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- Full Stack Engineer [$150K-$220K]
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| Developer Experience and Productivity Engineer | Pre-qualified, Full-time | $160K - $300K / year |
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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.


PASSED AWS CCP (2022)
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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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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)
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-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

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.
For 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 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
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

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 – Specialty
Passed 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/
- Passed AZ-900by /u/thecyberthief (Microsoft Azure Certifications) on January 22, 2026 at 4:18 pm
I passed my az-900 today with a score of 936. Frankly didn’t expect this score and I always aimed for just pass (lol). Questions in exam seemed to be simple (may be I lucked out). I honestly completed the exam in less than 20 mins and used extra 15min to review my flagged questions. Background: A Power Bi developer with a very minimal knowledge on Azure, although Power Bi is in Azure we usually don’t require prior knowledge of Azure for Power Bi development. Prepared for 4-5 days 4hr each day. Completed Microsoft learn modules and then attended MVTD and attempted all MSFT practice tests multiple times. Bought TD practice tests and completed all the tests in TD. Before the exam day, double checked my knowledge with ChatGPT and asked it to give me keywords to memorize the concepts especially related to networking (that’s where my weakness as per all practice tests), and to my luck I got only one networking related question in exam. Super happy with the result and next on to AI-900 and AI-102. submitted by /u/thecyberthief [link] [comments]
- New to Entra ID / Azure AD. Guidance and help?by /u/Refrobate (Microsoft Azure Certifications) on January 22, 2026 at 3:41 pm
Hello! I come from a background of having recently passed the CompTIA Trifecta (A+, Net+, Sec+) and am currently finding employment at an institution which will necessitate me to use Entra ID as a daily. As someone who has not been on this subreddit long or used this software previously, I wanted to ask if there was a beginners guide, path, understanding similar to that of the CompTIA subreddit. Over there, it is pretty much known that you take the exams in a specific order (A+ > Net+ > Sec+) and use Professor Messer's videos on YouTube with Dion's Practice Quizzes on Udemy. Is there a similar, well-known path here? If I wanted to go 0 to 100 and not just know, but truly UNDERSTAND Entra ID / Azure, what is the best way to learn? I have perused the subreddit, but please let me know what I may have missed! Thanks! submitted by /u/Refrobate [link] [comments]
- Recommendations for realistic AZ305 practice Examsby /u/scruffy_Me (Microsoft Azure Certifications) on January 22, 2026 at 8:56 am
Help.... I have had 2 go's at the AZ305 exam and only managed to get 610 each time. I have done a instructor led course + online courses but just cannot seem to get the hang of the exam questions. Are there any realistic exam questions out there, as the ones I have tried are never as long winded as the actual exam ones. I have tried Tutorial Dojo & Measure which I always seem to do well at but neither are even close to the actual exam questions. TIA submitted by /u/scruffy_Me [link] [comments]
- Pass my AZ-900 but barelyby /u/Ok_Acanthisitta_7512 (Microsoft Azure Certifications) on January 22, 2026 at 7:33 am
I passed but it's honestly a miracle. All I did to prepare was attended the Microsoft virtual training day for Azure fundamentals to get the voucher and did the Offical Microsoft AZ-900 practice test that consisted of 50 questions until I got a 90%+ score which took me three tries. And let me tell you, that is not enough. I barely passed and got a 763. After the first few questions I knew I was cooked and thoughout the exam I felt I was getting more and more cooked and should have studied more instead of just relying on the virtual training that Microsoft offered but I managed to pass someone how lol. I honestly think I got lucky and was able to choose the right answers for some of the questions I didn't have a clue about. All in all, don't just rely on the virtual training and the Microsoft practice test. submitted by /u/Ok_Acanthisitta_7512 [link] [comments]
- Sc-300 test in 2 days!by /u/Narrow_Ad5589 (Microsoft Azure Certifications) on January 22, 2026 at 6:04 am
I have been studying for the SC-300 exam about a month now. I take the test in two days! Even though I have gone through all material I still don’t feel 100% confident going into. I have used MeasureUp and Microsoft learn as text taking practice and studying material. The last practice test was a 80% on MeasureUp. Are there any suggestions for last minute studying for this exam? I may just be freaking myself out however. submitted by /u/Narrow_Ad5589 [link] [comments]
- Passed AZ-104 - My Experience and Study Recommendationsby /u/NCHarcourt (Microsoft Azure Certifications) on January 22, 2026 at 2:55 am
Today I passed the AZ-104 exam with a score of 797. I have several years with of limited Azure experience and decided to skip the AZ-900. I've been doing on-and-off studying since late November, but really only started intense studying just before Christmas. Here's my feedback on the exam: This exam is no joke. You will need to know more than just basic concepts and definitions of Azure resources. You will need to have deeper level knowledge on how to troubleshoot these resources and what to recommend in a given situation. Rote memorization most likely won't result in a pass. Some people mention MS Learn being not worth using during the exam. I strongly disagree. There were many occasions where I was able to find the page that led me to, or at least hinted towards, the correct answer. Given your limited time, I'd still recommend only using MS Learn if you truly don't know what is being asked, and not to simply validate what you think is correct. I used MS Learn to validate my answers for the first half and it almost caused me to run out of time. If you take the test in-person like I did and the proctor gives you a notepad, use it. It'll help for visually representing complex questions involving relations between VNets or management groups/subscriptions/resource groups and RBAC (there were quite a few of these questions, more than I expected). Case study wasn't too difficult for me, I actually thought it was the easiest part. Read the question of the case study before the study itself, then go back and skim through the study until you find what is relevant to the question. Lab or hands-on experience is a must in my opinion prior to taking this. It'll help you visualize the resource creation and administration tasks in your head a lot better. My study materials and whether I recommend them: Exam Ref AZ-104 Microsoft Azure Administrator Certification and Beyond by Donovan Kelly - I ordered this book since I prefer physical books to study with, but I honestly don't recommend this one. A lot of the wording was redundant and repetitive and the labs aren't as useful as some of the others I'm recommending below. Honestly I didn't finish it and didn't really utilize the practice resources. Scott Duffy's Udemy course - Recommend since his lessons are presented while working in Azure. Following along in your own tenant or a lab sandbox is a great way to get hands-on experience. John Savill's AZ-104 playlist and study cram - Highly recommend, especially with his teaching style involving visualization of the concepts at hand. Whenever I'd read a question involving VNets on the exam, I'd imagine one of his drawings representing it. Tutorial Dojo practice tests - Highly recommend. They're slightly easier than the real exam but expose you to how much of the exam is formatted. Plus the explanations of the right and wrong answers is thorough. When taking the TD test, try not to memorize the answer key but understand why the answers are right and wrong. Measure Up practice tests - Highly recommend, but pretty pricy. They're slightly harder than the real exam, and will really test your knowledge. The wordiness of the questions is on-par with the real deal. WhizLabs - Highly recommend, if just for the labs and cloud sandbox access alone. I skimmed over the practice tests so can't make a complete judgment there, but they're somewhere between TD and MU in difficulty. submitted by /u/NCHarcourt [link] [comments]
- Should I be worried that im seeing material i dont remember in the microsoft learn???by /u/Negative_Distance350 (Microsoft Azure Certifications) on January 22, 2026 at 1:15 am
Hi everyone 👋. Im going to be taking the az 900 exam in a few days and im noticing a concerning pattern when i take practice exams, mainly that im seeing a lot of terms and concepts i just dont remember seeing in the microsoft learn pathway. The material im using is whizlabs and some free tests ive found here and there. I keep seeing things like azure blueprints, event hubs, azure cosmosdb, stuff about the different subscription costs. For the life of me i cant find any of that in the learning pathway itself. Is this normal or am i doomed? submitted by /u/Negative_Distance350 [link] [comments]
- Microsoft Applied Skills: Verwalten von Azure Active Directory Domain Servicesby /u/mQuBits (Microsoft Azure Certifications) on January 21, 2026 at 6:52 pm
I am happy to have passed the applied skills exam. submitted by /u/mQuBits [link] [comments]
- Passed AZ-900 today!!by /u/edirp54 (Microsoft Azure Certifications) on January 21, 2026 at 5:39 pm
Passed the AZ-900 today with an okay score(731). Resources I would recommend: John Savill Course on YouTube Ai_Luke Study Cram on YouTube Microsoft Learn: Learning Paths Tutorials Dojo: Az- 900, exam questions and cheat sheets(worth paying for) submitted by /u/edirp54 [link] [comments]
- Can microsoft esi and virtual training day discounts be combined?by /u/Dalleuh (Microsoft Azure Certifications) on January 21, 2026 at 4:03 pm
Hi all, as the title says, can "microsoft esi" and "virtual training day" discounts be combined? not necessesairly give 100% free but 50% of the 50% to give total 75%. Or any combinations of the two... After merging my personal account and my entreprise account, now I only see the ESI discount on the checkout page. submitted by /u/Dalleuh [link] [comments]
- DP-100 as a fresher with no DS work experience worth it or not?by /u/technical_geek_999 (Microsoft Azure Certifications) on January 21, 2026 at 3:29 pm
Hi everyone, I’m a fresher trying to break into data science / data analytics roles, and I’m looking for honest guidance from people already in the field. I don’t have formal work experience yet, but I do have strong hands-on practice multiple end-to-end projects (data collection → cleaning → modeling → evaluation → deployment basics), familiarity with the full ML lifecycle, and some hackathon experience (including a win). I’m comfortable with tools, coding, and practical implementation, but I’ll be honest my statistics foundation is average, not very strong compared to algorithms and applied ML. I’m considering preparing for Microsoft DP-100 and wanted to ask: Is DP-100 actually valuable for a fresher with no industry experience? Does it help improve chances of getting data science / ML projects or roles in a new company? Will recruiters see it as meaningful proof of skills, or is it mostly helpful only once you’re already working? Given my profile (project-heavy, less stats-heavy), would this certification make sense or should I focus elsewhere? I’m not expecting the cert to replace experience, just trying to understand whether it’s a good signal for someone at my stage. Would really appreciate insights from people who’ve taken DP-100, hired candidates, or followed a similar path. Thanks in advance 🙏 submitted by /u/technical_geek_999 [link] [comments]
- Help with Manage Kubernetes in Google Cloud: Challenge Labby /u/Upbeat_Link4636 (Google Cloud Platform Certification) on January 21, 2026 at 8:45 am
I am frustrated a bit as I have been fighting this challenge lab for awhile now. I am not sure what I am doing wrong. I can get through the first 5, but step 6 has you create and push a Docker image file with a v2 Tag. https://preview.redd.it/shbc4ybe0oeg1.png?width=907&format=png&auto=webp&s=c7fdba0bd45fc968e2191773157d48372ed0fd72 I am able to create and push without issue, and I am also seeing the results in Artifact Registry in the correct repo, and with the correct tag. https://preview.redd.it/rj5l9yao0oeg1.png?width=1387&format=png&auto=webp&s=5d886c83cd4faf029494c51648c4c72319a9b81f I am not sure what I am doing wrong here, so any insight is appreciated. This is the error message the lab is giving me. All other steps in this section succeed (load balancer deployment, setting the image to the pushed repo, etc. https://preview.redd.it/xi15i28v0oeg1.png?width=818&format=png&auto=webp&s=9eb5202730e7720f32f5ec21ddc384f403cc7afb https://preview.redd.it/8os9ovax0oeg1.png?width=352&format=png&auto=webp&s=11897c0cdd92e868b6acb6227b67962bf458c76f submitted by /u/Upbeat_Link4636 [link] [comments]
- Passed both AZ-204 and AI-102 in two weeks!by /u/takatto (Microsoft Azure Certifications) on January 21, 2026 at 7:10 am
Hi all! I'm happy to share my results. My company gave me some free vouchers, and I was like, "Hmm, why not? Let's get 'em" even though I do not use Azure services in my work at all lol. Actually, I did not really study much. I mainly explored the platform and experimented until everything clicked. That was enough for me. Having prior experience helped too. I had already passed SAA-C03, and AZ-204 is quite similar, so it felt easier. I think I only did one or two practice exams online before exam day. Hint: you are allowed to use the Microsoft Learn website and search for things, and this is a game changer. I got many questions right directly from Microsoft Learn. Hope you all have the same success as I did! hehe submitted by /u/takatto [link] [comments]
- Recommend me resume projects for AZ-104, AZ-500, SC-300by /u/ArafPlays (Microsoft Azure Certifications) on January 21, 2026 at 6:21 am
Are the Microsoft github labs good for resume or should I build projects to showcase in my resume? submitted by /u/ArafPlays [link] [comments]
- Passed DP 700, here are my takeawaysby /u/Equal-Box-221 (Microsoft Azure Certifications) on January 21, 2026 at 4:44 am
DP 700 Passed Here is my experience with the DP-700, including how I passed and my key takeaways. After clearing DP-900, I moved on to DP-700, and this exam hit very differently. DP-900 is about understanding what Microsoft Fabric is. DP-700 is about how you actually design, deploy, and operate analytics solutions in Fabric. At first, everything felt a bit overwhelming: ingestion patterns, lakehouses vs warehouses, pipelines, semantic models, governance, performance tuning. However, once I understood the exam's intent, things fell into place. DP-700 expects you to think like someone who works closely with analytics engineers, architects, analysts, and administrators. Not just “what feature does what,” but why you’d choose it in a real analytics solution. That mindset shift changed everything. Instead of just memorising the features, I started thinking in end-to-end scenarios: How data enters Fabric How it’s transformed and stored How it’s modelled and served to Power BI How it’s secured, governed, monitored, and optimised DP-700 is very much a DIY analytics engineering exam. 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-700: Microsoft Fabric Data Engineer Associate Specialization” 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 were critical for sharpening architectural thinking. Helped me understand why certain Fabric design choices matter, not just how to configure them. I also used the following resources for my DP 700 preparation I mostly used Will Needham’s content to sharpen my thinking around Coursera DP-700 course - it broke down the complex parts of Fabric, ingestion patterns, lakehouse vs warehouse decisions, pipelines, KQL/SQL transformations, semantic models, and Power BI integration. All of it without overwhelming you. Whizlabs Labs and Practice Test - This was the game-changer for me. Scenario-based questions + hands-on labs helped me think like a real Fabric engineer. 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. If you are preparing for the DP 700, here are the Core focus Areas that actually matter Analytics Environment & Governance Workspace configuration, settings, and capacity management Version control, DB Projects, deployment pipelines Lifecycle management (dev → test → prod) Security models: workspace roles, item-level permissions, sensitivity labels Schedules and event-based triggers Data Ingestion & Transformation Choosing between dataflows Gen2, notebooks, pipelines When to use PySpark vs SQL vs KQL Ingestion into lakehouse vs warehouse Transformation patterns, schema design, data quality handling Storage & Analytics Components Lakehouse vs Warehouse (this shows up a lot) Data warehouse concepts in Fabric Data lake storage patterns and shortcuts Semantic Models & Power BI Semantic model design (star schema, relationships) Direct Lake vs Import vs DirectQuery trade-offs DAX basics, performance considerations How Power BI consumes Fabric data in real solutions Monitoring & Optimisation Monitoring pipelines, queries, and workloads Performance tuning across ingestion, storage, and semantic models Cost, scalability, and operational impact I also made sure to actually do: Workspace setup, permissions, deployment pipelines Data ingestion using notebooks, dataflows, pipelines Lakehouse and warehouse creation Semantic model design and storage mode decisions Querying with SQL, PySpark, KQL Power BI integration and performance comparisons I made sure to actually do: Workspace setup, permissions, deployment pipelines Data ingestion using notebooks, dataflows, pipelines Lakehouse and warehouse creation Semantic model design and storage mode decisions Querying with SQL, PySpark, KQL Power BI integration and performance comparisons DP-700 rewards people who built things. DP-700 is a scenario-driven analytics engineering exam. Once I treated it like “How would I design and operate this in a real Fabric environment?” …the prep became clearer, and the exam felt fair. If you’re preparing: Focus on decisions, trade-offs, and end-to-end flows, not isolated features. You’ve got this. submitted by /u/Equal-Box-221 [link] [comments]
- Microsoft Certification Virtual Labby /u/Outrageous_Poem6503 (Microsoft Azure Certifications) on January 21, 2026 at 4:23 am
Hi, is anyone familiar with the following certifications? Do any of these certifications include hands‑on virtual labs, similar to the labs provided in the PL‑300 training under Skillable? AB-900 365 Copilot and Agent Administration Fundamentals AB-100 Agentic AI Business Solution Architect AB-730 AI Business Professional AB-731 AI Transformation Leader submitted by /u/Outrageous_Poem6503 [link] [comments]
- How hard is SC-200?by /u/ArafPlays (Microsoft Azure Certifications) on January 21, 2026 at 3:18 am
Background: I have AZ-500, AZ-104, SC-900, comptia network+ and security+. I also have a little bit of cyber knowledge from uni courses, but no SOC knowledge or work experience. Am I ready to approach SC-200? I would also love some recommendations on hands-on trainings/labs/video courses. Thank you. submitted by /u/ArafPlays [link] [comments]
- Failed az104 Score 659by /u/guy-Breakfast8485 (Microsoft Azure Certifications) on January 21, 2026 at 1:36 am
Came close but failed. I ran out of time and had to rush the questions in the end. Does anyone know a good way to save time? Going to rebook the test asap while knowledge is still fresh in my mind submitted by /u/guy-Breakfast8485 [link] [comments]
- Failed... Then Passed AZ-800 Exam!by /u/Past-Manner7131 (Microsoft Azure Certifications) on January 20, 2026 at 10:20 pm
Posting this in case it helps anyone else on their journey of getting their AZ-800 Certification. I took the test the first time and got a 695 where 700 is needed to pass... I scheduled a few days later and just got an 825 and passed. Experience: 18 months as a Jr sysadmin managing many on prem domains at an msp + a 4 yr undergrad degree in I.T. Resources used that helped me: Most important is the MS Learn articles. If you are going for this cert and dont read the MS learn articles Front to back while taking notes you may as well be shooting yourself in the foot. While my experience definitely helped to remember some items that the exam tests you over, there ARE specifics that I gained from the learn articles that you are tested on in the exam. Even if you are a senior level I would not skip these modules. I did one module a day for a few hours a day while taking notes. This took me a little over 1 month to complete. The estimated times on MS' learn article pages that described how long the units took are typically accurate I found. None of them were longer than about 2 hours. Measureup exams. I typically like to use tutorial dojo however they dont have anything for the az800 / 801 so I went with measureup. There were some questions on the measureup practice tests that showed up on the exam verbatim. If nothing else; the measureup exam prepares you by giving you a 1:1 of how questions are generally presented to you and gave me good practice on the case study questions and the specific order of steps questions. In my first exam there was ALOT of hybrid questions, and only a handful of on prem questions the first time. I got a better draw the second time around with a little bit more on prem questions than the first time which I think helped me pass. Both exams were around 57-59 questions with 1 case study with 7-9 questions. Each exam took me about an hour-ish to complete out of the allotted hour and 40 minutes. A small testing tip I found helpful to save some time was to work backwards on The case study. Instead of reading the entire case study Front to back then answering the questions I found it quicker to look at the questions then read about the items that mattered for the question. I will try to answer any questions in the comments. submitted by /u/Past-Manner7131 [link] [comments]
- Passed AZ-104 in 10 daysby /u/ArafPlays (Microsoft Azure Certifications) on January 20, 2026 at 10:18 pm
Disclaimer: I passed Az-500 (security engineer associate) 10 days ago. I studied 30+ days for az-500 and that exam covered most of the az-104 syllabus in greater depth. # Exam experience The Az-104 exam is quite deep. Don’t expect to wing it with just basic knowledge or memorization. There were a few questions on powershell, arm templates and bicep. Most of the questions were based on identities, licensing, networking, storage, backup, web apps, containers (as you’d expect from the study guide). My advice is to study everything deeply and how each service connects with another. # Ms learn I wasted a lot of time looking up stuff on ms learn, however couldn’t find much. They design the questions in such a way that you can’t find direct answers on ms learn. It was helpful in some questions for connecting the dots. # Resources used As I said, I was familiar with most of the concepts from az-500. I used Alan rodrigues’ course for both az-500 and az-104. I did all quizzes after each section, and 1 of the 2 included practice tests. I also did a $3 measure up practice test however I don’t recommend it as it was mostly memorization based. The real exam doesn’t test your memory, it tests if you can connect everything. The Udemy course practice tests were great in this case. I plan on doing the SC-300 cert next, Alan doesn’t seem to have an updated course on this so please recommend me resources (I prefer lab based video courses). submitted by /u/ArafPlays [link] [comments]
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A Twitter List by enoumen
A Twitter List by enoumen
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