اکنون در دسترس! پژوهش تلگرام ۲۰۲۵ — مهمترین بینشهای سال 
Data Engineering Zoomcamp
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نمایش بیشتر
📈 تحلیل کانال تلگرام Data Engineering Zoomcamp
کانال Data Engineering Zoomcamp (@dezoomcamp) در بخش زبانی انگلیسی بازیگری فعال است. در حال حاضر جامعه شامل 30 239 مشترک است و جایگاه 6 419 را در دسته آموزش و رتبه 1 167 را در منطقه ماليزيا دارد.
📊 شاخصهای مخاطب و پویایی
از زمان ایجاد در невідомо، پروژه رشد سریعی داشته و 30 239 مشترک جذب کرده است.
بر اساس آخرین دادهها در تاریخ 17 ژوئن, 2026، کانال فعالیت پایداری دارد. در ۳۰ روز گذشته تغییر اعضا برابر 149 و در ۲۴ ساعت گذشته برابر -5 بوده و همچنان دسترسی گستردهای حفظ شده است.
- وضعیت تأیید: تأیید نشده
- نرخ تعامل (ER): میانگین تعامل مخاطب 27.51% است و در ۲۴ ساعت نخست پس از انتشار، محتوا معمولاً N/A% واکنش نسبت به کل مشترکان کسب میکند.
- دسترسی پستها: هر پست به طور میانگین 0 بازدید دریافت میکند. در اولین روز معمولاً 0 بازدید جمعآوری میشود.
- واکنشها و تعامل: مخاطبان بهطور فعال حمایت میکنند؛ میانگین واکنش به هر پست 0 است.
📝 توضیح و سیاست محتوایی
توضیحی برای کانال ارائه نشده است.
به لطف بهروزرسانیهای پرتکرار (آخرین داده در تاریخ 18 ژوئن, 2026)، کانال همواره بهروز و دارای دسترسی بالاست. تحلیلها نشان میدهد مخاطبان بهطور فعال با محتوا تعامل دارند و آن را به نقطه اثرگذاری مهم در دسته آموزش تبدیل کردهاند.
30 239
مشترکین
-524 ساعت
+77 روز
+14930 روز
آرشیو پست ها
The Data Engineering Zoomcamp 2026 has officially wrapped up!
You had 3 chances to submit your final project and review 3 peers.
Congratulations to the 581 participants who successfully completed the course and earned their certificates!
If you're one of the graduates, you can find your well-deserved certificate in your course enrollment profile. We encourage you to celebrate this milestone by sharing it on LinkedIn!
Thank you goes out to everyone who joined us on this journey. We understand that not everyone was able to finish the course this time, and that’s perfectly fine. You’ll have another opportunity to complete it in a new cohort next year.
Thank you all for contributing to the learning experience of this course and DataTalks.Club community overall. We appreciate your hard work!
Repost from LLM Zoomcamp
I'm starting a workshop series to update the content of LLM Zoomcamp.
Each workshop will update the content of one course module:
May 11: Build Your First RAG Application
May 18: From RAG to AI Agents: Function Calling and Tool Use
May 21: Vector Databases
May 27: RAG and Agents Evaluation
June 3: Monitoring LLM Applications
Now Data Engineering Zoomcamp is almost over and I'm focusing on updating LLM Zoomcamp - the course about using GenAI, RAG and Agents
We will have multiple workshops prior to the course start date which will be used as the videos for the course when it starts
The first one is today. Join me if you're interested in GenAI!
If you submitted your project for the last attempt, now it's time to evaluate your peers
You can find the assignments here:
https://courses.datatalks.club/de-zoomcamp-2026/project/project3/eval
Have fun!
Judging by the questions in Slack, I realize that our documentation may be not complete or straightforward
I reorganized it a bit and here it is
https://datatalks.club/docs/courses/zoomcamp-logistics/
I hope you fill find the answers to your questions (especially around projects and peer reviews)
Some of you forgot to submit the project, and some of you forgot to do peer reviews. I see from Telegram and Slack that there are quite a few of you in this situation.
For those who already have a project but haven't submitted it yet, we have opened a third attempt.
It has a very strict deadline, so you won't have time to develop a new project. You can only submit the existing one.
https://courses.datatalks.club/de-zoomcamp-2026/project/project3
Good luck!
The certificates are ready! You'll find them in your enrollment profile for the course
Don't forget to share them on LinkedIn!
Thanks everyone for being a part of this course!
The form for submitting the second attempt is now closed.
Now time to learn from your peers!
If you submitted a project for attempt 2, you'll find the project review assignments here:
https://courses.datatalks.club/de-zoomcamp-2026/project/project2/eval
Have fun!
We have just scored project attempt 1
Congratulations to the 269 course participants who passed it! We will release the certificates for you later along with the second batch
If you haven't passed it, you can improve it and submit one more time
Note that if you did pass the project, submitting it again (even with improvements) is considered self-plagiarism. Please don't do it. But you can submit another project if you want
Also if you haven't made a submission for attempt 1, attempt 2 is still open:
https://courses.datatalks.club/de-zoomcamp-2026/project/project2
Have fun building!
Great job working on your projects!
Now it's time to learn from your peers
If you submitted your project for attempt, you will find your review assignments here:
https://courses.datatalks.club/de-zoomcamp-2026/project/project1/eval
If not - you still have time for attempt 2. Have fun!
A quick update: the Bruin project competition is now open to everyone!
This means your submission does not have to be the same as your Zoomcamp final project.
Even if you are not participating in the course, or if you are using other tech for your Zoomcamp final project, you can still build a separate project with Bruin, submit it to the competition, and compete for prizes.
Prizes:
🔸 Mac Mini for an outstanding project
🔸 1 year Claude Pro for the top 3 projects
🔸 1 month Claude Pro for participants
Deadline: Monday, June 1st, 12:00 UTC
More details here: getbruin.com/competition
Build your project using Bruin for ingestion, transformation, orchestration, and analysis, share it with the community, and compete for prizes.
Prizes:
🔸 Mac Mini for an outstanding project
🔸 1 year Claude Pro for the top 3 projects
🔸 1 month Claude Pro for participants
To participate:
🔸 Build your Zoomcamp project using Bruin
🔸 Publish it on GitHub with a README
🔸 Share it in #projects on Slack
Winners will be determined by community votes on Slack.
Learn more here: https://getbruin.com/zoomcamp-project/
It’s time to apply everything from the course and build a complete end-to-end data pipeline.
Your goal is to create a dashboard with two tiles, powered by a pipeline you design yourself. The project takes you through the full workflow: from raw data to a working visualization.
🎥 Watch the Projects how-to video for the full walkthrough and start building.
🏆 Tip: Use Bruin in your project to participate in the competition and win prizes. Details below.
I just realized we haven't shared the homework for streaming
https://github.com/DataTalksClub/data-engineering-zoomcamp/blob/main/cohorts/2026/07-streaming/homework.md
The deadline is moved to 20 March
We're starting module 7 on stream processing.
Reminder: the previous homework deadline is in less than 24 hours.
The materials were created by Zach Wilson, who ran a Flink stream for the course last year. Alexey recorded an updated Apache Flink workshop to reflect support for Flink 2.x and modern Python versions (3.12, 3.9, 3.8).
It covers:
• Streaming fundamentals in Data Engineering Zoomcamp
• Kafka/Redpanda, Python producers and consumers
• Writing streaming events to PostgreSQL
• Apache Flink setup with Docker
• Flink jobs for stream processing
• Windowing, watermarks, and late events
• Real-time aggregations with Flink
Homework deadline: 17 March, 12 AM CET
Learn here: https://github.com/DataTalksClub/data-engineering-zoomcamp/tree/main/07-streaming
https://alexeyondata.substack.com/p/how-i-dropped-our-production-database
The post about the database incident last week
We're starting our stream about streaming!
This is going to be a part of module 7 about streaming - and reworked workshop from the last year with the latest versions of PyFlink
Stream: https://www.youtube.com/watch?v=YDUgFeHQzJU
Workshop: https://github.com/DataTalksClub/data-engineering-zoomcamp/tree/main/07-streaming/workshop
Watch now or later in recording!
We uploaded the video about creating projects to YouTube, as some of you reported having problems with watching in on Loom
Here it is: https://www.youtube.com/watch?v=BL0E8xO8OnE
We'll also update it in the repo
And by the way, don't forget about our docs: https://datatalks.club/docs/courses/data-engineering-zoomcamp/
There's a lot of useful information there
This week, we're starting Module 6: Batch Processing.
Reminder: the previous homework deadline is in less than 24 hours.
In this module, you'll learn how batch processing works with Spark and PySpark.
You'll cover:
• Batch processing fundamentals and Spark basics
• Installing and running Spark locally or in Colab
• Working with Spark SQL and DataFrames
• Handling schemas and processing NYC taxi data
• How Spark clusters, joins, and groupBy work internally
• Running Spark in the cloud with Dataproc and BigQuery
Homework deadline: 10 March, 12 AM CET
We also recently had a workshop with dlt on AI-assisted data ingestion. Watch the recording and check out the code if you missed it. Practice what you learned in the homework assignment, and submit it here.
