Manual QA vs Automation QA: which to choose as a beginner?

Manual QA — easier start (PLN 5–8k), lower entry barrier, faster first job. Automation QA — higher pay (PLN 6–9k), needs JavaScript. We recommend starting with manual.

Why does Mate academy teach automation in JavaScript, not Python?

90%+ of Polish web apps use JS — a shared stack with developers, easier communication. Playwright works great in JS. Python is more for backend and ML.

Python vs JavaScript: which to choose as a beginner in Poland?

Python — simpler syntax, focus on backend and AI/ML, highest junior pay (PLN 8–12k Warsaw). JavaScript — more general offers, fullstack options, but Frontend is competitive.

React vs Angular vs Vue: which to choose in Poland 2026?

React dominates the Polish market (60%+ frontend offers). Angular in corporations and banks. Vue rarely as primary. Mate teaches React — best shot at a first job.

Frontend vs Fullstack: which to choose as a beginner in Poland?

Frontend — faster path to a job (650h, more offers), but competitive. Fullstack — longer study (900h), fewer junior offers, but more flexibility and adaptable career.

Data Analyst vs Business Analyst: which to choose in Poland?

Topic:Comparison

Answer:

DA — focus on numbers, SQL, dashboards. BA — focus on business processes, requirements, documentation. The PL market often hires DAs under the "Business Analyst" label — read the JD.

Data Analyst vs Business Analyst in Poland 2026 — quick map of differences: | Aspect | Data Analyst (DA) | Business Analyst (BA) | |---|---|---| | Focus | Numbers, data | Business processes | | Tools | SQL, Tableau, Power BI, Python | BPMN, user stories, requirements | | Question | "What's happening in the numbers?" | "What does the business need?" | | Output | KPIs, dashboards, A/B tests | Documentation, specifications | Polish market specifics 2026: - Many employers use the title "Business Analyst" for roles that are actually Data Analyst (focus on SQL, dashboards, KPIs) - Read the job description, not just the title - Pure BA requires a different educational path (PMP, BABOK, business background) Mate academy offers the Data Analyst course — it's a good base for both BA-type offers on the Polish market. After a year of DA experience you can move toward pure BA if you want (source: NoFluffJobs 2026; Mate academy data 2026).

Our career paths

NewNo coding

4+ months

Data analyst

Dig into data to uncover trends and hidden insights, and help businesses make smarter decisions.

Coding

4+ months

QA engineer

Hunts down software bugs before they cause trouble, ensuring every user enjoys a flawless and enjoyable experience.

Coding

4+ months

Python developer

Writes powerful Python code to build apps and automate boring tasks, helping users do a lot more in less time.

Coding

5+ months

Front-end developer

Builds the visible part of websites and apps, ensuring every click and scroll feels smooth and visually impressive.

Coding

4+ months

Java developer

Creates rock-solid Java applications that deliver reliable, high-performance solutions across a variety of industries.

Coding

5+ months

Full-stack developer

Develops both the front and back end of web apps, creating a smooth and high-quality experience that users love.

NewAdvanced

3+ months

Automation QA engineer

Create automated tests to quickly detect bugs and verify software quality.

NewNo coding

3+ months

Performance marketing specialist

Analyzes the audience, launches advertising campaigns, and optimizes traffic to increase brand awareness and drive sales.

Our values

Why people pick Mate?

We don’t sell a dream — yes, it won’t be easy

At Mate, 80% of learning is hands-on

A shared goal — to get you hired in tech

A caring team that’s always got your back

We know what employers expect from juniors

We help you unlock your learning potential

Don’t just take our word for it

Mate academy is trusted and loved by thousands

Find my course

700+

Reviews on Google

Thanks to Mate academy, after a previous unsuccessful attempt to enter the IT industry, I managed to find a job within 30 days of completing the course. A wealth of knowledge, support from mentors and assistance in conducting recruitment interviews are three of the many advantages that Mate academy offers on a new career path

Wojciech Wesołowski

Absolwent Mate

I highly recommend Mate academy. I tried to start working in IT for a long time. Thanks to Mate, I gained skills and confidence that are very important during applications and interviews. Within 2 weeks after the course, I received two job offers, so I can wholeheartedly recommend learning at Mate

Krzysztof G.

Absolwent Mate

What can I say about Mate academy? Theoretical and practical preparation at the highest level. But in my opinion, this is not the main advantage of this course - the advantage of this course are mentors who are convinced of your success and support you at every stage of your activity. Through learning practice, understanding theory, practicing soft skills, support in job search and related aspects.

Kacper Grosicki

Absolwent Mate

I recommend this course to people who want to enter the world of IT and don't know where to start. There is a lot of knowledge on the Internet, which is beneficial, but at the same time it can be confusing for a beginner. At Mate, you get a defined learning path waiting for the motivated student. Additionally, the help of mentors, test tasks and code reviews drive development and allow you to get your first job.

Sylwester Sobczak

Absolwent Mate

I highly recommend Mate academy to everyone who wants to start their programming adventure but doesn't know where to start. The several-month course offered by Mate academy will take you through the basics of programming to more and more advanced and complex projects, which you can later include in your CV, making it much easier to find your first job. I especially appreciate the support of the course mentors, who were available and willing to help not only during the designated course hours!

Hubert Wiktor

Absolwent Mate