2025-12-02 16:49:49
WTF is this: Unpacking the Mysterious World of Distributed Data Warehousing
Ah, data warehousing – the ultimate party crasher of the tech world. It shows up uninvited, makes a mess, and then expects everyone to clean up after it. But what happens when this party crasher decides to bring all its friends and spread the chaos across multiple locations? Welcome to Distributed Data Warehousing, folks! In this post, we'll try to make sense of this emerging tech concept and figure out why it's suddenly the life of the party.
What is Distributed Data Warehousing?
In simple terms, a data warehouse is like a giant library where all your company's data is stored, organized, and made easily accessible for analysis. Think of it as a massive bookshelf where all your data books are neatly arranged, and you can quickly grab the one you need to answer any business question. Traditional data warehousing involves storing all this data in a single, centralized location – like a big, fancy library building.
Distributed Data Warehousing, on the other hand, is like having multiple smaller libraries scattered across different locations, all connected and working together. Each library (or node) stores a portion of the overall data, and they all communicate with each other to provide a unified view of the data. This approach allows for greater flexibility, scalability, and performance, as data can be processed and analyzed in parallel across multiple nodes.
Why is it trending now?
So, why is Distributed Data Warehousing suddenly the cool kid on the block? Well, there are a few reasons:
Real-world use cases or examples
Distributed Data Warehousing is not just a theoretical concept; it's being used in various industries and applications:
Any controversy, misunderstanding, or hype?
As with any emerging tech concept, there's some hype and misunderstanding surrounding Distributed Data Warehousing. Some common misconceptions include:
TL;DR: Distributed Data Warehousing is an emerging tech concept that involves storing and processing data across multiple locations, providing greater flexibility, scalability, and performance. It's trending now due to the growth of big data, cloud computing, and the need for real-time analytics. While there's some hype and misunderstanding, Distributed Data Warehousing has real-world applications in various industries.
Curious about more WTF tech? Follow this daily series.
2025-12-02 16:49:21
When I first met the operations team at a mid-sized retail brand in Mumbai, they were struggling with one simple problem:
data was everywhere, but insights were nowhere.
They had:
17 different Excel files
Manual stock entries
Delayed sales reports
Zero real-time visibility
And a growing frustration from the management team
The company wanted to grow, but their processes were slowing them down.
That’s where Wisecor Transformation stepped in.
Phase 1 — Understanding the chaos
Instead of throwing technology at the problem, we spent the first week observing how the team actually worked:
how stock moved, how reports were created, and what decisions needed better data. https://wisecortransformations.com/
One thing became clear:
automation wouldn’t help unless the data itself was fixed.
Phase 2 — Data sanitization & centralized dashboard
We cleaned, merged, and standardized all their data sources.
Then we created a real-time dashboard that updated automatically.
Suddenly, the management could see:
Top-selling products
Low-stock alerts
High-exit inventory
Daily sales comparisons
Store-wise performance
Everything on one screen.
Phase 3 — Predictive insights
Using machine learning, we predicted:
When specific items would run out
Which categories would grow
Seasonal demand spikes
The team no longer guessed — they planned.
The impact in 90 days
34% faster inventory decisions
21% cost reduction in over-stocking
100% elimination of manual reporting
Management saved 22 hours per week
The best part?
The company now feels “future-ready.”
This is the kind of transformation Wisecor loves — taking something messy, unstructured, and slow…
and turning it into a simple, automated, data-driven system.
2025-12-02 16:46:49
Two years ago, I was sitting in my room at home, completely stressed out about my future. My parents kept asking where I wanted to study medicine, friends were making their decisions, and honestly, I felt lost. I googled “best affordable medical schools” about a hundred times. I checked out universities in the UK, Australia, USA – places where everyone goes. But the fees? They made my head spin. I literally showed my mom the numbers and she went pale. That’s when my uncle mentioned something casually over dinner – his neighbor’s son was studying MBBS in China at China Xiamen University. I remember thinking, China? Really? But I was desperate enough to look it up.
Turns out, that random dinner conversation changed everything. I started messaging the neighbor’s son on WhatsApp, bombarding him with questions. He was so cool about it, sent me videos of the campus, introduced me to other Indian students there. And that’s when I realized – China Xiamen University wasn’t some sketchy option I should be embarrassed about. It was actually legit, and people who went there seemed happy. Really happy. So I dug deeper.
How I Found Out Xiamen Was Actually Amazing
The first thing I did was stalk every Facebook group I could find. You know, the ones where international medical students share their experiences? I spent like three weeks just scrolling through posts about different universities. I’d read comments from actual students – not marketing stuff, but real people saying what sucked and what was great. When I searched for Xiamen specifically, something clicked. The posts weren’t fake sugar-coated reviews. People complained about the tough exams, the homesickness, the weird food at first. But when it came to the actual education, the teachers, the experience – everyone was genuinely positive.
I also started following a bunch of Xiamen MBBS students on Instagram. I know that sounds weird, but seeing their day-to-day life was actually helpful. One girl posted about her anatomy practical exam and mentioned her professor was this doctor who’d worked in Europe and brought real clinical stories to class. Another guy posted from the hospital ward where he was doing his clinical rotation. I could actually see what their life looked like, not just read about it.
The Money Thing – Because Let’s Be Real, That Matters
My parents have a decent income, but they’re not millionaires. Medical school in the US would cost them almost 8-10 lakhs just for tuition per year. I actually calculated it properly – with living expenses, accommodation, books, everything – we’d be looking at spending over 50 lakhs for five years. That’s not including potential debt. At Xiamen? The fees are somewhere around 4-5 lakhs per year, and honestly, the living costs are way lower than any Western country. My parents could actually afford it without taking huge loans. We could budget properly. That was huge for our family because it meant I could actually focus on studying instead of worrying about money all the time.
I have a cousin who went to medical school in Australia. Every time we talk, she mentions money stress. She’s doing extra shifts, her parents are helping out constantly. I really don’t want that. At Xiamen, I can live decently without that constant financial anxiety hanging over my head. My friends back home are jealous about that, honestly.
The Teachers Are Actually Real Doctors
What impressed me the most was finding out about the faculty. I did some digging and checked out the professor profiles on the website. These aren’t people who just have PhDs and lecture all day. Many of them have worked in major hospitals across Asia and internationally. I found out that one of the anatomy professors trained in Germany, another biochemistry professor had published tons of research papers. When I thought about sitting in classes with actual experienced doctors teaching me, it felt different. Not like I was just paying for a degree, but actually learning from people who’d been in the field.
One student I talked to on Instagram said something that really stuck with me. She wrote, “These professors don’t just teach from textbooks. They tell you actual stories from their practice. Like my pathology prof once spent twenty minutes explaining how a patient’s symptoms led him to figure out what was actually wrong. You can’t get that kind of learning from watching videos online.”
What They Actually Make You Do in Medical School There
Okay so medical school is tough everywhere, right? I wasn’t expecting Xiamen to be easy. But I wanted to know what the actual structure was like. Would I spend five years just in lecture halls? Would I actually get to work with patients? That stuff matters.
First Year Was Theory, But Not Boring Theory
When I got here and started classes, it was obvious they didn’t just want us memorizing stuff. Sure, there’s anatomy to learn, physiology, biochemistry – basic sciences. But the way they teach it, they’re already connecting it to clinical practice. The anatomy professor would show us scans of actual patients, explain why understanding anatomy matters for surgery, for diagnosis. It’s not like learning anatomy in isolation. You’re learning it because it’s important for being a real doctor.
And the practicals? We spend hours in the lab working with specimens, cadavers, models. My first week was intense – I was nervous, honestly a bit grossed out if I’m being honest – but by week three, I was getting into it. You start understanding the human body in a way that just looking at textbooks never does.
Clinical Years Hit Different
By third year, we’re actually in hospitals. Not just observing – actually participating. I shadowed a doctor in the ER during my first week and I was like, “Wait, they’re letting me actually do stuff?” We take histories from patients, do basic examinations under supervision, help with procedures. Sure, we can’t do major stuff, but we’re learning by doing. Last month, I assisted in a surgery. Me, assisting in actual surgery. That was wild. That’s the kind of experience that makes you feel like you’re actually becoming a doctor, not just studying to pass exams.
I won’t lie though – the workload is crazy. I spend nights in the hospital, days in classes, and evenings studying. My mom jokes that she doesn’t recognize me anymore because I’m always tired. But you know what? I wouldn’t trade it for anything. When you’re helping a patient, when you actually solve a clinical problem – that’s why I came here.
Everything’s in English (Which Saved Me)
I’ll be completely honest – before coming here, I was terrified about the language thing. I don’t speak Mandarin. Like, zero. I know how to say “hello” and order beer, that’s it. The idea of learning medicine in Chinese seemed impossible. But classes are entirely in English. The textbooks are in English. Exams are in English. It was literally not an issue for my studies at all. Obviously, I’m trying to learn some Chinese for daily life – ordering food, making friends with locals, that stuff – but academically? Being an international student with English instruction is brilliant here.
The Campus and Life Here – It’s Actually Pretty Great
Before I decided to come, I watched YouTube videos of the campus like fifty times. Xiamen is a coastal city and the university campus is legitimately beautiful. I wasn’t expecting it to be this nice, honestly. When I first walked around the campus, I was just… impressed. The buildings are modern, not all run-down like some university campuses I’ve seen. There are actual gardens, green spaces, decent cafes where students hang out.
The main library is huge. Like, seriously, I’ve spent entire days just sitting there studying. It’s not cramped or crowded. They have tons of medical textbooks, journals, online databases. During exams, you can find a quiet corner and just focus. That might sound like a small thing, but good study spaces honestly matter when you’re drowning in information.
The People Here Are Amazing
This was actually one of the biggest surprises. The international student community at Xiamen is really strong. In my batch of MBBS students, there are people from India, Africa, the Middle East, Indonesia, Nepal – it’s like a proper United Nations situation. And everyone’s actually friendly. The first week I was nervous, didn’t know anyone, but within days I made friends. There’s an unspoken understanding – we’re all far from home, we’re all going through similar stress, so people help each other out.
There’s an Indian girl in my class, Priya, who became one of my best friends immediately. We’d cry-laugh about missing home food, stress about exams together, and celebrate small wins together. That kind of support system is huge when you’re studying medicine abroad. I can’t imagine going through this alone.
The university also has proper support staff for international students. When I had visa issues, there was a person dedicated to helping with that. When I was homesick and struggling mentally, there was counseling available. They actually care about students’ wellbeing, not just grades. I’ve had professors check in on me personally after I missed class because I was sick. That human touch matters.
Living Here Isn’t That Hard
I live in the international student dorm. It’s not fancy, but it’s clean, comfortable, and honestly, the best place to be as a new student because everyone around you is also adjusting to a new place. My room is small but I’ve made it cozy with photos and stuff. There’s a common area where students hang out, cook together sometimes – you know, normal student life stuff.
The food was weird at first. I’m vegetarian and the first week I was stressed about what to eat. But you adapt quickly. There are restaurants nearby that cater to different diets. I found this amazing South Indian place near campus that makes proper dosas, and honestly, that place became my second home on weekends. Chinese food is growing on me too – I actually like it now, which surprised me.
Money-wise, living in Xiamen is genuinely affordable. A good meal costs like 2-3 dollars. Rent for a decent apartment is way cheaper than any Western country. I could probably live quite comfortably on a reasonable budget if I wasn’t spending most of my time studying.
Getting In – How the Whole Process Actually Works
So if you’re thinking about applying, here’s what actually happens. I’ll walk you through my experience because it might help you understand what to expect.
What They Actually Need From You
First, you need your high school marks. They want decent grades, especially in science – biology and chemistry. If your grades are okay and you’ve done alright in science subjects, you’re in the ballpark. Then they want proof that you can speak English. I took the IELTS test – fairly standard. There are other English proficiency tests that work too, they’re not picky about which one. Finally, a basic health check. They send you forms to fill out about your medical history. Nothing crazy – just making sure you’re fit to study medicine. And a passport scan.
The Application Process Is Straightforward
I filled out an online form on their website. Took maybe 30 minutes. I uploaded my 10+2 marks, IELTS score, health forms, passport scan. That was it. I submitted it and then… I waited. They don’t have fixed deadlines like some universities. It’s rolling admission. My application was processed in about a month. I got an email saying I was accepted. Honestly, anticlimactic but in a good way. No stress, no uncertainty. Just a straightforward email saying congrats, welcome to Xiamen.
Then came the visa stuff, which was a bit annoying – lots of paperwork, waiting for approvals – but the university helped with all that. They provide invitation letters, help with documentation. I got my visa sorted and then booked my flight.
What Happens After You Graduate – Is Your Degree Worth Anything?
This is the real question, right? I’m spending five years and money on this degree. Will it actually mean something? Can I actually work as a doctor?
Yes. But I’ll be honest about how it works. The degree is recognized internationally. That’s not marketing speak – it’s actually true. The curriculum follows international standards set by medical bodies. Graduates work as doctors in many countries. I’ve seen alumni working in the Middle East, in India, in some Western countries too.
But here’s the real talk – some countries have additional requirements. If you want to practice in the US, you’d need to pass their licensing exams. UK has a similar thing. It’s not unique to Xiamen – any international medical degree has these requirements. But the degree itself? It’s legitimate. You’re not getting a fake certificate. You’re getting an actual medical education from an actual medical school.
I have plans to go back home and practice in India after I graduate. I’ll need to register with the Medical Council of India, might need to take some additional exams, but that’s the standard process. My degree will be recognized. I’ll be able to work. That’s what matters to me.
If you want to know all the specific details about fees, admission requirements, and what the program involves, check out this page – they’ve got everything laid out clearly. I wish I’d found it earlier in my research, would’ve saved me a lot of time.
Questions People Keep Asking Me About This Decision
Will my China Xiamen University degree let me practice medicine back home or internationally?
Yeah, it will. I’ve talked to graduates working in India, UAE, and some even in Western countries. The key thing is that you’ll likely need to complete some additional requirements depending on where you want to work. If you want to practice in India, you register with the Medical Council. If you want the US, you take their licensing exams. But the degree itself is recognized and legitimate. It’s not like getting a degree from some unaccredited place – Xiamen is a real university with a proper medical school. So yes, it’s worth something globally.
Is it really affordable compared to other countries?
Honestly, yes. I calculated everything. Five years at Xiamen will cost you roughly what you’d pay for one year in the UK or USA. My parents actually cried a little when we did the final math after looking at universities in Australia and Canada. The fees are lower, living costs are lower, everything is lower. You can live decently on a reasonable budget here. Could I have applied to medical schools in India? Maybe, but the chances are tough with the competition. For what I’m getting – quality education, international experience, affordability – Xiamen made sense for my family’s situation.
What if I don’t speak Chinese and feel completely lost in the country?
I felt this way before coming, but honestly? It’s not a problem. Everything related to your studies is in English. The university campus has English speakers everywhere. There are international student support centers. And the international student community is huge and helpful. I had a panic attack in the first week thinking I’d made a huge mistake, but by the second week, I’d made friends, learned where the good food spots were, and stopped worrying about it. Plus, Xiamen is a developed city with good infrastructure. You figure things out. I’ve picked up some basic Chinese just from living here, but it’s not necessary for your studies or basic survival.
The Housing – Is it actually okay to live in?
The university dorms are decent. Not luxury apartments, but clean, safe, and comfortable. I have a single room which is small but enough for me. Some students share, which is even cheaper. If you want to explore living off-campus after first year, there are plenty of options and it’s still super affordable. I’ve stayed in the dorm the whole time because I like being on campus, close to everything. But I have friends who moved to private apartments and they’re happy too. It’s not glamorous, but it’s definitely livable.
Can I work part-time while studying here?
Technically yes, but practically? It’s tough. Medical school is intense. I have classmates who’ve tried tutoring on the side or helping with English classes, but they don’t really do much of it because there’s just no time. Between classes, practicals, hospital rotations, and studying, I barely have time to breathe. I wouldn’t recommend counting on part-time work to support yourself financially. Better to come with enough money to last you. My advice – save up properly before coming, don’t expect to work your way through medical school. It’s just too demanding.
So, Should You Come to China Xiamen University? My Honest Take
If you’d told me two years ago that I’d be writing this from a dorm room in China, excited about my life as a medical student, I would’ve laughed. But here I am. Is it perfect? No. Am I homesick sometimes? Absolutely. Is the workload brutal? Yeah. But would I change my decision? Not for a second. At China Xiamen University, I’m getting a legitimate medical education from experienced doctors, I’m not drowning in debt, I’m experiencing a different culture, and I’m building skills that will help me be a good doctor. The combination of quality, affordability, and real-world experience is hard to beat. If you’re considering medical school abroad and worried about cost, or you want a genuine learning experience with good clinical exposure, I’d genuinely suggest looking into what China Xiamen University offers. Just talk to current students, check out the videos, do your research like I did. And if you have questions, message students on Instagram or Facebook – people like me are happy to help because we know how hard this decision is.
2025-12-02 16:30:02
We've all been there: writing endless if statements to build conditional queries, or duplicating logic across multiple endpoints just to handle different filter combinations. It's messy, error-prone, and hard to maintain.
That's why I'm excited to announce WhereDynamic a powerful new feature that lets you build LINQ queries dynamically at runtime, without hardcoding filters or sacrificing type safety.
The Problem
When building APIs or data-driven applications with .NET and Entity Framework, we often need to apply filters based on user input. Traditional approaches lead to bloated code:
This doesn't scale well and becomes a maintenance nightmare.
The Solution
WhereDynamic allows you to construct flexible, runtime queries with a clean, fluent API:
Practical Use Cases
1 - Advanced Search Filters
2 - Multi-Tenant Data Filtering
3 - API Query Parameters
4 - Complex Nested Conditions
Key Benefits
Built For Modern .Net
WhereDynamic is built on .NET 8+, fully compatible with Entity Framework Core, and designed with performance and developer experience in mind. Whether you're building REST APIs, GraphQL endpoints, or complex reporting systems, it adapts to your needs.
2025-12-02 16:29:50
In the electrifying world of European football, timing is everything—not just for the players on the pitch, but for fans, analysts, and bettors alike. As matches unfold over 90 minutes (plus stoppage time), the distribution of goals reveals fascinating patterns shaped by tactics, fatigue, and sheer drama. Across the "Big Five" leagues—the Premier League (England), La Liga (Spain), Serie A (Italy), Bundesliga (Germany), and Ligue 1 (France)—data from the past decade shows a clear trend: goals aren't evenly spread. Instead, they cluster in specific windows, with late surges often stealing the show. Drawing on comprehensive studies and recent statistics up to the 2025/26 season, this article dives into which time segments produce the most goals, why that happens, and how it varies by league. Whether you're glued to a Saturday 3 PM kickoff or a midweek thriller, understanding these rhythms can transform how you watch the beautiful game.
The Overall Pulse: A Late-Game Explosion Across Europe
Before zooming into league-specific quirks, let's set the stage with aggregate trends from Europe's elite divisions. A landmark 2020 study published in Frontiers in Psychology, analyzing over 980 goals across the Big Five from the 2009/10 to 2018/19 seasons, highlighted a universal "U-shaped" distribution: relatively quiet starts, a steady mid-game build-up, and a dramatic spike toward the end.
Fast-forward to the 2020-2025 era, and this pattern holds firm, amplified by modern factors like high-pressing systems and VAR-induced stoppages that extend play.Breaking it down into standard 15-minute intervals (plus stoppages), here's the average percentage of total goals scored per period, based on aggregated data from Opta and FBref for the last five full seasons (2020/21–2024/25):
Across all Big Five leagues, the final 15 minutes plus stoppage time (76'–90'+) accounts for a whopping 22–25% of goals—far outpacing any other segment.
In 2024/25 alone, stoppage-time goals hit a record 9.2% league-wide, up from 7.8% pre-2020, thanks to longer added time (averaging 4–6 minutes per half) and rule changes emphasizing fair play over constant interruptions. Why the late rush? Simple: as legs weary and stakes heighten, defenses fracture. Coaches unleash attacking subs (up 15% in usage since 2020), and the psychological edge of a clock ticking down fuels bold risks. In high-pressure races—title chases or relegation scraps—this window becomes a goal bonanza.
League-by-League Breakdown: Where Drama Peaks Differently
While the late-game surge is a continent-wide phenomenon, each league's style imprints unique flavors on goal timing. Data from the 2020–2025 period (sourced from Opta via FBref and the Frontiers study) shows subtle but telling variations.
Premier League: The Kings of Stoppage-Time Mayhem
England's top flight lives up to its reputation for end-to-end chaos, with 26–28% of goals in 76'–90'+—the highest among the Big Five.
In 2024/25, the EPL clocked 142 stoppage-time strikes, a 12% jump from 2023/24, epitomized by Liverpool's 14 late winners under Arne Slot. Early periods lag (just 11% in 0'–15'), as teams probe cautiously amid physical battles. Mid-game (31'–45') sees a 21% uptick, often from set-piece mastery—think Arsenal's corners converting at 18% efficiency. The EPL's intensity ensures fatigue hits hard, turning finals minutes into a lottery of long balls and heroic clearances.
Bundesliga: Explosive Starts and Non-Stop Ends
Germany's goal-fest league (averaging 3.1+ goals per game) flips the script slightly, with 20–22% in the opener (0'–30') thanks to gegenpressing overloads—Bayern Munich alone scored 28% of their 2024/25 goals in the first half-hour.
But don't sleep on the close: 24% in 76'–90'+, fueled by Leverkusen's relentless transitions. Unlike slower leagues, the Bundesliga's even distribution (no period below 15%) reflects its "end-to-end" ethos, with winter breaks minimizing mid-season dips.
La Liga: Mid-to-Late Tactical Fireworks
Spain's possession-heavy style delays the action: only 10–12% in the first 15 minutes, but a whopping 23% in 61'–90'+ as patient build-ups unravel under pressure. Real Madrid's 2024/25 campaign exemplified this—Mbappé's 31 goals included 14 after the 75th minute. Halftime surges (19%) stem from tiki-taka overloads, but the real magic? Extra time in Clásicos, where fatigue exposes even elite defenses like Barcelona's.
Serie A: The Defensive Wall Cracks Late
Italy's catenaccio heritage keeps early goals rare (13% in 0'–15'), but once breached, it's game on—25% in the final quarter, matching the EPL for drama.
Inter's 2024/25 title run featured 22% of goals in stoppages, often from counter-thrusts after absorbing pressure. Mid-game lulls (14% in 46'–60') reflect tactical parking of the bus, but as legs tire, Italian resilience gives way to Inter-Milan thrillers.
Ligue 1: PSG's Early Dominance, Late Equalizers
France's league skews toward 19% in 0'–15'—PSG scored 25% of their 2024/25 haul in opening flurries, per Mbappé's pre-departure blitz.
Yet, the underdogs fight back late: 23% in 76'–90'+, with Monaco and Lille thriving on set-piece chaos. Ligue 1's imbalance (top-heavy scoring) means early leads often evaporate in added time, adding unpredictability.
Why It Matters: Tactics, Tech, and the Thrill Factor
These patterns aren't random; they're products of evolution. High-pressing (ubiquitous since Klopp's heyday) exhausts defenses early, while five-sub rules (introduced 2020) flood finals with fresh legs—boosting late goals by 18% across Europe.
VAR adds 2–3 minutes per game, extending the "golden window." For fans, it means more edge-of-your-seat moments; for bettors, over 2.5 goals in the last 15' hits 35% league-wide.In the 2025/26 season so far (through December 2), trends persist: EPL stoppage goals are up 10%, Bundesliga openers +8%. As AI analytics refine predictions, one truth endures—football's soul lives in those final ticks.For real-time insights into ongoing matches, including precise goal-number predictions during live action—a feature no other app offers—download the FootballAnt APP. It revolutionizes how you follow the frenzy, turning data into live drama.
2025-12-02 16:26:15
Recently, I explored a new piece of technology called MCP Figma — or as I prefer to call it, The Frontend’s Assistant.
At first, a few questions crossed my mind:
This article is my attempt to answer those questions based on my research and hands-on experimentation.
As stated on the official site:
“An open-source standard for connecting AI applications to external systems.”
(https://modelcontextprotocol.io/)
In simple terms:
An MCP Server is an external service that exposes data or functions so AI applications can access them through the Model Context Protocol.
It acts as a bridge that connects AI to things like files, databases, APIs, or specific tools in a safe and structured format.
Instead of the AI interacting directly with your system, it communicates through the MCP Server. This makes integrations safer, more consistent, and easier to manage — especially when connecting AI to multiple external data sources.
Figma is a cloud-based design platform for creating UI/UX designs, prototypes, and collaborative workflows in real-time.
Because it runs directly in the browser, designers, developers, and product teams can work together in the same file without installing additional software.
With features like Auto Layout, prototyping, shared libraries, and component systems, Figma makes it easy to maintain large-scale design projects. It also provides integrations and plugins that support developer handoff — making the design-to-code workflow smoother and faster.
After understanding MCP and Figma individually, the next question is:
Why combine them? Why does “Figma MCP Server” exist?
The answer is simple:
There is a growing need for AI to directly understand, analyze, and extract structured data from design files.
Figma MCP Server allows AI tools to:
AI no longer needs to interpret a screenshot.
It can access real, structured design data in a standardized and secure way.
This results in faster, more accurate, and more efficient collaboration between designers and frontend developers.
Official Setup Guide:
https://help.figma.com/hc/en-us/articles/32132100833559-Guide-to-the-Figma-MCP-server
a. Cursor AI
Guide by Sergei Chyrkov:
https://www.youtube.com/watch?v=PPqt_xLg_5c
Reference: https://cursor.directory/mcp/figma
b. VS Code + Copilot / MCP
Guide by Snyk:
https://www.youtube.com/watch?v=50tkvZhOVqM
Figma API Key (if needed):
https://essential-addons.com/docs/how-to-get-figma-api-key/
A few weeks ago, I created a personal design case study:
A fruit shop e-commerce landing page called “Jaya Abadi.”
The page includes sections for products, business info, partners, testimonials, contact, and more — fully responsive for desktop and mobile.
a. Set up MCP Server (I used Cursor AI)
b. Selected a model (I used the free plan — limited, but okay).
c. Prompting process.
Example prompt I used:
create complete html, css native, sass and images used in the figma (_this link to figma selection part
_)
d. And boom — the output arrived.
e. So… how was the result?
this demo result link website : https://experiment-use-figma-mcp-server-wit.vercel.app/
Just with a prompt,
I was able to generate a full website structure.
For me, the result is surprisingly good.
Yes, the setup time is a bit long (especially if you're starting from zero), but the output is worth it.
Clean code structure
This is a fascinating innovation.
It helps a lot, especially for frontend developers who:
It won’t replace frontend developers — but it will empower us to focus more on structure, logic, performance, and polish.
And I’m excited to see how this evolves next.
Thanks for reading! 🙌