandas, NumPy, and Matplotlib, sets the benchmark.
Machine Learning & AI: Spearheading advancements in artificial intelligence development, Python boasts powerful tools such as TensorFlow and scikit-learn.
Automation & Scripting: Simple yet effective Python scripts offer a pathway to amplified efficiency by automating routine workflows.
Cybersecurity & Networking: The application of Python is expanding into crucial domains such as ethical hacking, penetration testing, and the automation of network processes.
How to Get Started with Python
Starting your Python journey doesn't require a computer science degree. Success hinges on a focused commitment combined with a thoughtfully structured educational approach.
Step 1: Install Python
Download and install Python from python.org. It's free and available for all platforms.
Step 2: Choose an IDE
Use beginner-friendly tools like Thonny, PyCharm, or VS Code to write your code.
Step 3: Learn the Basics
Focus on:
Variables and data types
Conditional statements
Loops
Functions
Lists and dictionaries
If you prefer guided learning, a reputable Python Institute in Kochi can offer structured programs and mentorship to help you grasp core concepts efficiently.
Step 4: Build Projects
Learning by doing is key. Start small:
Build a calculator
Automate file organization
Create a to-do list app
As your skills grow, you can tackle more complex projects like data dashboards or web apps.
How Python Skills Can Boost Your Career
Adding Python to your resume instantly opens up new opportunities. Here's how it helps:
Higher employability: Python is one of the top 3 most in-demand programming languages.
Better salaries: Python developers earn competitive salaries across the globe.
Remote job opportunities: Many Python-related jobs are available remotely, offering flexibility.
Even if you're not aiming to be a full-time developer, Python skills can enhance careers in marketing, finance, research, and product management.
If you're serious about starting a career in tech, learning Python is the smartest first step you can take. It’s beginner-friendly, powerful, and widely used across industries.
Whether you're a student, job switcher, or just curious about programming, Python for beginners can unlock countless career opportunities. Invest time in learning today—and start building the future you want in tech.
Globally recognized as a premier educational hub, DataMites Institute delivers in-depth training programs across the pivotal fields of data science, artificial intelligence, and machine learning. They provide expert-led courses designed for both beginners and professionals aiming to boost their careers.
Python Modules Explained - Different Types and Functions - Python Tutorial
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