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VDI (Virtual Desktop Infrastructure) makes it possible for employees to remotely access virtual desktops using any device of their choice. This has made working from home easy for companies.
That notwithstanding, having employees work from home opens more opportunities for hackers to try and access a company’s systems. Even though virtual desktop environments are more secure than standalone desktops, companies need to be very careful with security and make sure that they have implemented efficient security measures to protect themselves. They can do so by;Using Encryption
Different companies deal with different kinds of sensitive information such as medical and financial data. It is therefore important for them to make sure that they have encrypted the data to prevent unauthorized access.
In addition, when transferring the data, they need to ensure that their services have employed an end to end encryption that helps in preventing interception by third parties.Securing all Platforms
virtual desktop infrastructure
can run multiple operating systems such as Windows, macOS, and Linux at the same time. To ensure that the infrastructure is secure, companies need to implement a security strategy that works with all the platforms installed on the VDI. When choosing a security strategy, they should also ensure that they are choosing one that aligns with their business model.Employing Coherent Security Approaches
It is important to note that virtual desktop environments present many points of exploitation by attackers. Some companies think that they have adequate security after securing file servers, disks, and desktops. However, this is not the case.
Companies need to also secure the different endpoint devices used by their partners and employees to access the virtual desktop environment. With this, they will have eliminated any potential loopholes that might be exploited by attackers.Installing an Antivirus Software
Companies should, therefore, install anti-virus software that has been developed to work with virtual desktop environments to ensure that they are secure. There have been increased reports of
ransomware groups attacking virtual machines
and companies need to be careful.Implementing the Use of Thin Clients
Not all the users accessing the virtual desktop environment in a company understand the different security strategies that they should observe. Sometimes, they can create loopholes used by attackers to gain access to the VDI without even knowing, or even install applications that might be insecure.
However, you can control the privileges that every user has, the access they have, and the settings they can change. Using thin clients ensures that devices connected to the VDI cannot make changes to any settings permanently and cannot install any insecure applications.Training Employees
Migrating to virtual desktop environments might mean that some if not all of the employees in a company are working with such an infrastructure for the first time in their lives. Instead of having them learn on their own about what to do or how to start working, it is good practice to ensure that they get adequate
cyber range training
During the training, ensure that a whole section on security is set aside, and enough time is taken to train them on different security measures that they need to observe when accessing the VDI.Security Consultants
Some companies might lack enough resources to employ experienced security staff. In addition, there are many regulations that companies need to understand and align their virtual desktop environments with. To make sure that they have implemented the right security measures and that they are following the required regulations, they need to consult security experts who can help them when there is any problem.
You're reading How To Keep Your Virtual Desktop Environment Secure
This story has been updated. It was originally published on October 15, 2023.
Sharing a WiFi network with a bunch of strangers isn’t a great way to keep your data private. Taking the necessary precautions is easy when you’re using a single laptop on free coffee shop WiFi. But if you’re living in a place where you share a network with your neighbors, things start to get complicated. That girl from down the hall seems nice, but you don’t know her. She might be a hacker, right? Or that man from two floors down who always lets you say “Hi” to his chocolate Labrador. Doesn’t he seem like the kind of person who has no idea his laptop is filled with malware?
Many apartment buildings bundle internet service with rent, putting everyone in the building on a single, easily accessible network. Sometimes they’re open networks anyone can join, with a portal you have to sign in through to get internet access. Other times they use a standard WPA2 password, like a typical home network. Some apartments may go as far as to create separate WiFi networks for each apartment—definitely the preferred route—but since you don’t get to set them up, they could have easy-to-guess passwords or other security holes. In other words, if you don’t have control over the WiFi network you use at home, you could be at risk.
“Sharing a WiFi network with unknown people is, as a rule, unsafe,” says April C. Wright, a security consultant at chúng tôi “It exposes your device and network traffic to eavesdropping and attack.” There are proper ways an apartment complex can set up a network like this, Wright says, but you never know what your landlord has done—and good luck getting them to explain it to you. There’s a good chance they don’t even know, since this is the kind of job that typically gets outsourced.
If your landlord didn’t install the building’s systems, they might think this is a bunch of spaghetti. Michal Jarmoluk via Pixabay
To make matters worse, you might not have the option to get your own separate internet plan: The cable company may have a deal with the entire building, or other internet providers are so terrible that it isn’t worth doing so. And if the rent is affordable and the building is nice, it’s hard to turn down a great place to live just because of the WiFi.
Thankfully, even if you don’t have control over the building’s network, there are a few things you can do to make your devices more secure.
“Separating the building’s WiFi network from the home’s network is the ideal configuration to protect the home devices,” explains Wright. “This requires a wireless bridge to act as a firewall between the external and internal networks.” There are a few ways to do this, but the best options require you to have your own, personal WiFi router.
If you have physical access to the building’s router (or an Ethernet port in your apartment that connects to the building router), you can just connect the WAN port of your personal router to one of the LAN ports on the building router using an Ethernet cable. Then you can set up your own WiFi network from your personal router as you would with any other internet subscription.
If you can’t plug in directly, you can buy a WiFi bridge like the TP-Link TL-WA901ND Wireless Access Point. Connect it to your building WiFi in “Client Mode” using the TP-Link web interface, then connect your personal router’s WAN port to the WiFi bridge’s Ethernet port. It doesn’t have to be this particular TP-Link bridge, of course—you can do this with any network extender that can provide wireless internet to wired devices. Just note that the process and terminology may vary slightly from device to device.
Installing a router between your devices and the rest of your building’s Wi-Fi can protect you from any malware your neighbor unknowingly downloaded. Jacky Chiu via Unsplash
In both of these scenarios, your personal router basically sees the building’s network as the internet, allowing you to create your own WiFi network as you would in any other home or apartment. You control the network in your apartment, and while you’ll be able to see other building tenants’ devices, they won’t be able to see yours—just your router.
That’s the biggest piece of the puzzle, since the router will perform network address translation (NAT), acting as a sort of firewall between you and the rest of the building. But beyond that, you need to be extra careful about your normal security practices, too. “Using a VPN whenever you are connected to a WiFi network (even at work) is a must, on phones and computers,” Wright says. “The VPN software should block your internet access while it is not connected to the VPN.” You can check out some of our favorite VPNs, and learn how to set one up on your phone using this guide. Alternatively, if it supports the feature, you could set up a VPN directly on your router—that way all of your outgoing traffic is encrypted, including devices like your smart TV that might not have their own VPN apps.
Finally, use multi-factor authentication on all your online accounts, set up a guest network for anyone that visits your home (don’t give out the password to your home network), and make sure the firewalls built in to Windows and macOS are active at all times. The more of these tips you can implement, the better off you’ll be—creating your own WiFi network with the aforementioned bridge can help, but you need good everyday security practices too. As Wright puts it: “Endpoint devices should not rely solely on network protections, and networks should not rely solely on endpoint device protection. You need both.”
5 tips for better marketing copy
Most articles about writing marketing emails look at calls to action, paragraph length and similar. All important of course.
But the process of developing text that moves the reader to the right action or thought is not just about the actual writing. It’s also about creating the ideal environment for people to write good copy.
So how do you help those people do a better job?
(At this point, email copywriters like me will simply suggest you pay them more – just kidding).
Here a few personal tips that I’ve found help.1. Provide the right framework
You wouldn’t expect an architect to build you the right house with no more information than “I need a house”. So it is with an email copywriter. They need a briefing that goes beyond simply stating what text elements you want written.
The more contextual information you provide about the whos, whys and whats of the email, the more likely they are to write copy that resonates with the audience and achieves your objectives.
Who will get the email?
How did they get on the list?
Do recipients share any common characteristics (did they all take a particular action or do they share some demographic)?
When will you send the email?
How does the email fit in with all your other mails and marketing campaigns they’re exposed to?
Is there existing marketing copy they can reuse? (Don’t pay them to reinvent the wheel.)
Any guidance or preferences on style, tone and language?
What are your objectives?
If you have several objectives, what’s the priority?
Are there specific messages that must come across?
Or are there specific messages that would be nice to have?
What email design are you using?
Objectives may be an obvious thing to communicate, but make sure they are clearly defined and prioritized. What is it you actually want people to do when they get this email?
For the copywriter, there’s a difference between “tell them about our new product” and “get people to visit Page Z and request a quote.” The clearer and more specific the objectives, the tighter and more focused the writing process and the resultant text.
Why is the email design relevant?
Images, colors, backgrounds, positioning, column widths etc. change the readability and impact of words. So something that sounds great as a standalone text file might come across differently when placed in the actual HTML email template.2. Be realistic
My Austrian wife often refers to the eierlegende Wollmilchsau…the egg-laying woolly dairy pig. A farm animal that does everything. And it doesn’t exist, of course, despite the best efforts of agricultural geneticists.
The more objectives and key messages and calls to action and keywords and corporate values and brand names you want to squeeze into your three lines of text, the more impossible the job becomes.
That’s why you need priorities. And that’s why you need to communicate these priorities to the copywriter.3. Define word limits carefully
It certainly helps the copywriter to have a physical limit on just how much they should write.
Word or character limits curb the natural tendency to write more. They encourage tight, concise, clear communication. All of which is good for the reader, good for the email, good for you.
Unless a limit is set in stone (for example by a particular text box size in the email) allow for some flexibility.
It makes no sense to discard the perfect text because it comes in longer than some arbitrary limit. This is particularly so for subject lines. As my colleague Tim Watson argues:
“The length is the length needed to create the most powerful message possible that results in the desired marketing chúng tôi subject line length is simply the result of the best set of words. The length is the output of the words selected, not the input to selecting the words.”4. Give them enough time
An experienced writer once told me that there’s no such thing as writer’s chúng tôi you’re on a deadline. Like word limits, deadlines focus the mind and sharpen the pen (polish the keyboard?).
Those who do not write may not be aware of how hard it can actually be. It’s a creative task, not a mechanical one. Some days you can turn out top copy in a few minutes. Others you might wrestle with a single headline for hours.
Many copywriters have a writing rhythm. My best results seem to come when I finish a text in the early evening and then take a fresh look at it the next morning. So an “I need it today” deadline means it might not be my best work.5. Take care with criticism
No, this is not a whine from some sensitive arty type who churns out breakfast cereal commercials during the day while working on the next great European novel at night.
The nature of the copywriting process is that nearly all feedback inevitably takes the form of corrections, criticism and suggestions for improvement.
(Valid) criticism and (useful) suggestions are obviously good for the eventual outcome. And they help the copywriter improve and adapt to the needs of the client and email recipient.
It can come across as a constant stream of negativity. And that can wear down even the most robust, pragmatic and optimistic spirit. So if something is good, don’t forget to tell the copywriter.
A colleague once offered to resign a copywriting commission because of all the constant changes he was asked to make, believing he was doing a bad job. The client was shocked, since the opposite was the case.
Keep the copywriter in the loop on how copy tests and campaigns work out. Again, the more contextual information they have, the better job they can do.
Be aware also that making changes to copy is not always as simple as it sounds.
With word limits, the copywriter may have spent hours paring down their text to the minimum. So requesting they add in another benefit (but keep to the word limit) might mean they have to start over.
Even swapping out a single word can cause problems. It can be like dropping a rock into a stream: it changes the flow and feel of the surrounding area. Change one word and you might have to change a few others as well…
So…do you have any tips for getting the best out of copywriters?
Have you ever had the most fantastic game, and your GPU suddenly stops working at the most critical moment? Many peripherals have been wrongfully broken due to a GPU-related issue.
If your GPU constantly crashes during load, it might signal more troublesome issues, but most often, it’s just a manner of cleaning your PC or switching up a few software changes.
In this article, we will give you the top causes for GPU crashes, how to fix them, and how to prevent your GPU from ever suddenly dying.Why is my GPU Keeps Crashing?
The first thing we must clarify is that there are many scenarios of how your GPU might crash. The list below shows you what the crash looks like and what the most likely culprit is:
Colorful Artifacts are appearing: For this one, the most likely cause is either too generous overclocking or a GPU nearing the end of its life span. In some cases, outdated drivers can also cause artifacts.
Sudden black screen: Sudden crashes are most commonly caused by overheating or corrupt system files.
Screen powers off: If your screen powers off, the issue might be within the GPU connector cables or the power supply.
Crashing/ Sudden blue screen: This is the most common symptom, especially when your GPU is under heavy load.
Depending on the exact issue you are experiencing, you will need to try different troubleshooting methods.
Depending on the exact issue you are experiencing, you will need to try different troubleshooting methods.How to Fix When GPU Keeps Crashing?
The way to approach GPU crashes is to isolate the exact issue that you are having and focus on troubleshooting it. We will show you both general fixes that might work for most cases, but also give you more specific troubleshooting for exact scenarios.
It’s important to remember that isolated instances of GPU crashes are not always indicative of an underlying issue, and could simply be related to the game or application encountering an error. Persistent GPU crashes and low performance on the other hand imply a common recurring issue.Remove Overclocking
It’s best to set your GPU’s core and memory clock speeds to their default values and remove any boost clock that locks your GPU at a specific frequency during all times.
If your PC is frozen and you can’t access your third-party overclocking software, restart your PC manually by holding the power button until it continues. Once your PC resets, the default GPU frequency should be applied.
This applies to any voltage changes that you used to the GPU as well, so please reset them to the default value if applicable.Update Drivers
Any outdated GPU drivers can be incredibly detrimental to performance and stability and can undoubtedly be the cause of a variety of different types of GPU crashes. Always keep your GPU drivers up to date since they not only often offer noticeable performance gains and feature integrations but also add better stability and consistency.
Here is how to manually update your GPU drivers:
An alternative way to automatically keep all your GPU drivers up to date is to install either NVIDIA’s GeForce Experience or the AMD equivalent.
These applications will automatically scan and update your GPU to the latest drivers, so you won’t have to worry about having driver-related crashes ever again. While you are updating drivers, it’s also a great idea to update all of your other PC’s drivers.Faulty Power Supply
A faulty power supply might cause sudden PC crashes that you might falsely blame on your GPU. The most common scenario is, suppose your PSU is defective, but your PC still boots up. When you open up a graphically intense game or application, your GPU starts drawing its max power. Still, the PSU can’t handle it, so it crashes instead to prevent hardware damage.
The only way to check if this is the case is to swap your PSU for a different one and see if your PC still crashes under heavy graphic load.Prevent GPU Overheating/ Dust Off Your PC
This is, without a doubt, the most common issue related to PC performance since every single PC user will face it at one point. Do you notice that your system is incredibly loud, even at a small load, or if your PC slows down to a crawl when you use it for longer than a few minutes? It’s almost guaranteed that your PC’s internal components’ temperatures are too high.
The reason why most GPUs crash is to prevent hardware damage from overheating. Think about it; if your PC case is full of Dust, your GPU fans struggle to get cool air to disperse the immense heat from the GPU core and memory. Then your GPU will either underclock significantly or enter an emergency shutdown to prevent overheating.
The fix here is straightforward and should be performed every few months, depending on how dusty the area of your PC is. Once your PC has been cleaned internally, then connect all the cables back and check if the GPU crashing persists.
In some cases, if your PC is clean, but you are obstructing airflow (putting the laptop on top of your bed sheath) can cause restricted airflow. So be mindful that your PC’s intake fans are unobstructed.Update Your DirectX
DirectX is a combination of various APIs that are made to render, display, and calculate 3D images, textures, and anything graphics related. Most games rely on DirectX software to run correctly. In case your DirectX is the wrong version or outdated, you could be faced with sudden crashes when you open up or play certain games.
Updating and checking your DirectX version is not very straightforward, but don’t be scared. We have an entire article on how to update DirectX.Replace Your GPU
If your GPU has been running for a few long years, or if you bought it second-hand, it will likely malfunction as time goes on like any other hardware component.
GPUs, unlike RAM, for example, are subject to very high temperatures, so their parts, such as the VRAM or the capacitors, become damaged with time. As this process continues, you might start noticing sudden crashes, blue screens, or screen artifacts during GPU use.
Cybersecurity has become a major concern in all walks of life. When the hack of SolarWinds occurred in 2023, businesses and political entities were on alert. In recent years, individuals have also been affected by countless data breaches.
Many scams have been created by the rise in cryptocurrency, including the Squid Game currency dump and pump from 2023. The world is feeling more unstable and threatening than ever thanks to identity theft and fraudulent UI benefits claims.
There are many ways people can defend themselves against the increasing threat of digital theft, especially when it comes down to their finances. These are the top ways to protect your financial investments against theft.1. Do your Homework with Providers
These recommendations are mainly about cleaning up financial investments. It’s important to remember that choosing the right provider is the first step to protecting your finances.
This is an intricate activity that cannot be simplified. Businesses are required to adapt and change their business processes to stay safe from thieves who constantly modify their methods. It is important to look for companies that take proactive steps in order to protect their clients when making financial investments.
This is evident in the example of Nasdaq’s investing leaders. Although the financial company has a lot of experience in security management, they were faced with a very complex identity management system. It was difficult to make sure that everyone could log in safely and access the correct areas of the internal software systems.
Instead of ignoring the problem, Okta was trusted by the company to streamline the company’s traditional system. To restore safety and ease to the company’s systems, the IdP (identity provider), used tools such as its Single Sign-On (SSO), and Adaptive Multi-Factor Authentication(MFA).
Always check for these types of activities before you open a financial investment account. What steps is the provider taking to protect its system? To protect your financial investments, you should always choose safe systems.
Top 10 Successful SaaS Companies Of All Times2. Identify your Risks
Before you make any changes to your accounts, it is important to understand your risks. This is a valid question. The number of fraud threats that exist and are becoming more prevalent is endless.
It’s worthwhile to take the time to assess your financial accounts for any potential risks. Kiplinger identifies six main risks currently, which are:
Takeovers of accounts
Theft of synthetic identity
Scams and government benefits
Each of these issues threatens different areas within the financial industry. To identify which risks you should be concerned about, it is a good idea to organize your financial accounts.
3. Protect Your Identity from Theft
Your primary gateway to financial investment is your identity account can be seized by a criminal in many different ways. They can also disguise themselves to allow you to enter multiple locations.
Protecting your identity is one way to protect your indirect investments. Consumer Affairs reports that there was a 31% increase in identity theft victims between 2023 and 2023. What caused this sudden rise in identity theft victims’? The pandemic.
According to the site, many people are now unable to work from home and remain safe in corporate networks. Many people are exposed to cybersecurity risks, including identity theft.
As a way to protect one’s identity from being stolen, many financial experts recommend that you sign up for identity theft prevention. It is usually free, and while it does require some effort, it is worth it as an additional layer of protection for your finances as well.
9 Best Cybersecurity Companies in the World4. Cover the Basics
We’ve covered high-level protection of financial investments so far. You will need to do the dirty work at times.
These are the most basic, yet crucial security measures. They can be as simple but not as complex as the internet. Finra begins protecting financial information with the triple recommendation of passwords, usernames, and pins.
You can do this in many ways. Strong PINs usually contain at least eight numbers and sometimes symbols. Strong passwords must also be long and strong.
5. Protect Your Network and Devices
You should also protect your physical hardware, in addition to your digital passwords. Your network (i.e. This includes your network (i.e., router) as well as the devices you use to access the internet via that network.
There are many options to protect your local network. For instance, you can:
To protect yourself and your network from malicious viruses and other cyber threats, set up firewalls.
To hide your activities and make it more difficult for criminals to track you, use a VPN.
To provide the best cybersecurity protection, install robust security software.
To keep your software protected and up-to-date, enable automatic updates.
6. Avoid Direct Bank Connections and Public Networks
Criminals love to exploit public connections to attack innocent victims. The U.S. Securities and Exchange Commission strongly recommends that no public computers be used to access financial accounts.
The department suggests a few steps to ensure you are safe when using a public computer network. They recommend that you never give out personal information to gain access to public computers. They recommend that you never leave a computer while logged in, log out after you are done, and disable password-saving features.
In addition to the SEC recommendations for public computers, it is wise to not connect your bank account with anything that you do not need to. Instead of using a debit or credit card, use it whenever possible.
7. Keep Your Financial Activity in Check and be Smart
Finally, ensure that you are implementing smart cybersecurity best practices in every aspect of your life. These are just a few of the obvious ones:
Don’t respond to any request from anyone you don’t know.
To protect your finances during times of concern, you can use credit freezes.
You should check your credit reports frequently. Every year, download your free report from each credit bureau.
To ensure you are alerted of a suspicious activity or any other financial-related site or apps, turn notifications on.
These are only a few suggestions. It is important that you are aware of your financial investments.
Our list is complete with the second recommendation. Start by reviewing your financial institutions and assessing the risks. After that, you can take the steps recommended above to protect your investments.
Don’t be too confident about your security, even after that’s been done. New threats and cybersecurity trends are constantly emerging in the world of cybersecurity. As you work to protect your financial investments against theft, it is important to maintain a sense of awareness.
Once this is done, you can rest assured that your financial future will be secure.
Introduction to SQLAlchemy
SQLAlchemy is one of the most popular object relation mapping tools and a toolkit of SQL that can be used to provide complete flexibility and control of the SQL for the developers. This platform is written in Python and is completely cross-platform software with open-source access released by MIT and licensed by the same. This article will be looking at one of the most popular and open-source frameworks for object-relational mapping for a database named SQLAlchemy, a super tool.
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Hadoop, Data Science, Statistics & othersWhat is SQLAlchemy?
SQLAlchemy is an ORM tool used for mapping the objects with entities in a database that are tables in the case of a relational database. The mapping of classes can be done to the required database by making use of this tool. This further enhances decoupling between the database and the object model followed while creating the application and at the same time, bring the functionality to store, retrieve and access the data from the database easily. Python developers most profoundly use SQLAlchemy and APIs of SQLAlchemy to learn about the ORM framework and implement the same in their applications.Why use SQLAlchemy?
One of the most popular reasons for SQLAlchemy is to use ORM, that is, object-relational mapper, which helps form the patterns for data mapping. As a result, the mapping of classes to the database can be made in multiple ways, which is completely open-ended and helps induce the decoupling in the database schema.
SQLAlchemy follows the approach of complimentary oriented where the processes carried out internally are not kept hidden in the name of automation; instead, they are fully exposed and come along with many transparent tools which can be composed. SQLAlchemy’s strategy lies in changing the perception that you will be having of SQL and databases. SQLAlchemy is used by some of the most renowned organizations, including DropBox, Survey Monkey, Reddit, The OpenStack Project, and Yelp.How to Create the Environment for SQLAlchemy?
We will need to follow certain steps to make use of SQLAlchemy on our system:
Step 1: Installation using pip which is a Python package manager.
You can fire the below command on the command prompt for installation.
Code:Pip install SQLAlchemy
Step 2: Further, there is also an alternative way to install SQLAlchemy using the conda terminal.
Code:conda install -c anaconda SQLAlchemy
Code:Python chúng tôi install
Step 4: The final step is to verify the installation of SQLAlchemy, which can be done by executing the command.
This results in the following output, where we can go for checking the version of SQLAlchemy.
Output:SQLAlchemy Web Frameworks 1. Django
Django is one of the oldest available frameworks and provides all the resources required in the web framework. There are views based on class and function in it, and have the functionality to create the templates of the pages. There is no need to go and manipulate SQL as the admin site provided in Django can directly be used to connect to the database. It comes along with a huge set of libraries that can be used for built-in functionalities. It’s a perfect choice if your project is large-scale.2. Flask
Flask is the micro framework used for web development, and its features include the light weighted framework, user-friendly and easy to get to know, and allows you to code in your style. It is quite opposite in behavior to that of Django. It is often accompanied by views based on functions and comes with native support for Jinja. It also has numerous libraries to assist you in having in-built resources that can simplify your task. It is mostly preferred for medium-scale projects and is mostly used to implement web-focused applications.3. Sanic
Sanic is the newly developed web framework that is asynchronous in nature and has the benefits of speed of development as well as technicalities. It is used for development in a way that is quite similar to that of the flask. It has the highest speed of all the other frameworks discussed here. Due to its async feature, it proves to be very helpful for scaling up in an easy and effective manner. This web framework is given preference when you want the high-performance web app or in case your application demands the feature of the asynchronous flask version.SQLAlchemy Resources
If you want to know more about SQLAlchemy and acquire in-depth knowledge about it, then the below-mentioned resources will prove to be of great help.
The official website of SQLAlchemy is this, while for the Wikipedia link, you can refer to this.
The essential books that can provide great clarity for SQLAlchemy include “Essential SQLAlchemy” by Jason Myers and Rick Copeland and “Fluent Python” by Luciano Ramalho.
One more book which is really good for newbies to Python is “Programming for Beginners SQL, which also includes Python” by Byron Francis.Database
The design of SQLAlchemy is specially done to work along with the implementation of DBAPI and with specific databases as the use of dialects is done for communication between database and DB API implementation.
The dialects of the databases that are supported and included are as mentioned below list:
Microsoft SQL Server
Along with this, you also need to make sure that you have appropriate drivers corresponding to the dialect and DBAPI installed in your system.Conclusion
SQLAlchemy is the ORM framework used for object-relational mapping and is also considered a toolkit for SQL as it provides complete control and flexibility to the developers of SQL.Recommended Articles
We hope that this EDUCBA information on “SQLAlchemy” was beneficial to you. You can view EDUCBA’s recommended articles for more information.
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