AI Jobs and Career
And before we wrap up today's AI news, I wanted to share an exciting opportunity for those of you looking to advance your careers in the AI space. You know how rapidly the landscape is evolving, and finding the right fit can be a challenge. That's why I'm excited about Mercor – they're a platform specifically designed to connect top-tier AI talent with leading companies. Whether you're a data scientist, machine learning engineer, or something else entirely, Mercor can help you find your next big role. If you're ready to take the next step in your AI career, check them out through my referral link: https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1. It's a fantastic resource, and I encourage you to explore the opportunities they have available.
- Full Stack Engineer [$150K-$220K]
- Software Engineer, Tooling & AI Workflow, Contract [$90/hour]
- DevOps Engineer, India, Contract [$90/hour]
- More AI Jobs Opportunitieshere
| Job Title | Status | Pay |
|---|---|---|
| Full-Stack Engineer | Strong match, Full-time | $150K - $220K / year |
| Developer Experience and Productivity Engineer | Pre-qualified, Full-time | $160K - $300K / year |
| Software Engineer - Tooling & AI Workflows (Contract) | Contract | $90 / hour |
| DevOps Engineer (India) | Full-time | $20K - $50K / year |
| Senior Full-Stack Engineer | Full-time | $2.8K - $4K / week |
| Enterprise IT & Cloud Domain Expert - India | Contract | $20 - $30 / hour |
| Senior Software Engineer | Contract | $100 - $200 / hour |
| Senior Software Engineer | Pre-qualified, Full-time | $150K - $300K / year |
| Senior Full-Stack Engineer: Latin America | Full-time | $1.6K - $2.1K / week |
| Software Engineering Expert | Contract | $50 - $150 / hour |
| Generalist Video Annotators | Contract | $45 / hour |
| Generalist Writing Expert | Contract | $45 / hour |
| Editors, Fact Checkers, & Data Quality Reviewers | Contract | $50 - $60 / hour |
| Multilingual Expert | Contract | $54 / hour |
| Mathematics Expert (PhD) | Contract | $60 - $80 / hour |
| Software Engineer - India | Contract | $20 - $45 / hour |
| Physics Expert (PhD) | Contract | $60 - $80 / hour |
| Finance Expert | Contract | $150 / hour |
| Designers | Contract | $50 - $70 / hour |
| Chemistry Expert (PhD) | Contract | $60 - $80 / hour |
AWS Azure Google Cloud Certifications Testimonials and Dumps
Do you want to become a Professional DevOps Engineer, a cloud Solutions Architect, a Cloud Engineer or a modern Developer or IT Professional, a versatile Product Manager, a hip Project Manager? Therefore Cloud skills and certifications can be just the thing you need to make the move into cloud or to level up and advance your career.
85% of hiring managers say cloud certifications make a candidate more attractive.
Build the skills that’ll drive your career into six figures.
In this blog, we are going to feed you with AWS Azure and GCP Cloud Certification testimonials and Frequently Asked Questions and Answers Dumps.


Went through the entire CloudAcademy course. Most of the info went out the other ear. Got a 67% on their final exam. Took the ExamPro free exam, got 69%.
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Was going to take it last Saturday, but I bought TutorialDojo’s exams on Udemy. Did one Friday night, got a 50% and rescheduled it a week later to today Sunday.
Took 4 total TD exams. Got a 50%, 54%, 67%, and 64%. Even up until last night I hated the TD exams with a passion, I thought they were covering way too much stuff that didn’t even pop up in study guides I read. Their wording for some problems were also atrocious. But looking back, the bulk of my “studying” was going through their pretty well written explanations, and their links to the white papers allowed me to know what and where to read.
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⚽️Comparative Analysis: Top Calgary Amateur Soccer Clubs – Outdoor 2025 Season (Kids' Programs by Age Group)
Not sure what score I got yet on the exam. As someone who always hated testing, I’m pretty proud of myself. I also had to take a dump really bad starting at around question 25. Thanks to TutorialsDojo Jon Bonso for completely destroying my confidence before the exam, forcing me to up my game. It’s better to walk in way over prepared than underprepared.
Just Passed My CCP exam today (within 2 weeks)
I would like to thank this community for recommendations about exam preparation. It was wayyyy easier than I expected (also way easier than TD practice exams scenario-based questions-a lot less wordy on real exam). I felt so unready before the exam that I rescheduled the exam twice. Quick tip: if you have limited time to prepare for this exam, I would recommend scheduling the exam beforehand so that you don’t procrastinate fully.
AI Jobs and Career
And before we wrap up today's AI news, I wanted to share an exciting opportunity for those of you looking to advance your careers in the AI space. You know how rapidly the landscape is evolving, and finding the right fit can be a challenge. That's why I'm excited about Mercor – they're a platform specifically designed to connect top-tier AI talent with leading companies. Whether you're a data scientist, machine learning engineer, or something else entirely, Mercor can help you find your next big role. If you're ready to take the next step in your AI career, check them out through my referral link: https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1. It's a fantastic resource, and I encourage you to explore the opportunities they have available.
Resources:
-Stephane’s course on Udemy (I have seen people saying to skip hands-on videos but I found them extremely helpful to understand most of the concepts-so try to not skip those hands-on)
-Tutorials Dojo practice exams (I did only 3.5 practice tests out of 5 and already got 8-10 EXACTLY worded questions on my real exam)
Previous Aws knowledge:
-Very little to no experience (deployed my group’s app to cloud via Elastic beanstalk in college-had 0 clue at the time about what I was doing-had clear guidelines)
Preparation duration: -2 weeks (honestly watched videos for 12 days and then went over summary and practice tests on the last two days)
Links to resources:
https://www.udemy.com/course/aws-certified-cloud-practitioner-new/
https://tutorialsdojo.com/courses/aws-certified-cloud-practitioner-practice-exams/
I used Stephane Maarek on Udemy. Purchased his course and the 6 Practice Exams. Also got Neal Davis’ 500 practice questions on Udemy. I took Stephane’s class over 2 days, then spent the next 2 weeks going over the tests (3~4 per day) till I was constantly getting over 80% – passed my exam with a 882.
Passed – CCP CLF-C01
What an adventure, I’ve never really gieven though to getting a cert until one day it just dawned on me that it’s one of the few resources that are globally accepted. So you can approach any company and basically prove you know what’s up on AWS 😀
Passed with two weeks of prep (after work and weekends)
Resources Used:
This was just a nice structured presentation that also gives you the powerpoint slides plus cheatsheets and a nice overview of what is said in each video lecture.
Udemy – AWS Certified Cloud Practitioner Practice Exams, created by Jon Bonso**, Tutorials Dojo**
These are some good prep exams, they ask the questions in a way that actually make you think about the related AWS Service. With only a few “Bullshit! That was asked in a confusing way” questions that popped up.
Pass AWS CCP. The score is beyond expected

I took CCP 2 days ago and got the pass notification right after submitting the answers. In about the next 3 hours I got an email from Credly for the badge. This morning I got an official email from AWS congratulating me on passing, the score is much higher than I expected. I took Stephane Maarek’s CCP course and his 6 demo exams, then Neal Davis’ 500 questions also. On all the demo exams, I took 1 fail and all passes with about 700-800. But in the real exam, I got 860. The questions in the real exam are kind of less verbose IMO, but I don’t truly agree with some people I see on this sub saying that they are easier.
Just a little bit of sharing, now I’ll find something to continue ^^Good luck with your own exams.
Passed the AWS Certified Cloud Practitioner (CLF-C01) Exam!

Passed the exam! Spent 25 minutes answering all the questions. Another 10 to review. I might come back and update this post with my actual score.
Background
– A year of experience working with AWS (e.g., EC2, Elastic Beanstalk, Route 53, and Amplify).
– Cloud development on AWS is not my strong suit. I just Google everything, so my knowledge is very spotty. Less so now since I studied for this exam.
Study stats
– Spent three weeks studying for the exam.
– Studied an hour to two every day.
– Solved 800-1000 practice questions.
– Took 450 screenshots of practice questions and technology/service descriptions as reference notes to quickly swift through on my phone and computer for review. Screenshots were of questions that I either didn’t know, knew but was iffy on, or those I believed I’d easily forget.
– Made 15-20 pages of notes. Chill. Nothing crazy. This is on A4 paper. Free-form note taking. With big diagrams. Around 60-80 words per page.
– I was getting low-to-mid 70%s on Neal Davis’s and Stephane Maarek’s practice exams. Highest score I got was an 80%.
– I got a 67(?)% on one of Stephane Maarek’s exams. The only sub-70% I ever got on any practice test. I got slightly anxious. But given how much harder Maarek’s exams are compared to the actual exam, the anxiety was undue.
– Finishing the practice exams on time was never a problem for me. I would finish all of them comfortably within 35 minutes.
Resources used
– AWS Cloud Practitioner Essentials on the AWS Training and Certification Portal
– AWS Certified Cloud Practitioner Practice Tests (Book) by Neal Davis
– 6 Practice Exams | AWS Certified Cloud Practitioner CLF-C01 by Stephane Maarek*
– Certified Cloud Practitioner Course by Exam Pro (Paid Version)**
– One or two free practice exams found by a quick Google search
*Regarding Exam Pro: I went through about 40% of the video lectures. I went through all the videos in the first few sections but felt that watching the lectures was too slow and laborious even at 1.5-2x speed. (The creator, for the most part, reads off of the slides, adding brief comments here and there.) So, I decided to only watch the video lectures for sections I didn’t have a good grasp on. (I believe the video lectures provided in the course are just split versions of the full length course available for free on YouTube under the freeCodeCamp channel, here.) The online course provides five practice exams. I did not take any of them.
**Regarding Stephane Maarek: I only took his practice exams. I did not take his study guide course.
Notes
– My study regimen (i.e., an hour to two every day for three weeks) was overkill.
– The questions on the practice exams created by Neal Davis and Stephane Maarek were significantly harder than those on the actual exam. I believe I could’ve passed without touching any of these resources.
– I retook one or two practice exams out of the 10+ I’ve taken. I don’t think there’s a need to retake the exams as long as you are diligent about studying the questions and underlying concepts you got wrong. I reviewed all the questions I missed on every practice exam the day before.
What would I do differently?
– Focus on practice tests only. No video lectures.
– Focus on the technologies domain. You can intuit your way through questions in the other domains.
– Chill

AWS SAA-C02 SAA-C03 Exam Prep Just passed SAA-C03, thoughts on it
Lots of the comments here about networking / VPC questions being prevalent are true. Also so many damn Aurora questions, it was like a presales chat.
The questions are actually quite detailed; as some had already mentioned. So pay close attention to the minute details Some questions you definitely have to flag for re-review.
It is by far harder than the Developer Associate exam, despite it having a broader scope. The DVA-C02 exam was like doing a speedrun but this felt like finishing off Sigrun on GoW. Ya gotta take your time.
I took the TJ practice exams. It somewhat helped, but having intimate knowledge of VPC and DB concepts would help more.
Passed SAA-C03 – Feedback

Just passed the SAA-C03 exam (864) and wanted to provide some feedback since that was helpful for me when I was browsing here before the exam.
I come from an IT background and have a strong knowledge in the VPC portion so that section was a breeze for me in the preparation process (I had never used AWS before this so everything else was new, but the concepts were somewhat familiar considering my background). I started my preparation about a month ago, and used the Mareek class on Udemy. Once I finished the class and reviewed my notes I moved to Mareek’s 6 practice exams (on Udemy). I wasn’t doing extremely well on the PEs (I passed on 4/6 of the exams with 70s grades) I reviewed the exam questions after each exam and moved on to the next. I also purchased Tutorial Dojo’s 6 exams set but only ended up taking one out of 6 (which I passed).
Overall the practice exams ended up being a lot harder than the real exam which had mostly the regular/base topics: a LOT of S3 stuff and storage in general, a decent amount of migration questions, only a couple questions on VPCs and no ML/AI stuff.
My Study Guide for passing the SAA-C03 exam

Sharing the study guide that I followed when I prepared for the AWS Certified Solutions Architect Associate SAA-C03 exam. I passed this test and thought of sharing a real exam experience in taking this challenging test.
First off: my background – I have 8 years of development.experience and been doing AWS for several project, both personally and at work. Studied for a total of 2 months. Focused on the official Exam Guide, and carefully studied the Task Statements and related AWS services.
SAA-C03 Exam PrepFor my exam prep, I bought the adrian cantrill video course, tutorialsdojo (TD) video course and practice exams. Adrian’s course is just right and highly educational but like others has said, the content is long and cover more than just the exam. Did all of the hands-on labs too and played around some machine learning services in my AWS account.
TD video course is short and a good overall summary of the topics items you’ve just learned. One TD lesson covers multiple topics so the content is highly concise. After I completed doing Adrian’s video course, I used TD’s video course as a refresher, did a couple of their hands-on labs then head on to their practice exams.
For the TD practice exams, I took the exam in chronologically and didn’t jumped back and forth until I completed all tests. I first tried all of the 7 timed-mode tests, and review every wrong ones I got on every attempt., then the 6 review-mode tests and the section/topic-based tests. I took the final-test mode roughly 3 times and this is by far one of the helpful feature of the website IMO. The final-test mode generates a unique set from all TD question bank, so every attempt is challenging for me. I also noticed that the course progress doesn’t move if I failed a specific test, so I used to retake the test that I failed.
The Actual SAA-C03 ExamThe actual AWS exam is almost the same with the ones in the TD tests where:
All of the questions are scenario-based
There are two (or more) valid solutions in the question, e.g:
Need SSL: options are ACM and self-signed URL
Need to store DB credentials: options are SSM Parameter Store and Secrets Manager
The scenarios are long-winded and asks for:
MOST Operationally efficient solution
MOST cost-effective
LEAST amount overhead
Overall, I enjoyed the exam and felt fully prepared while taking the test, thanks to Adrian and TD, but it doesn’t mean the whole darn thing is easy. You really need to put some elbow grease and keep your head lights on when preparing for this exam. Good luck to all and I hope my study guide helped out anyone who is struggling.
Another Passed SAA-C03?

Just another thread about passing the general exam? I passed SAA-C03 yesterday, would like to share my experience on how I earned the examination.
Background:
– graduate with networking background
– working experience on on-premise infrastructure automation, mainly using ansible, python, zabbix and etc.
– cloud experience, short period like 3-6 months with practice
– provisioned cloud application using terraform in azure and aws
Course that I used fully:
– AWS Certified Solutions Architect – Associate (SAA-C03) | learn.cantri (cantrill.io)
– AWS Certified Solutions Architect Associate Exam – SAA-C03 Study Path (tutorialsdojo.com)
Course that I used partially or little:
– Ultimate AWS Certified Solutions Architect Associate (SAA) | Udemy
– Practice Exams | AWS Certified Solutions Architect Associate | Udemy
Lab that I used:
– Free tier account with cantrill instruction
– Acloudguru lab and sandbox
– Percepio lab
Comment on course:
cantrill course is depth and lot of practical knowledge, like email alias and etc.. check in to know more
tutorialdojo practice exam help me filter the answer and guide me on correct answer. If I am wrong in specific topic, I rewatch cantrill video. However, there is some topics that not covered by cantrill but the guideline/review in practice exam will provide pretty much detail. I did all the other mode before the timed-based, after that get average 850 in timed-based exam, while scoring the final practice exam with 63/65. However, real examination is harder compared to practice exam in my opinion.
udemy course and practice exam, I go through some of them but I think the practice exam is quite hard compared to tutorialdojo.
lab – just get hand dirty and they will make your knowledge deep dive in your brain, my advice is try not only to do copy and paste lab but really read the description for each parameter in aws portal
Advice:
you need to know some general exam topics like how to:
– s3 private access
– ec2 availability
– kinesis product including firehose, data stream, blabla
– iam
My next target will be AWS SAP and CKA, still searching suitable material for AWS SAP but proposed mainly using acloudguru sandbox and homelab to learn the subject, practice with acantrill lab in github.
Good luck anyone!
Passed SAA

I wanted to give my personal experience. I have a background in IT, but I have never worked in AWS previous to 5 weeks ago. I got my Cloud Practitioner in a week and SAA after another 4 weeks of studying (2-4 hours a day). I used Cantril’s Course and Tutorials Dojo Practice Exams. I highly, highly recommend this combo. I don’t think I would have passed without the practice exams, as they are quite difficult. In my opinion, they are much more difficult than the actual exam. They really hit the mark on what kind of content you will see. I got a 777, and that’s with getting 70-80%’s on the practice exams. I probably could have done better, but I had a really rough night of sleep and I came down with a cold. I was really on the struggle bus halfway through the test.
I only had a couple of questions on ML / AI, so make sure you know the differences between them all. Lot’s of S3 and EC2. You really need to know these in and out.
My company is offering stipend’s for each certification, so I’m going straight to developer next.
Recently passed SAA-C03
Just passed my SAA-C03 yesterday with 961 points. My first time doing AWS certification. I used Cantrill’s course. Went through the course materials twice, and took around 6 months to study, but that’s mostly due to my busy schedule. I found his materials very detailed and probably go beyond what you’d need for the actual exam.
I also used Stephane’s practice exams on Udemy. I’d say it’s instrumental in my passing doing these to get used to the type of questions in the actual exams and review missing knowledge. Would not have passed otherwise.
Just a heads-up, there are a few things popped up that I did not see in the course materials or practice exams:
* Lake Formation: question about pooling data from RDS and S3, as well as controlling access.
* S3 Requester Pays: question about minimizing S3 data cost when sharing with a partner.
* Pinpoint journey: question about customer replying to SMS sent-out and then storing their feedback.
Not sure if they are graded or Amazon testing out new parts.
Cheers.
Another SAP-C01-Pass
Received my notification this morning that I passed 811.Prep Time: 10 weeks 2hrs a day
Materials: Neil Davis videos/practice exam Jon Bonso practice exams White papers Misc YouTube videos Some hands on
Prof Experience: 4 years AWS using main services as architect
AWS Certs: CCP-SSA-DVA-SAP(now)
Thoughts: Exam was way more familiar to me than the Developer Exam. I use very little AWS developer tools but mainly use core AWS services. Neil’s videos were very straightforward, easy to digest, and on point. I was able to watch most of the videos on a plane flight to Vegas.
After video series I started to hit his section based exams, main exam, notes, and followed up with some hands on. I was getting destroyed on some of the exams early on and had to rewatch and research the topics, writing notes. There is a lot of nuance and fine details on the topics, you’ll see this when you take the practice exam. These little details matter.
Bonso’s exam were nothing less than awesome as per usual. Same difficulty and quality as Neil Davis. Followed the same routine with section based followed by final exam. I believe Neil said to aim for 80’s on his final exams to sit for the exam. I’d agree because that’s where I was hitting a week before the exam (mid 80’s). Both Neil and Jon exams were on par with exam difficulty if not a shade more difficult.
The exam itself was very straightforward. My experience is the questions were not overly verbose and were straight to the point as compared to the practice exams I took. I was able to quickly narrow down the questions and make a selection. Flagged 8 questions along the way and had 30min to review all my answers. Unlike some people, I didn’t feel like it was a brain melter and actually enjoyed the challenge. Maybe I’m a sadist who knows.
Advice: Follow Neil’s plan, bone up on weak areas and be confident. These questions have a pattern based upon the domain. Doing the practice exams enough will allow you to see the pattern and then research will confirm your suspicions. You can pass this exam!
Good luck to those preparing now and god speed.
I Passed AWS Developer Associate Certification DVA-C01 Testimonials

AWS Developer Associate DVA-C01 Exam Prep Passed DVA-C01
Passed the certified developer associate this week.
Primary study was Stephane Maarek’s course on Udemy.
I also used the Practice Exams by Stephane Maarek and Abhishek Singh.
I used Stephane’s course and practice exams for the Solutions Architect Associate as well, and find his course does a good job preparing you to pass the exams.
The practice exams were more challenging than the actual exam, so they are a good gauge to see if you are ready for the exam.
Haven’t decided if I’ll do another associate level certification next or try for the solutions architect professional.
Cleared AWS Certified Developer – Associate (DVA-C01)
I cleared Developer associate exam yesterday. I scored 873.
Actual Exam Exp: More questions were focused on mainly on Lambda, API, Dynamodb, cloudfront, cognito(must know proper difference between user pool and identity pool)
3 questions I found were just for redis vs memecached (so maybe you can focus more here also to know exact use case& difference.) other topic were cloudformation, beanstalk, sts, ec2. Exam was mix of too easy and too tough for me. some questions were one liner and somewhere too long.Resources: The main resources I used was udemy. Course of Stéphane Maarek and practice exams of Neal Davis and Stéphane Maarek. These exams proved really good and they even helped me in focusing the area which I lacked. And they are up to the level to actual exam, I found 3-4 exact same questions in actual exam(This might be just luck ! ). so I feel, the course of stephane is more than sufficient and you can trust it. I have achieved solution architect associate previously so I knew basic things, so I took around 2 weeks for preparation and revised the Stephen’s course as much as possible. Parallelly I gave the mentioned exams as well, which guided me where to focus more.
Thanks to all of you and feel free to comment/DM me, if you think I can help you in anyway for achieving the same.
Another Passed Associate Developer Exam (DVA-C01)

Already had passed the Associate Architect Exam (SA-C03) 3 months ago, so I got much more relaxed to the exam, I did the exam with Pearson Vue at home with no problems. Used Adrian Cantrill for the course together with the TD exams.
Studied 2 weeks a 1-2 hours since there is a big overlap with the associate architect couse, even tho the exam has a different approach, more focused on the Serverless side of AWS. Lots of DynamoDB, Lambda, API Gateway, KMS, CloudFormation, SAM, SSO, Cognito (User Pool and Identity Pool), and IAM role/credentials best practices.
I do think in terms of difficulty it was a bit easier than the Associate Architect, maybe it is made up on my mind as it was my second exam so I went in a bit more relaxed.
Next step is going for the Associate Sys-Ops, I will use Adrian Cantrill and Stephane Mareek courses as it is been said that its the most difficult associate exam.
Mixture of Tutorial Dojo practice exams, A Cloud Guru course, Neal Davis course & exams helped a lot. Some unexpected questions caught me off guard but with educated guessing, due to the material I studied I was able to overcome them. It’s important to understand:
KMS Keys
AWS Owned Keys
AWS Managed KMS keys
Customer Managed Keys
asymmetrical
symmetrical
Imported key material
What services can use AWS Managed Keys
KMS Rotation Policies
Depending on the key matters the rotation that can be applied (if possible)
Key Policies
Grants (temporary access)
Cross-account grants
Permanent Policys
How permissions are distributed depending on the assigned principle
IAM Policy format
Principles (supported principles)
Conditions
Actions
Allow to a service (ARN or public AWS URL)
Roles
Secrets Management
Credential Rotation
Secure String types
Parameter Store
AWS Secrets Manager
Route 53
DNSSEC
DNS Logging
Network
AWS Network Firewall
AWS WAF (some questions try to trick you into thinking AWS Shield is needed instead)
AWS Shield
Security Groups (Stateful)
NACL (Stateless)
Ephemeral Ports
VPC FlowLogs
AWS Config
Rules
Remediation (custom or AWS managed)
AWS CloudTrail
AWS Organization Trails
Multi-Region Trails
Centralized S3 Bucket for multi-account log aggregation
AWS GuardDuty vs AWS Macie vs AWS Inspector vs AWS Detective vs AWS Security Hub
It gets more in depth, I’m willing to help anyone out that has questions. If you don’t mind joining my Discord to discuss amongst others to help each other out will be great. A study group community. Thanks. I had to repost because of a typo 🙁
Passed the Security Specialty

Passed Security Specialty yesterday.
Resources used were:
Adrian (for the labs), Jon (For the Test Bank),
Total time spent studying was about a week due to the overlap with the SA Pro I passed a couple weeks ago.
Now working on getting Networking Specialty before the year ends.
My longer term goal is to have all the certs by end of next year.

Advanced Networking – SpecialtyPassed AWS Certified advanced networking – Specialty ANS-C01 2 days ago
This was a tough exam.
Here’s what I used to get prepped:
Exam guide book by Kam Agahian and group of authors – this just got released and has all you need in a concise manual, it also included 3 practice exams, this is a must buy for future reference and covers ALL current exam topics including container networking, SD-WAN etc.
Stephane Maarek’s Udemy course – it is mostly up-to-date with the main exam topics including TGW, network firewall etc. To the point lectures with lots of hands-on demos which gives you just what you need, highly recommended as well!
Tutorial Dojos practice tests to drive it home – this helped me get an idea of the question wording, so I could train myself to read fast, pick out key words, compare similar answers and build confidence in my knowledge.
Crammed daily for 4 weeks (after work, I have a full time job + family) and went in and nailed it. I do have networking background (15+ years) and I am currently working as a cloud security engineer and I’m working with AWS daily, especially EKS, TGW, GWLB etc.
For those not from a networking background – it would definitely take longer to prep.
Good luck!

#Azure #AzureFundamentals #AZ900 #AzureTraining #LeranAzure #Djamgatech
Passed AZ-900, SC-900, AI-900, and DP-900 within 6 weeks!
What an exciting journey. I think AZ-900 is the hardest probably because it is my first Microsoft certification. Afterwards, the others are fair enough. AI-900 is the easiest.
I generally used Microsoft Virtual Training Day, Cloud Ready Skills, Measureup and John Savill’s videos. Having built a fundamental knowledge of the Cloud, I am planning to do AWS CCP next. Wish me luck!
Passed Azure Fundamentals
Hi all,
I passed my Azure fundamentals exam a couple of days ago, with a score of 900/1000. Been meaning to take the exam for a few months but I kept putting it off for various reasons. The exam was a lot easier than I thought and easier than the official Microsoft practice exams.
Study materials;
A Cloud Guru AZ-900 fundamentals course with practice exams
Official Microsoft practice exams
MS learning path
John Savill’s AZ-900 study cram, started this a day or two before my exam. (Highly Recommended) https://www.youtube.com/watch?v=tQp1YkB2Tgs&t=4s
Will be taking my AZ-104 exam next.
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Azure Administrator AZ104 Certification Exam Prep
Passed AZ-104 with about a 6 weeks prep
Resources =
John Savill’s AZ-104 Exam Cram + Master Class Tutorials Dojo Practice Exams
John’s content is the best out there right now for this exam IMHO. I watched the cram, then the entire master class, followed by the cram again.
The Tutorials Dojo practice exams are essential. Some questions on the actual exam where almost word-for-word what I saw on the exam.
Question:
What’s everyone using for the AZ-305? Obviously, already using John’s content, and from what I’ve read the 305 isn’t too bad.
Thoughts?
Passed the AZ-140 today!!
I passed the (updated?) AZ-140, AVD specialty exam today with an 844. First MS certification in the bag!
Edited to add: This video series from Azure Academy was a TON of help.
https://youtube.com/playlist?list=PL-V4YVm6AmwW1DBM25pwWYd1Lxs84ILZT
Passed DP-900
I am pretty proud of this one. Databases are an area of IT where I haven’t spent a lot of time, and what time I have spent has been with SQL or MySQL with old school relational databases. NoSQL was kinda breaking my brain for a while.
Study Materials:
Microsoft Virtual Training Day, got the voucher for the free exam. I know several people on here said that was enough for them to pass the test, but that most certainly was not enough for me.
Exampro.co DP-900 course and practice test. They include virtual flashcards which I really liked.
Whizlabs.com practice tests. I also used the course to fill in gaps in my testing.
Passed AI-900! Tips & Resources Included!!

Huge thanks to this subreddit for helping me kick start my Azure journey. I have over 2 decades of experience in IT and this is my 3rd Azure certification as I already have AZ-900 and DP-900.
Here’s the order in which I passed my AWS and Azure certifications:
SAA>DVA>SOA>DOP>SAP>CLF|AZ-900>DP-900>AI-900
I have no plans to take this certification now but had to as the free voucher is expiring in a couple of days. So I started preparing on Friday and took the exam on Sunday. But give it more time if you can.
Here’s my study plan for AZ-900 and DP-900 exams:
finish a popular video course aimed at the cert
watch John Savill’s study/exam cram
take multiple practice exams scoring in 90s
This is what I used for AI-900:
Alan Rodrigues’ video course (includes 2 practice exams) 👌
John Savill’s study cram 💪
practice exams by Scott Duffy and in 28Minutes Official 👍
knowledge checks in AI modules from MS learn docs 🙌
I also found the below notes to be extremely useful as a refresher. It can be played multiple times throughout your preparation as the exam cram part is just around 20 minutes.
https://youtu.be/utknpvV40L0 👏
Just be clear on the topics explained by the above video and you’ll pass AI-900. I advise you to watch this video at the start, middle and end of your preparation. All the best in your exam
Just passed AZ-104
I recommend to study networking as almost all of the questions are related to this topic. Also, AAD is a big one. Lots of load balancers, VNET, NSGs.
Received very little of this:
Containers
Storage
Monitoring
I passed with a 710 but a pass is a pass haha.
Used tutorial dojos but the closest questions I found where in the Udemy testing exams.
Regards,
Passed GCP Professional Cloud Architect

First of all, I would like to start with the fact that I already have around 1 year of experience with GCP in depth, where I was working on GKE, IAM, storage and so on. I also obtained GCP Associate Cloud Engineer certification back in June as well, which helps with the preparation.
I started with Dan Sullivan’s Udemy course for Professional Cloud Architect and did some refresher on the topics I was not familiar with such as BigTable, BigQuery, DataFlow and all that. His videos on the case studies helps a lot to understand what each case study scenario requires for designing the best cost-effective architecture.
In order to understand the services in depth, I also went through the GCP documentation for each service at least once. It’s quite useful for knowing the syntax of the GCP commands and some miscellaneous information.
As for practice exam, I definitely recommend Whizlabs. It helped me prepare for the areas I was weak at and helped me grasp the topics a lot faster than reading through the documentation. It will also help you understand what kind of questions will appear for the exam.
I used TutorialsDojo (Jon Bonso) for preparation for Associate Cloud Engineer before and I can attest that Whizlabs is not that good. However, Whizlabs still helps a lot in tackling the tough questions that you will come across during the examination.
One thing to note is that, there wasn’t even a single question that was similar to the ones from Whizlabs practice tests. I am saying this from the perspective of the content of the questions. I got totally different scenarios for both case study and non case study questions. Many questions focused on App Engine, Data analytics and networking. There were some Kubernetes questions based on Anthos, and cluster networking. I got a tough question regarding storage as well.
I initially thought I would fail, but I pushed on and started tackling the multiple-choices based on process of elimination using the keywords in the questions. 50 questions in 2 hours is a tough one, especially due to the lengthy questions and multiple choices. I do not know how this compares to AWS Solutions Architect Professional exam in toughness. But some people do say GCP professional is tougher than AWS.
All in all, I still recommend this certification to people who are working with GCP. It’s a tough one to crack and could be useful for future prospects. It’s a bummer that it’s only valid for 2 years.
Passed GCP: Cloud Digital Leader
Hi everyone,
First, thanks for all the posts people share. It helps me prep for my own exam. I passed the GCP: Cloud Digital Leader exam today and wanted to share a few things about my experience.
Preparation
I have access to ACloudGuru (AGU)and Udemy through work. I started one of the Udemy courses first, but it was clear the course was going beyond the scope of the Cloud Digital Leader certification. I switched over AGU and enjoyed the content a lot more. The videos were short and the instructor hit all the topics on the Google exam requirements sheet.
AGU also has three – 50 question practices test. The practice tests are harder than the actual exam (and the practice tests aren’t that hard).
I don’t know if someone could pass the test if they just watched the videos on Google Cloud’s certification site, especially if you had no experience with GCP.
Overall, I would say I spent 20 hrs preparing for the exam. I have my CISSP and I’m working on my CCSP. After taking the test, I realized I way over prepared.
Exam Center
It was my first time at this testing center and I wasn’t happy with the experience. A few of the issues I had are:
– My personal items (phone, keys) were placed in an unlocked filing cabinet
– My desk are was dirty. There were eraser shreds (or something similar) and I had to move the keyboard and mouse and brush all the debris out of my work space
– The laminated sheet they gave me looked like someone had spilled Kool-Aid on it
– They only offered earplugs, instead of noise cancelling headphones
Exam
My recommendation for the exam is to know the Digital Transformation piece as well as you know all the GCP services and what they do.
I wish you all luck on your future exams. Onto GCP: Associate Cloud Engineer.
Passed the Google Cloud: Associate Cloud Engineer
Hey all, I was able to pass the Google Cloud: Associate Cloud Engineer exam in 27 days.
I studied about 3-5 hours every single day.
I created this note to share with the resources I used to pass the exam.
Happy studying!
GCP ACE Exam Aced
Hi folks,
I am glad to share with you that I have cleared by GCP ACE exam today and would like to share my preparation with you:
1)I completed these courses from Coursera:
1.1 Google Cloud Platform Fundamentals – Core Infrastructure
1.2 Essential Cloud Infrastructure: Foundation
1.3 Essential Cloud Infrastructure: Core Services
1.4 Elastic Google Cloud Infrastructure: Scaling and Automation
Post these courses, I did couple of QwikLab courses as listed in orderly manner:
2 Getting Started: Create and Manage Cloud Resources (Qwiklabs Quest)
2.1 A Tour of Qwiklabs and Google Cloud
2.2 Creating a Virtual Machine
2.2 Compute Engine: Qwik Start – Windows
2.3 Getting Started with Cloud Shell and gcloud
2.4 Kubernetes Engine: Qwik Start
2.5 Set Up Network and HTTP Load Balancers
2.6 Create and Manage Cloud Resources: Challenge Lab
3 Set up and Configure a Cloud Environment in Google Cloud (Qwiklabs Quest)
3.1 Cloud IAM: Qwik Start
3.2 Introduction to SQL for BigQuery and Cloud SQL
3.3 Multiple VPC Networks
3.4 Cloud Monitoring: Qwik Start
3.5 Deployment Manager – Full Production [ACE]
3.6 Managing Deployments Using Kubernetes Engine
3.7 Set Up and Configure a Cloud Environment in Google Cloud: Challenge Lab
4 Kubernetes in Google Cloud (Qwiklabs Quest)
4.1 Introduction to Docker
4.2 Kubernetes Engine: Qwik Start
4.3 Orchestrating the Cloud with Kubernetes
4.4 Managing Deployments Using Kubernetes Engine
4.5 Continuous Delivery with Jenkins in Kubernetes Engine
Post these courses I did the following for mock exam preparation:
Jon Bonso Tutorial Dojo -GCP ACE preparation
Udemy course:
And yes folks this took me 3 months to prepare. So take your time and prepare it.
#djamgatech #aws #azure #gcp #ccp #az900 #saac02 #saac03 #az104 #azai #dasc01 #mlsc01 #scsc01 #azurefundamentals #awscloudpractitioner #solutionsarchitect #datascience #machinelearning #azuredevops #awsdevops #az305 #ai900 #DP900 #GCPACE
Comparison of AWS vs Azure vs Google
Cloud computing has revolutionized the way companies develop applications. Most of the modern applications are now cloud native. Undoubtedly, the cloud offers immense benefits like reduced infrastructure maintenance, increased availability, cost reduction, and many others.
However, which cloud vendor to choose, is a challenge in itself. If we look at the horizon of cloud computing, the three main providers that come to mind are AWS, Azure, and Google cloud. Today, we will compare the top three cloud giants and see how they differ. We will compare their services, specialty, and pros and cons. After reading this article, you will be able to decide which cloud vendor is best suited to your needs and why.
History and establishment
AWS
AWS is the oldest player in the market, operating since 2006. Here’s a brief history of AWS and how computing has changed. Being the first in the cloud industry, it has gained a particular advantage over its competitors. It offers more than 200+ services to its users. Some of its notable clients include:
- Netflix
- Expedia
- Airbnb
- Coursera
- FDA
- Coca Cola
Azure
Azure by Microsoft started in 2010. Although it started four years later than AWS, it is catching up quite fast. Azure is Microsoft’s public cloud platform which is why many companies prefer to use Azure for their Microsoft-based applications. It also offers more than 200 services and products. Some of its prominent clients include:
- HP
- Asus
- Mitsubishi
- 3M
- Starbucks
- CDC (Center of Disease Control) USA
- National health service (NHS) UK
Google Cloud also started in 2010. Its arsenal of cloud services is relatively smaller compared to AWS or Azure. It offers around 100+ services. However, its services are robust, and many companies embrace Google cloud for its specialty services. Some of its noteworthy clients include:
- PayPal
- UPS
- Toyota
- Spotify
- Unilever
Market share & growth rate
If you look at the market share and growth chart below, you will notice that AWS has been leading for more than four years. Azure is also expanding fast, but it is still has a long way to go to catch up with AWS.
However, in terms of revenue, Azure is ahead of AWS. In Q1 2022, AWS revenue was $18.44 billion; Azure earned $23.4 billion, while Google cloud earned $5.8 billion.
Availability Zones (Data Centers)
When comparing cloud vendors, it is essential to see how many regions and availability zones are offered. Here is a quick comparison between all three cloud vendors in terms of regions and data centers:
AWS
AWS operates in 25 regions and 81 availability zones. It offers 218+ edge locations and 12 regional edge caches as well. You can utilize the edge location and edge caches in services like AWS Cloudfront and global accelerator, etc.
Azure
Azure has 66 regions worldwide and a minimum of three availability zones in each region. It also offers more than 116 edge locations.
Google has a presence in 27 regions and 82 availability zones. It also offers 146 edge locations.
Although all three cloud giants are continuously expanding. Both AWS and Azure offer data centers in China to specifically cater for Chinese consumers. At the same time, Azure seems to have broader coverage than its competitors.
Comparison of common cloud services
Let’s look at the standard cloud services offered by these vendors.
Compute
Amazon’s primary compute offering is EC2 instances, which are very easy to operate. Amazon also provides a low-cost option called “Amazon lightsail” which is a perfect fit for those who are new to computing and have a limited budget. AWS charges for EC2 instances only when you are using them. Azure’s compute offering is also based on virtual machines. Google is no different and offers virtual machines in Google’s data centers. Here’s a brief comparison of compute offerings of all three vendors:
Storage
All three vendors offer various forms of storage, including object-based storage, cold storage, file-based storage, and block-based storage. Here’s a brief comparison of all three:
Database
All three vendors support managed services for databases. They also offer NoSQL as well as document-based databases. AWS also provides a proprietary RDBMS named “Aurora”, a highly scalable and fast database offering for both MySQL and PostGreSQL. Here’s a brief comparison of all three vendors:
Comparison of Specialized services
All three major cloud providers are competing with each other in the latest technologies. Some notable areas of competition include ML/AI, robotics, DevOps, IoT, VR/Gaming, etc. Here are some of the key specialties of all three vendors.
AWS
Being the first and only one in the cloud market has many benefits, and Amazon has certainly taken advantage of that. Amazon has advanced specifically in AI and machine learning related tools. AWS DeepLens is an AI-powered camera that you can use to develop and deploy machine learning algorithms. It helps you with OCR and image recognition. Similarly, Amazon has launched an open source library called “Gluon” which helps with deep learning and neural networks. You can use this library to learn how neural networks work, even if you lack any technical background. Another service that Amazon offers is SageMaker. You can use SageMaker to train and deploy your machine learning models. It contains the Lex conversational interface, which is the backbone of Alexa, Lambda, and Greengrass IoT messaging services.
Another unique (and recent) offering from AWS is IoT twinmaker. This service can create digital twins of real-world systems like factories, buildings, production lines, etc.
AWS is even providing a service for Quantum computing called AWS Braket.
Azure
Azure excels where you are already using some Microsoft products, especially on-premises Microsoft products. Organizations already using Microsoft products prefer to use Azure instead of other cloud vendors because Azure offers a better and more robust integration with Microsoft products.
Azure has excellent services related to ML/AI and cognitive services. Some notable services include Bing web search API, Face API, Computer vision API, text analytics API, etc.
Google is the current leader of all cloud providers regarding AI. This is because of their open-source Google library TensorFlow, the most popular library for developing machine learning applications. Vertex AI and BigQueryOmni are also beneficial services offered lately. Similarly, Google offers rich services for NLP, translation, speech, etc.
Pros and Cons
Let’s summarize the pros and cons for all three cloud vendors:
AWS
Pros:
- An extensive list of services
- Huge market share
- Support for large businesses
- Global reach
Cons:
- Pricing model. Many companies struggle to understand the cost structure. Although AWS has improved the UX of its cost-related reporting in the AWS console, many companies still hesitate to use AWS because of a perceived lack of cost transparency
Azure
Pros:
- Excellent integration with Microsoft tools and software
- Broader feature set
- Support for open source
Cons:
- Geared towards enterprise customers
Pros:
- Strong integration with open source tools
- Flexible contracts
- Good DevOps services
- The most cost-efficient
- The preferred choice for startups
- Good ML/AI-based services
Cons:
- A limited number of services as compared to AWS and Azure
- Limited support for enterprise use cases
Career Prospects
Keen to learn which vendor’s cloud certification you should go for ? Here is a brief comparison of the top three cloud certifications and their related career prospects:
AWS
As mentioned earlier, AWS has the largest market share compared to other cloud vendors. That means more companies are using AWS, and there are more vacancies in the market for AWS-certified professionals. Here are main reasons why you would choose to learn AWS:
- Market leader in cloud
- AWS Certifications are highly sought after
- Extensive AWS training material is available
- Easier to learn when first starting out
- Good documentation of services
Azure
Azure is the second largest cloud service provider. It is ideal for companies that are already using Microsoft products. Here are the top reasons why you would choose to learn Azure:
- Ideal for experienced user of Microsoft services
- Azure certifications rank among the top paying IT certifications
- If you’re applying for a company that primarily uses Microsoft Services
Although Google is considered an underdog in the cloud market, it is slowly catching up. Here’s why you may choose to learn GCP.
- While there are fewer job postings, there is also less competition in the market
- GCP certifications rank among the top paying IT certifications
Most valuable IT Certifications
Keen to learn about the top paying cloud certifications and jobs? If you look at the annual salary figures below, you can see the average salary for different cloud vendors and IT companies, no wonder AWS is on top. A GCP cloud architect is also one of the top five. The Azure architect comes at #9.
Which cloud certification to choose depends mainly on your career goals and what type of organization you want to work for. No cloud certification path is better than the other. What matters most is getting started and making progress towards your career goals. Even if you decide at a later point in time to switch to a different cloud provider, you’ll still benefit from what you previously learned.
Over time, you may decide to get certified in all three – so you can provide solutions that vary from one cloud service provider to the next.
Don’t get stuck in analysis-paralysis! If in doubt, simply get started with AWS certifications that are the most sought-after in the market – especially if you are at the very beginning of your cloud journey. The good news is that you can become an AWS expert when enrolling in our value-packed training.
Further Reading
You may also be interested in the following articles:
https://digitalcloud.training/entry-level-cloud-computing-jobs-roles-and-responsibilities/https://digitalcloud.training/aws-vs-azure-vs-google-cloud-certifications-which-is-better/https://digitalcloud.training/10-tips-on-how-to-enter-the-cloud-computing-industry/https://digitalcloud.training/top-paying-cloud-certifications-and-jobs/https://digitalcloud.training/are-aws-certifications-worth-it/
Source:
https://digitalcloud.training/comparison-of-aws-vs-azure-vs-google/
- ms900 or ab900by /u/ParsleyBrave5057 (Microsoft Azure Certifications) on December 4, 2025 at 11:23 pm
I just completed az900 and my plan was to originally do ms900 and then ai 900 but with the introduction of ab900 which covers ai and 365 both, would it make more sense to just do ab900? any thoughts? submitted by /u/ParsleyBrave5057 [link] [comments]
- Has anyone here taken the AB-900 yet?by /u/LastCraft5004 (Microsoft Azure Certifications) on December 4, 2025 at 10:04 pm
Has anyone here taken the AB-900 yet? How was the exam, and what study resources would you recommend? I’m thinking about going for it, but since it’s so new, there isn’t much information out there. Curious to hear what your experience was and how you prepared. submitted by /u/LastCraft5004 [link] [comments]
- Moving Certificationsby /u/MrWaterTower (Microsoft Azure Certifications) on December 4, 2025 at 11:38 am
Hello all, Does anyone have any experience with moving certifications from a work account to a personal account? I can't seem to find any up to date documentation on it that doesn't end in dead links. Thanks! submitted by /u/MrWaterTower [link] [comments]
- MS Learn in Azure examsby /u/scruffy_Me (Microsoft Azure Certifications) on December 4, 2025 at 11:10 am
It has just been brought to my attention that you can access MS learn in an exam. I am planning on sitting the AZ-305 and just wondered are there any tops tip s on using MS learn in an exam situation. someone mentioned using Ctrl + F but are ther any other things i should be aware of or is there a link anywhere where I can do a practice exam with MS learn enabled? submitted by /u/scruffy_Me [link] [comments]
- What should I do about AZ-104? Any tips. Really confused.by /u/Separate-Entry3219 (Microsoft Azure Certifications) on December 4, 2025 at 4:15 am
I have passed my AZ-900 on November 26, 2025. I am planning on sitting for AZ-104 on January, or February 1st week max. Can you guys tell me how can I prepare myself? TIA. submitted by /u/Separate-Entry3219 [link] [comments]
- AZ-900 Exam Advice? Test in a Few Days and Feeling Nervous.by /u/Fantastic-Being-7186 (Microsoft Azure Certifications) on December 4, 2025 at 1:09 am
Hey guys, I’m planning to take the AZ-900 in about 4–5 days, and I’ve been studying for a little over a month. I’ve gone through all the Microsoft Learn modules, completed some labs, and watched a few YouTube videos. My last MS Learn practice exam score was an 88%, and on other practice tests I’ve been scoring anywhere between 70–80%. I’m still a bit nervous because I’ve heard the real exam can include tricky questions and sometimes covers material that isn’t explicitly mentioned in the MS Learn modules. For those of you who’ve taken it recently, do you have any advice, tips, or insight on how I can best prepare in these final days? Any guidance would be really appreciated! submitted by /u/Fantastic-Being-7186 [link] [comments]
- Just passed my AI-102 after only a week of studying!by /u/LastCraft5004 (Microsoft Azure Certifications) on December 4, 2025 at 12:46 am
Honestly, people make it sound way more intimidating than it needs to be. For context, I took and passed the AI-900 last week, which gave me a solid foundation in the Azure AI ecosystem. Going into AI-102, the key was really understanding how to provision the services—whether self-hosted or not—plus the basic deployment/retraining steps, and the structure of the SDKs and APIs. Once you grasp that, you’re in good shape. And of course, Microsoft Learn is super helpful… even if half the SDK/API reference links are blocked within the exam 😅😅 submitted by /u/LastCraft5004 [link] [comments]
- AZ-500 John Savill playlist - 1-7 year old videos. Still good?by /u/cybersecguy9000 (Microsoft Azure Certifications) on December 3, 2025 at 9:05 pm
Are the videos for Az-500 still good from John Savill? I assume the older ones just haven't needed to be updated and his videos were great for az-900 but much more recent. Are his videos still good for Az-500? submitted by /u/cybersecguy9000 [link] [comments]
- Question about the practicality behind certificationsby /u/RazeThe2nd (Microsoft Azure Certifications) on December 3, 2025 at 8:00 pm
I'm entering into the IT field and I feel like every time I take one step into a field (network engineering, cyber security etc) someone hits you with the "You won't find a job with only a CCNA/insert cert name here. I'm really trying to find an entry level job in IT that isn't help desk as it just doesn't pay enough to cover bills and I really want to look at something that can help me grow a long term career overtime. I don't have any direct professional IT experience, however have a lot of experience as a hobbyist messing around at home (memory manipulation, software engineering, c++, python, hardware/software troubleshooting etc). If I was to get the AZ900, is that going to get me even a basic entry level job (like 50k a year)? Or if I step up to the AZ104 am I going to have a much easier time finding work? I'm not picky about what I'd be doing or even if it's grunt work, I just want a job that will help me build a career and allow me to learn more about it and hoping to get some guidance on the practicality of Azure as well as the saturation of the job market. submitted by /u/RazeThe2nd [link] [comments]
- My Experience with DP 600 - how i passed DP600, what worked, and what matteredby /u/Equal-Box-221 (Microsoft Azure Certifications) on December 3, 2025 at 4:03 pm
https://preview.redd.it/uxkllqg3v45g1.png?width=1692&format=png&auto=webp&s=1326f23498504a99f24fdd362d5d971e8e733a2c DP600 how i passed, here is my genuine expereince. When I first picked up DP-600 (Fabric Analytics Engineer), I was honestly confused if it would even help in my day-to-day work. Fabric felt huge, the tooling felt “all over the place,” and the exam blueprint looked way more like an ecosystem than a single cert. When I did some research, I had recommendations for this particular course, which also fit in my learning style. I signed up for “Exam Prep DP-600: Microsoft Fabric Analytics Engineer Specialist” on Coursera by Whizlabs. It was a great start, gave me clarity, confidence, and a real hands-on understanding. With that, a big shoutout to Will Needham, his posts & insights on Fabric, semantic modelling, and analytics engineering genuinely sharpened my thinking. I used the following resources for my DP 600 preparation I mostly used Will Needham’s content to sharpen my thinking around modelling, governance, and optimisation. The way he breaks down architecture decisions helped me compare what I was learning with how things actually work in real-world Fabric environments. His examples explained why Fabric behaves a certain way—not just how—and that kept me grounded in real best practices instead of drifting into theory-only prep. Coursera by Whizlabs (DP-600 course) It was super structured. Handles the messy bits of Fabric calmly, lakehouses, warehouses, pipelines, modelling, DAX, capacity, everything. The labs + guided examples made the exam topics feel real. Microsoft Learn + Docs The official learning paths are surprisingly accurate. Don’t and never skip the official practice questions; they expose blind spots you didn’t know you had. Whizlabs Practice Tests & Labs This was the game-changer for me. Scenario-based questions + hands-on labs helped me think like a real Fabric engineer. Focus Areas: Analytics Environment & Governance: workspace security & governance, item-level permissions, row/column/object-level controls, sensitivity labels, version control, deployment pipelines, workspace settings & capacity management. Data Ingestion, Storage & Processing: lakehouses, data warehouses, warehouses vs lakehouse/warehouse choices, data ingestion pipelines (notebooks, Spark, dataflows, pipelines), data transformation, schema design (star schema / denormalised), data enrichment, deduplication, data quality. Semantic Models & Data Modelling: designing semantic models (star schema, relationships, many-to-many/bridge tables), storage mode decisions (Direct Lake, materialised, etc.), composite models, incremental refresh, model optimisation, DAX measures/calculations, calculation groups, performance tuning. Data Querying & Analytics: querying data with SQL, KQL, DAX; data exploration; building reports/analytics pipelines; using semantic models or lakehouse/warehouse data; facilitating analytics workloads over large datasets. Performance, Scalability & Lifecycle Management: manage data pipelines, deployment pipelines, branching/version control, impact analysis of downstream dependencies, versioning of semantic models, gateway/dataflow settings, incremental refresh - ensuring analytics solutions scale and remain maintainable. Hands-on practice: Analytics Environment & Governance → Hands-on: workspace setup, permissions, security, deployment pipelines Data Ingestion & Storage → Hands-on: ingestion pipelines, Data Lakehouse/Warehouse creation, Spark/dataflow/notebook ingestion & transformation Semantic Modelling & Optimisation → Hands-on: build star-schema models, measures, storage modes, incremental refresh Querying & Analytics → Hands-on: use SQL/KQL/DAX across different data stores, compare query performance Lifecycle Management & Performance → Hands-on: version control + deployment, impact analysis, performance tuning based on data volume. The DP 600 is a DIY analytics engineering exam, and less or almost none of memorising. The cert genuinely made my analytics workflows smoother. If you’re preparing, I hope this helps you skip the confusion and dive into the parts that actually matter. You’ve totally got this! submitted by /u/Equal-Box-221 [link] [comments]
- New Microsoft Learn video course for SC-300 on YouTubeby /u/slkth (Microsoft Azure Certifications) on December 3, 2025 at 2:52 pm
Passed for my SC-300 exam today! Really had low expectations, but managed to do it. Only found out yesterday about a new Microsoft Learn video course on SC-300. Can surely recommend it as part of your training! Excellent trainer and clear explanations. submitted by /u/slkth [link] [comments]
- AZ-700 planned in 2 weeksby /u/LifeBig5025 (Microsoft Azure Certifications) on December 3, 2025 at 2:38 pm
I have my AZ-700 exam planned two weeks from now. I've finished the Ms Learn documentation, John Savill's AZ-700 Playlist and a idemy course by John Christopher. Does anyone have any tips on exam material, additional preparation, or any tips on the difficulty of the exam? Thanks! 🙂 submitted by /u/LifeBig5025 [link] [comments]
- Vouchers not released from SkillUpWithLevelUpby /u/Kwabena_twumasi (Microsoft Azure Certifications) on December 3, 2025 at 2:00 pm
Hello guys, I have completed two learning paths ie. AZ 305 and AZ 400. However, I only got a voucher for AZ 305, and it's been more than a month counting from 27th October 2025 when I completed and applied to receive another voucher for AZ 400. I have been going back and forth with Technofocus and MsEvents email and this was the last message I received from them. https://preview.redd.it/hn1ipzm9wz4g1.png?width=2369&format=png&auto=webp&s=d5ae6b4417f259d06fa722fe67f2f75a8a2242b2 Has anyone received two vouchers or what? I want to know because I need to get the voucher to write these exams. Anyone to help? submitted by /u/Kwabena_twumasi [link] [comments]
- How many hours for DP700by /u/Fair-Bookkeeper-1833 (Microsoft Azure Certifications) on December 3, 2025 at 1:18 pm
Title, I know it differs from person to person and background, but just want an estimate. is going through learning path enough? submitted by /u/Fair-Bookkeeper-1833 [link] [comments]
- Cleared DP900 Certification 🤌by /u/Former-Reserve8743 (Microsoft Azure Certifications) on December 3, 2025 at 12:25 pm
I’m happy to share that I’ve successfully completed the Microsoft DP-900 Certification today! Here are the resources I used to prepare: 1️⃣ Microsoft Learn – A great starting point that covers all topics thoroughly, end to end. 2️⃣ Microsoft Practice Tests – Helped me assess my understanding and identify weak areas. 3️⃣ YouTube (Cloud Guru Amit) – His practice question videos were extremely helpful for final preparation. submitted by /u/Former-Reserve8743 [link] [comments]
- Where to start job search?by /u/NotTJButCJ (Microsoft Azure Certifications) on December 3, 2025 at 6:49 am
Just posted a few hours ago about passing AZ-104 and I’m thrilled but also a bit confused on where to go from here. Please read all of this before just auto replying help desk haha. Here’s my predicament. I’m a software engineer with a BS in CS and almost 4 YoE but not any in azure. I make ~90k and can NOT afford a paycut with my family + mortgage. Because of this it feels like help desk is just kind of out of the question for me. I have a large opportunity to possibly start getting azure experience at work, but nothings guaranteed cause we don’t use it too much. Is my best bet to just wait and hope something good comes along or would getting an expert cert help or am I just out of luck? submitted by /u/NotTJButCJ [link] [comments]
- Az104 with 4 seconds left on the clock 😭by /u/NotTJButCJ (Microsoft Azure Certifications) on December 3, 2025 at 12:54 am
Tutorial dojo, ChatGPT, and YouTube! This was harder than when I got my bachelors in 4 months. submitted by /u/NotTJButCJ [link] [comments]
- Practice resources for Azure Portalby /u/fantastico_81 (Microsoft Azure Certifications) on December 2, 2025 at 6:21 pm
Hi everyone, So looking at my career, I'm thinking of going towards the DevOps path and so started studying for the same. The microsoft learn path says AZ-900 ->AZ-104/204 -> AZ-400. I passed AZ-900 three weeks ago and targetting 204 next. But starting from this level, we need hands on to get to know things; how they work. Azure subscription is paid and I can't afford whatever it may be as anything in USD is anyways too much for me. Do you guys know any platform/website where we can practice doing stuff listed in Microsoft Learn for free/at low cost? I'd like to play, get to know it as I want to honestly understand this. My organization will pay for the exam vouchers but preparing for same is up to us. And best preparation would be when we have done some hands-on on the material listed in Microsoft Learn path. Requesting your advice on the same. submitted by /u/fantastico_81 [link] [comments]
- Can you pass Az-104 exam by luck?by /u/Pleasant-Ad1529 (Microsoft Azure Certifications) on December 2, 2025 at 4:29 pm
Today I had my Az-104 Exam and I passed with 7xx points. When I pressed submit I was sure it's a fail and it would be around 5xx/6xx but didn't feel like I was going to pass. When I saw the congratulations and you passed I didn't know what to believe, was the exam that easy that even I could pass, or did I get lucky. I was ecstatic in the moment and celebrated with my close ones in the first half an hour. But I am not sure if I really deserved it? I have been very bad with studying consistently in the past 3 months, barely taking any practice tests or completing them... I have been doing a lot of things at work which I didn't know before and that helped a lot I would say, but not at the breadth of Az-104, just some parts of it. I crammed for it from 11pm until 4am and then i had 3 hours of sleep and took the exam. What I'm trying to say, is it possible that I got lucky and I had good instincts on the answers cause I would say I was confused about half of the questions and now I feel like an imposter... TL;DR: I passed the AZ-104 even though I felt underprepared, relied on last-minute cramming, and was unsure about many questions. Now I’m wondering if I just got lucky and feeling some imposter syndrome about deserving the pass. submitted by /u/Pleasant-Ad1529 [link] [comments]
- Upskill for the holidays: Check out no-cost AI training nowby (Training & Certifications) on December 2, 2025 at 2:00 pm
It’s the most wonderful time of the year to learn new skills in AI and more. Given the growing skills gap, our research with Ipsos shows that 70% of professionals set a goal to boost their knowledge in AI, machine learning, and generative AI over the next two years. Crucially, 65% prefer learning directly from industry experts to get relevant guidance. Why not use this holiday season to invest in yourself? Explore no cost courses and hands-on labs from Google Cloud experts, available on Google Skills. We’ve designed these trainings for everyone. You’ll find hands-on labs for technical practitioners, strategic courses for leaders driving AI adoption, tutorials and primers for non-technical workers and skill badges to showcase the skills you’ve attained. There’s lots to explore on Google Skills, though knowing how busy everyone is — especially during the holiday season — we wanted to highlight a dozen promising courses and labs below for both technical and general learners. aside_block <ListValue: [StructValue([('title', 'The gift of no-cost AI learning'), ('body', <wagtail.rich_text.RichText object at 0x7f22b5196070>), ('btn_text', ''), ('href', ''), ('image', None)])]> For technical learners Whether you’re a beginner or an expert, these hands-on labs and courses give you the knowledge to apply AI immediately in your projects. You’ll learn practical applications — from fine-tuning models to deploying remote agents — and enjoy the gift of 35 free monthly credits. The best part? Our labs provide a sandbox environment so you can learn Google Cloud skills using the real thing. 1. 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List of Freely available programming books - What is the single most influential book every Programmers should read
- Bjarne Stroustrup - The C++ Programming Language
- Brian W. Kernighan, Rob Pike - The Practice of Programming
- Donald Knuth - The Art of Computer Programming
- Ellen Ullman - Close to the Machine
- Ellis Horowitz - Fundamentals of Computer Algorithms
- Eric Raymond - The Art of Unix Programming
- Gerald M. Weinberg - The Psychology of Computer Programming
- James Gosling - The Java Programming Language
- Joel Spolsky - The Best Software Writing I
- Keith Curtis - After the Software Wars
- Richard M. Stallman - Free Software, Free Society
- Richard P. Gabriel - Patterns of Software
- Richard P. Gabriel - Innovation Happens Elsewhere
- Code Complete (2nd edition) by Steve McConnell
- The Pragmatic Programmer
- Structure and Interpretation of Computer Programs
- The C Programming Language by Kernighan and Ritchie
- Introduction to Algorithms by Cormen, Leiserson, Rivest & Stein
- Design Patterns by the Gang of Four
- Refactoring: Improving the Design of Existing Code
- The Mythical Man Month
- The Art of Computer Programming by Donald Knuth
- Compilers: Principles, Techniques and Tools by Alfred V. Aho, Ravi Sethi and Jeffrey D. Ullman
- Gödel, Escher, Bach by Douglas Hofstadter
- Clean Code: A Handbook of Agile Software Craftsmanship by Robert C. Martin
- Effective C++
- More Effective C++
- CODE by Charles Petzold
- Programming Pearls by Jon Bentley
- Working Effectively with Legacy Code by Michael C. Feathers
- Peopleware by Demarco and Lister
- Coders at Work by Peter Seibel
- Surely You're Joking, Mr. Feynman!
- Effective Java 2nd edition
- Patterns of Enterprise Application Architecture by Martin Fowler
- The Little Schemer
- The Seasoned Schemer
- Why's (Poignant) Guide to Ruby
- The Inmates Are Running The Asylum: Why High Tech Products Drive Us Crazy and How to Restore the Sanity
- The Art of Unix Programming
- Test-Driven Development: By Example by Kent Beck
- Practices of an Agile Developer
- Don't Make Me Think
- Agile Software Development, Principles, Patterns, and Practices by Robert C. Martin
- Domain Driven Designs by Eric Evans
- The Design of Everyday Things by Donald Norman
- Modern C++ Design by Andrei Alexandrescu
- Best Software Writing I by Joel Spolsky
- The Practice of Programming by Kernighan and Pike
- Pragmatic Thinking and Learning: Refactor Your Wetware by Andy Hunt
- Software Estimation: Demystifying the Black Art by Steve McConnel
- The Passionate Programmer (My Job Went To India) by Chad Fowler
- Hackers: Heroes of the Computer Revolution
- Algorithms + Data Structures = Programs
- Writing Solid Code
- JavaScript - The Good Parts
- Getting Real by 37 Signals
- Foundations of Programming by Karl Seguin
- Computer Graphics: Principles and Practice in C (2nd Edition)
- Thinking in Java by Bruce Eckel
- The Elements of Computing Systems
- Refactoring to Patterns by Joshua Kerievsky
- Modern Operating Systems by Andrew S. Tanenbaum
- The Annotated Turing
- Things That Make Us Smart by Donald Norman
- The Timeless Way of Building by Christopher Alexander
- The Deadline: A Novel About Project Management by Tom DeMarco
- The C++ Programming Language (3rd edition) by Stroustrup
- Patterns of Enterprise Application Architecture
- Computer Systems - A Programmer's Perspective
- Agile Principles, Patterns, and Practices in C# by Robert C. Martin
- Growing Object-Oriented Software, Guided by Tests
- Framework Design Guidelines by Brad Abrams
- Object Thinking by Dr. David West
- Advanced Programming in the UNIX Environment by W. Richard Stevens
- Hackers and Painters: Big Ideas from the Computer Age
- The Soul of a New Machine by Tracy Kidder
- CLR via C# by Jeffrey Richter
- The Timeless Way of Building by Christopher Alexander
- Design Patterns in C# by Steve Metsker
- Alice in Wonderland by Lewis Carol
- Zen and the Art of Motorcycle Maintenance by Robert M. Pirsig
- About Face - The Essentials of Interaction Design
- Here Comes Everybody: The Power of Organizing Without Organizations by Clay Shirky
- The Tao of Programming
- Computational Beauty of Nature
- Writing Solid Code by Steve Maguire
- Philip and Alex's Guide to Web Publishing
- Object-Oriented Analysis and Design with Applications by Grady Booch
- Effective Java by Joshua Bloch
- Computability by N. J. Cutland
- Masterminds of Programming
- The Tao Te Ching
- The Productive Programmer
- The Art of Deception by Kevin Mitnick
- The Career Programmer: Guerilla Tactics for an Imperfect World by Christopher Duncan
- Paradigms of Artificial Intelligence Programming: Case studies in Common Lisp
- Masters of Doom
- Pragmatic Unit Testing in C# with NUnit by Andy Hunt and Dave Thomas with Matt Hargett
- How To Solve It by George Polya
- The Alchemist by Paulo Coelho
- Smalltalk-80: The Language and its Implementation
- Writing Secure Code (2nd Edition) by Michael Howard
- Introduction to Functional Programming by Philip Wadler and Richard Bird
- No Bugs! by David Thielen
- Rework by Jason Freid and DHH
- JUnit in Action
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Top 1000 Canada Quiz and trivia: CANADA CITIZENSHIP TEST- HISTORY - GEOGRAPHY - GOVERNMENT- CULTURE - PEOPLE - LANGUAGES - TRAVEL - WILDLIFE - HOCKEY - TOURISM - SCENERIES - ARTS - DATA VISUALIZATION

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Health Health, a science-based community to discuss human health
- Kylie Jenner undergoing stem cell therapy for chronic back pain after sister Kim’s success. What is it and how does it work?by /u/theindependentonline on December 4, 2025 at 10:16 pm
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- Falling Off the Aging Cliff at 44by /u/newyorkmagazine on December 4, 2025 at 10:15 pm
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- How Many Kids Will Have to Die for RFK Jr. to Be Stopped?by /u/Slate on December 4, 2025 at 10:07 pm
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- A New Study Revealed Doing This Highly Enjoyable Activity Every Day Could Lower Your Dementia Risk By Nearly 40%by /u/huffpost on December 4, 2025 at 9:24 pm
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- Rapid, low-cost tests can help prevent child deaths from contaminated medicinal syrupsby /u/mareacaspica on December 4, 2025 at 7:53 pm
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Today I Learned (TIL) You learn something new every day; what did you learn today? Submit interesting and specific facts about something that you just found out here.
- TIL Ernest Hemingway survived two blast-type injuries in WW1 and WW2, two plane crashes in Africa, a car accident in London during the blitz, a skylight falling onto his head in Paris and a motor vehicle accident as well as a fall from a fishing boat in Cuba. In total he had nine concussions.by /u/igniteyourbones579 on December 4, 2025 at 11:20 pm
submitted by /u/igniteyourbones579 [link] [comments]
- TIL: In the US, performers don't get paid when their music gets played on the radio, only songwriters. If a recording artist doesn't have a writing credit on the song, they won't get paid when it is played on the radioby /u/Uptons_BJs on December 4, 2025 at 10:55 pm
submitted by /u/Uptons_BJs [link] [comments]
- TIL that building the Great Pyramid only required about 1 to 2 % of Ancient Egypt’s GDP-equivalent, according to leading Egyptologists. Despite its size, it barely strained the Old Kingdom economy, which had a huge agricultural surplus.by /u/Far_Beyond_YT on December 4, 2025 at 10:53 pm
submitted by /u/Far_Beyond_YT [link] [comments]
- TIL that pigeon’s brain is no bigger than the tip of our index finger, still pigeons are actually smarter than a 3-year-old child. Research has proven that pigeons can actually tell the difference between a Monet and Picasso as well as recognize themselves in the mirror.by /u/Dr_Neurol on December 4, 2025 at 9:49 pm
submitted by /u/Dr_Neurol [link] [comments]
- TIL that Paul McCartney's 1972 protest song "Give Ireland Back to the Irish," written in response to Bloody Sunday, was banned by the BBC in the UK. Only BBC DJ John Peel defended it, calling the ban "a much stronger political act than the contents of the record itself."by /u/MusicSole on December 4, 2025 at 9:23 pm
submitted by /u/MusicSole [link] [comments]
Reddit Science This community is a place to share and discuss new scientific research. Read about the latest advances in astronomy, biology, medicine, physics, social science, and more. Find and submit new publications and popular science coverage of current research.
- Scientists found that physical intimacy can speed healing, when combined with the "love hormone" oxytocinby /u/wsj on December 4, 2025 at 10:23 pm
submitted by /u/wsj [link] [comments]
- Replacing gas stoves with electric reduces nitrogen dioxide exposure.by /u/SaabTux on December 4, 2025 at 10:12 pm
submitted by /u/SaabTux [link] [comments]
- AI chatbots can sway voters with remarkable ease: Experiments involving real-world voters show how talking to a chatbot can shape people’s political opinions.by /u/maxkozlov on December 4, 2025 at 10:08 pm
submitted by /u/maxkozlov [link] [comments]
- Nature Astronomy (astrobiology topic): Nitrogen- and oxygen-rich organic material indicative of polymerization in pre-aqueous cryochemistry on Bennu’s parent body.by /u/_super__sonico_ on December 4, 2025 at 10:04 pm
submitted by /u/_super__sonico_ [link] [comments]
- AI chatbots can shift voters' attitudes on candidates and policies. The AI models tended to try to persuade with facts and evidence. However, not all AI models were accurate. The AI models advocating for candidates on the political right made more inaccurate claims.by /u/smurfyjenkins on December 4, 2025 at 9:39 pm
submitted by /u/smurfyjenkins [link] [comments]
Reddit Sports Sports News and Highlights from the NFL, NBA, NHL, MLB, MLS, NCAA, F1, and other leagues around the world.
- Congress rips WADA over probe to find leaker in Chinese swimmer caseby /u/PrincessBananas85 on December 4, 2025 at 11:50 pm
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- Wakeboarding in North Carolina 🇺🇸🤍by /u/ListBeautiful8391 on December 4, 2025 at 11:42 pm
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- Giuliano Cameroni is the second person to ever complete Peace Corps 8B+/C in Switzerlandby /u/redbullgivesyouwings on December 4, 2025 at 10:09 pm
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- 1938 match race between Sea Biscuit and War Admiralby /u/ansyhrrian on December 4, 2025 at 9:31 pm
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- MAIS releases punishments for the fight that occurred in State Title gameby /u/Dependent_Cap_456 on December 4, 2025 at 3:35 pm
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