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Day-26 | Multi Stage Docker Builds | Reduce Image Size by 800 % | Distroless Container Images |  

Abhishek.Veeramalla
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www.buymeacoffee.com/abhishekprd Hi Everyone, Today's Class I am going to talk a real time production scenario that you can explain in an interview. You can use the example demonstrated in the video and try out multi stage docker builds and distroless images on your applications.
We will learn in this video:
==============================
1. Multi Stage Docker Builds
2. Reduce Docker Image Size
3. Distro Less Images
4. Containers Security
5. Interview Questions with Answers
6. Scenario Based Production Q & A
Telegram channel
===============
telegram.me/abhishekveeramalla
GitHub Repo for Multi Stage Builds
==============================
github.com/iam-veeramalla/Doc...
More Distroless Images (Java, Python e.t.c.,.)
=============================================
github.com/GoogleContainerToo...
About me:
================
LinkedIn: / abhishek-veeramalla-77...
GitHub: github.com/iam-veeramalla
Medium: / abhishekveeramalla-av
RU-vid: / @abhishekveeramalla .
.
Disclaimer: Unauthorized copying, reproduction, or distribution of this video content, in whole or in part, is strictly prohibited. Any attempt to upload, share, or use this content for commercial or non-commercial purposes without explicit permission from the owner will be subject to legal action. All rights reserved.

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9 фев 2023

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Комментарии : 251   
@bilalosmany5022
@bilalosmany5022 12 дней назад
There is a movie from South named Vaathi, I'm not sure if you watched it but when I watched Dhanush in it felt as if it's you helping every student and motivating everyone
@AbhishekVeeramalla
@AbhishekVeeramalla 12 дней назад
Means alot brother ❤️
@baibhavghimire3827
@baibhavghimire3827 5 месяцев назад
Bro I have around 7 years experience in docker and k8. Dude this was mind blowing content. You nailed it!
@tej8789
@tej8789 Год назад
Learning new things daily is actually helping us to be better version of us. Thank you Abhishek :)
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Awesome. Please share the videos with your friends
@isaacambi1914
@isaacambi1914 5 месяцев назад
I will eventually travel to US or UK or wherever you are to thank you personally for your charitable work.
@AbhishekVeeramalla
@AbhishekVeeramalla 5 месяцев назад
🙏🙏🙏
@mohansai3015
@mohansai3015 8 месяцев назад
I think it was like 86MB as you are saying it will reduce 100 times after seeing 1.83MB the real purpose of docker is somewhat understand to me . Thank you Abhishek sir😊
@AbhishekVeeramalla
@AbhishekVeeramalla 8 месяцев назад
🚀🚀
@AshishGupta-oj3qe
@AshishGupta-oj3qe 6 дней назад
You explain each & every concept so simply. I'm wondering how you learnt & memorized all this. Hoping for a quick tip to memorize. Thank you bhai
@deepakadusumilli2344
@deepakadusumilli2344 7 месяцев назад
Thanks alot, You filled the gaps in this topic, where should we use n-number of stages in muti-stage docker file (Explaine one secnario to get overview) no need practicals. thanks in advance.
@AbhishekVeeramalla
@AbhishekVeeramalla 7 месяцев назад
Awesome
@ashwinreddy2866
@ashwinreddy2866 4 месяца назад
Man you are Amazing!!! The way you explain concepts is marvolus. More power to you!!!
@JohnOIdowu-ru4jy
@JohnOIdowu-ru4jy Месяц назад
Well explained with real life examples. Welldone Abishek
@praveenkore842
@praveenkore842 5 месяцев назад
just wow , no words....ah kurchi madatha betti...................................subject vachestadi..🥰
@AbhishekVeeramalla
@AbhishekVeeramalla 5 месяцев назад
Haha
@user-ub8bz2zr7s
@user-ub8bz2zr7s Год назад
This is very very new thing. Performance tuning along with minimalizing the potential security threat as well.
@user-du4mr8yj9i
@user-du4mr8yj9i 11 месяцев назад
very happy to learn new advanced topics with your simple way of explanations. Thank You Abhishek
@awesomeuploads118
@awesomeuploads118 15 дней назад
Damn bro I was here to learn docker now my mind is blown😮
@vback4238
@vback4238 Год назад
Once again my favorite teacher has delivered a great training!
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Awesome. Please share the videos with your friends
@divinesreeram
@divinesreeram 4 месяца назад
Its really great video, I exactly need this in my current work.
@anupam771
@anupam771 11 месяцев назад
too good abhishek, nice explaination
@chandrasekhar7147
@chandrasekhar7147 Год назад
Today i learned new things in container technology. Thank you
@abhigog6454
@abhigog6454 5 месяцев назад
super abhishek am started learning from your videos its very nice teaching to the world and thank you.
@nayangogoi744
@nayangogoi744 11 месяцев назад
Awesome explanation. Learnt many new things.
@sn5229
@sn5229 2 месяца назад
thank you thank you thnk you thank you....thank you v.much sir. May you stay blessed and happy always.
@waw2524
@waw2524 2 месяца назад
Amazing man! Learned a new concept in Docker.
@AmitVerma-lo6rk
@AmitVerma-lo6rk 3 месяца назад
Your content are awesom from interview purpose especially..superb bro
@AbhishekVeeramalla
@AbhishekVeeramalla 3 месяца назад
Thank you so much 😀
@generalgyan8705
@generalgyan8705 10 месяцев назад
I learned a new concept today in docker. Thanks Abhishek
@Punjab_the_land_of_five_rivers
@Punjab_the_land_of_five_rivers 2 месяца назад
Great vdo on optimising docker images. I have fear of working on this. But now I got the confidence
@minizone2304
@minizone2304 Год назад
Hats off to you Abhishek, so clearly u have explained ,simply Superbbbbbb. :)
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thank you so much 😀
@akashuday7107
@akashuday7107 9 месяцев назад
This is one of the best lessons in the course even paid courses dont teach the concept of multistage docker builds . Hats off sir !! btw i reduced my web application image from 1.3gb to 130mb thanks to this !!!!!
@AbhishekVeeramalla
@AbhishekVeeramalla 9 месяцев назад
Thats so cool
@user-pc1pm1vb7p
@user-pc1pm1vb7p 8 месяцев назад
​@@AbhishekVeeramallainstead of using from Ubuntu and all can't we start from distroless image like From scratch ... ???
@user-pc1pm1vb7p
@user-pc1pm1vb7p 8 месяцев назад
During build process 1st half of docker will do the things and during execution part 2nd half will work ? Right
@FastTrackDevOps
@FastTrackDevOps 10 месяцев назад
OMG thats really cool 😎 😎! thank you for the guidance!
@dips_07
@dips_07 11 месяцев назад
What a explanation very clear 💥💥 i have gone through other videos bt from this simple n clear explanation i understood the concept of multistage docker...thank u so much for sharing the great teaching 🙏✌️👍
@AbhishekVeeramalla
@AbhishekVeeramalla 11 месяцев назад
Glad to hear that
@normalman7076
@normalman7076 10 месяцев назад
SuperB bro. Thanks Ultimate video
@guitarmeetsscience
@guitarmeetsscience Год назад
Whoa!!! much smaller! Great tutorial - new follower!
@manjunathp9202
@manjunathp9202 Год назад
Hi Abhishek, As an aspiring DevOps Engineer, I learnt most of the tools in DevOps along with strong Linux and little AWS exposure But still I am not confident enough to go for interviews, as I don't have any hands on experience If possible could you please make a portal/webpage and assign the jobs (categorise the job as easy, medium and tough) for us So that we can practice and upgrade ourself. Thanks in advance
@mohammadmustafa2k19
@mohammadmustafa2k19 2 месяца назад
Same here
@Vishwask22
@Vishwask22 8 месяцев назад
Great One, Understood really well. Thanks Abhishek.
@AbhishekVeeramalla
@AbhishekVeeramalla 8 месяцев назад
Most welcome!
@mbinuintangku9907
@mbinuintangku9907 Год назад
Abhishek you keep giving us good stuff. Thank you so much ❤
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
My pleasure 😊
@nareshkambam114
@nareshkambam114 Месяц назад
I liked the tech info you are showing with good understanding of them... its awesome... I feel so when I can become like you... thank you
@AbhishekVeeramalla
@AbhishekVeeramalla Месяц назад
All the best
@Learn_IT_with_Azizul
@Learn_IT_with_Azizul 10 месяцев назад
Awesome 👏
@sarfrajmalik2881
@sarfrajmalik2881 4 месяца назад
your content is clear from another tutorial.
@nallapaneniram766
@nallapaneniram766 9 месяцев назад
I can clearly see the image size reduced to far lesser size than earlier. thank you.
@AbhishekVeeramalla
@AbhishekVeeramalla 9 месяцев назад
😍
@harikrishna3258
@harikrishna3258 Год назад
Wonderful explanation Abhishek. You rock
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks alot
@battumamatha7144
@battumamatha7144 Год назад
theoretical explanation lo yenta smooth ga cheputhroo pratical ga chepettappudu yendhuku hadavidiga chebutaroo ..... but i m learning new topics about devops thankyou abhishek
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks for the feedback Mamatha .. I will try to improve and teach slow in practical as well
@battumamatha7144
@battumamatha7144 Год назад
@@AbhishekVeeramalla i m sry, i m not able to catch u r points .... but others may understanding well ... its al abt my point of view i shared ...
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
I appreciate your feedback.. no problem at all
@priyankayalamala2764
@priyankayalamala2764 Год назад
Abhishek right now I am learning a devops course and they said complete course in mobaxterm and when I watch your videos in Ubuntu I am unable to understand brother .. please tell me that in real time what will be using .. I hope you clarify
@Everything-yes
@Everything-yes Год назад
what a size reduce, awesome Abhishek... thank you for this tremendous video
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
My pleasure 😊
@Everything-yes
@Everything-yes Год назад
@@AbhishekVeeramalla I trying with CentOS machine But with CentOS machine I am not able to do such thing.. But with Ubuntu machine it works awesome..
@shambhunathsahani6505
@shambhunathsahani6505 11 месяцев назад
New great concept to reduce sizes of img
@AbhishekVeeramalla
@AbhishekVeeramalla 11 месяцев назад
Thanks
@ssnblessed
@ssnblessed Год назад
Clear and concise explanation anybody can understand, brilliant!! Great content 👍
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks Sunil
@jitenderpal3588
@jitenderpal3588 10 месяцев назад
Very well explained Abhishek bhai..keep doing the good work.!!
@AbhishekVeeramalla
@AbhishekVeeramalla 10 месяцев назад
Thanks a lot
@abhijitgupta123
@abhijitgupta123 Год назад
Absolutely awesome
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
❤️
@ravindraravi7435
@ravindraravi7435 4 месяца назад
Thank you ^^
@sahilmalpotra8284
@sahilmalpotra8284 3 месяца назад
this was best video on multi stage build !! plz make a video containerizing full stack web app with multi stage
@digambarnandrekar6540
@digambarnandrekar6540 Год назад
Simply awesome sir.... This helped me a lot
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Glad to hear that Awesome. Please share the videos with your friends
@vasupodagatla393
@vasupodagatla393 Год назад
Thanks for sharing the knowledge
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
My pleasure
@samikshasharma3544
@samikshasharma3544 Год назад
You are awesome ....very informative video 👌
@AbhishekVeeramalla
@AbhishekVeeramalla 11 месяцев назад
Thanks a lot 😊
@user-ff2lb1qb6w
@user-ff2lb1qb6w Год назад
God bless you .
@rohanmukherjee7107
@rohanmukherjee7107 7 месяцев назад
Hi Abhishek, a big shout out to you for your contributions into DevOps , in this video you used GO language to create a multistage docker file, but I didnt fully understand this, it would be better if you can create similar file in python.
@AbhishekVeeramalla
@AbhishekVeeramalla 7 месяцев назад
Thanks
@harivishnumuruganb8156
@harivishnumuruganb8156 Год назад
You are gem to devops field.
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
You are welcome
@goodguy-teddy
@goodguy-teddy Месяц назад
గ్రేట్ వీడియోస్ ఫ్రమ్ అభిషేక్. క్లౌడ్ విత్ రాజ్ వీడియోస్ లో వాడిన ఎక్సప్లనేషన్ తో ( పిక్చర్ ఎక్సప్లనేషన్)ఇంకా బాగా అర్థమవుతుంది.
@Niruukumar
@Niruukumar Год назад
Amazing.. Abhishek.. Good Keep it up. Liked it
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks
@fromhousesheoran
@fromhousesheoran 8 месяцев назад
again awesome, sir
@AbhishekVeeramalla
@AbhishekVeeramalla 8 месяцев назад
Most welcome !!
@shaffishaik3852
@shaffishaik3852 Год назад
Abhi anna big fan of your explanation and voice
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks alot
@vsshhnu
@vsshhnu 11 месяцев назад
Hi Abhishek, great applause to you, really you made devops learning much easier, thanks for that. I have little observation in this video, You said that the size is reduced by 800% but the sizes are same for both. Please check it once , If I am wrong sorry in advance.
@AbhishekVeeramalla
@AbhishekVeeramalla 11 месяцев назад
Please recheck image size is reduced
@user-rc1jn6go9l
@user-rc1jn6go9l Год назад
Thanks a lot Abhishek
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Welcome
@ashishpandey8766
@ashishpandey8766 5 месяцев назад
such a man🙏
@faisaliqbal7382
@faisaliqbal7382 Год назад
Super. Thanks.❤
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Welcome
@praveenangamuthu444
@praveenangamuthu444 Год назад
Thanks for sharing
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks for watching! Awesome. Please share the videos with your friends
@RamRaj-vf4rx
@RamRaj-vf4rx Год назад
great abhishek
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Tq
@reneshmlal2809
@reneshmlal2809 3 месяца назад
Thank you ❤
@AbhishekVeeramalla
@AbhishekVeeramalla 3 месяца назад
You're welcome 😊
@shaikriyaz2328
@shaikriyaz2328 10 месяцев назад
Hi Abhishek , it’s a great thing to share knowledge for free, people like you are very less now a days Appreciated a lot I have a doubt on multistage while creating image it will fetch from the last Entry point from the bottom right ? Correct me if am wrong and second thins if we push this image and some one else pulled to their local , can they perform same without downloading the golang dependencies
@Cloudnp9458
@Cloudnp9458 6 месяцев назад
Final stage creates minimalist image. Distroless image is very minimalistic image that will hardly have any packages. Python distroless image will only have python runtime, openjdk etc Golang distroless image will not even have runtime. Golang has statically typed application. Advantages of distroless image is super lightweight minimalistic size and highest level of security since it's not exposed to os level vulnerabilities.
@AbhishekVeeramalla
@AbhishekVeeramalla 6 месяцев назад
You are preparing the video notes in comments 😀
@jaykumaranbu7173
@jaykumaranbu7173 Год назад
Nice video content
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks alot
@karthiksundaram544
@karthiksundaram544 Год назад
Nice explanation
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
😍
@twizzoe
@twizzoe Год назад
Awesome
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks alot
@srikanth1309
@srikanth1309 6 месяцев назад
I have learn new thing
@venkatajagadeesh6826
@venkatajagadeesh6826 Год назад
You are giving good knowledge for us, we appreciate your efforts. Plan a day to meet us at one place, it will be a chance to say thank you...
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Awesome. Please share the videos with your friends
@venkatajagadeesh6826
@venkatajagadeesh6826 Год назад
I am already shared bro. You are giving best knowledge
@guru7932
@guru7932 Год назад
Thanks 😊
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Welcome :)
@nagarjunahota4498
@nagarjunahota4498 Год назад
Abhishek anna, one request, please make videos on k8s as simpler as possible, its getting very difficult to understand from others, and also after finishing k8s , make a interview related video of k8s, please its a request , thank you
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Sure
@nagarjunahota4498
@nagarjunahota4498 Год назад
@@AbhishekVeeramalla thank you so much anna
@derekowusubekoe
@derekowusubekoe 29 дней назад
Hello Abhishek, thanks for the playlist of learning Docker. Please can you re-arrang the playlist to have them in order?
@user-mh3we7rc7w
@user-mh3we7rc7w Год назад
Hi Abhishek, First of all thanks a lot of putting in lot of effort to bring this course to us. I have a php application running in docker container. basically does not need any artifacts to be built and only I need to copy the source code to my container. Can I decrease the image size using distroless or any suggestions how to use multi stage builds. My image size is 2.5GB and my source code size is 800MB
@sriramnandakumar7414
@sriramnandakumar7414 Год назад
thanks so much for the clarity ....abhishek you mentioned about database image in the layer but what significance does database have while we are building the image
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
If you would like to containerize your db, you need to create another dockerfile for db
@WILL_ON_WHEELS
@WILL_ON_WHEELS Год назад
Recently I got to know about this channel from one of my friend when I was planing to learn Docker and switch my career. Awesome content !! even you if teach for fee these concepts people are ready to watch else if you teach it for free its a treat to watch . I have only below questions to you 1)Can we see more of the indepth/long hour contents on topics like Jenkins/Docker/K8S/CICD from you ? 2)If it is yes to first question here is the question to you ,can you teach us with some realtime project explanation(if posssible)?
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
There is a DevOps zero to Hero playlist that has few realtime indepth videos on CICD and other topics. Please check that :)
@rohita9689
@rohita9689 Год назад
Thank you God of Devops :)
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Welcome :)
@sangamkharade
@sangamkharade Год назад
Hi Abhishek, Great videos, I am going through them multiple times. Big fan of your work. :-) I just had one query here, what was the use of defining alias for base image ? before multistage you have not created alias for base image in Dockerfile.
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Yeah .. sometimes the imagename can be very big .. so to avoid typos or overhead of referencing using big image names .. u can just use the alias. No problem even if you don't use it but if you use it your life becomes easy.
@shravonidas.9449
@shravonidas.9449 3 месяца назад
Awesome content and explanation @Abhishek .thanks a lot . Can you please suggest or help me more to understand Dockerfile as i am a beginner so commands are hard for me .I need more explanation in detail .Please let me know your note on same. thanks a lot .
@user-rq2qp6yt9q
@user-rq2qp6yt9q 10 месяцев назад
How you make this so simple? You are awesome.
@AbhishekVeeramalla
@AbhishekVeeramalla 10 месяцев назад
Thank you so much 😀
@rajshree123ful
@rajshree123ful Месяц назад
Hi Abhishek, the demo was very nice. I tried to run the application from the mutistage container to understand it actually runs. So, I ran the command "docker exec -it multistage bash" and it ran the application. I hope this is the way to test that it is actually working in the multistage container without the base image requirements. Please comment. Thanks
@adityapradhan2025
@adityapradhan2025 4 месяца назад
writing and remembering binaries looks like a tough job because we cant remember all the binaries! So while writing Dockerfiles should we memorise it or just search it on the internet? Please reply🙏
@Rameshpowervlogs
@Rameshpowervlogs Год назад
Tanq bro
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Welcome :)
@hansikanarsi
@hansikanarsi 8 месяцев назад
The explanation is very good but I have a query at 28-29 mins. After you build the multi stage image, it is showing an old image too, so my query is whether it depends on the old one?
@RJ-nt3ol
@RJ-nt3ol 8 месяцев назад
Abhishek, can you please make a video on docker compose?
@user-yn7vt7tf4i
@user-yn7vt7tf4i 4 месяца назад
🤯🤯
@alamandabhaskar6815
@alamandabhaskar6815 10 месяцев назад
Do we need to connect ec2 instance always to git bash to perform any operation on dockers.....?
@InfluenceSnapz
@InfluenceSnapz 6 месяцев назад
Hi abhishek, as I follow along to complete the build , My build stops at step 5/8 when using the RUN CGO_ENABLED phase. Any suggestions? Great video by the way first time hearing about multi stage and distroless concept and you explained it perfectly.
@deepakadusumilli2344
@deepakadusumilli2344 7 месяцев назад
I Built simple calculator-multistage with that another built also showing when you enter docker images comand. 2 images built at a time. (timestamp is 29.45)
@chinmayr3924
@chinmayr3924 3 месяца назад
you said you would talk about docker commands in this video but you didnt cover is it there in next video?
@novicecoder5753
@novicecoder5753 8 месяцев назад
13:30 anna this time you said that we can run the application with the help of artifact that is generated in stage but when you are installing the dependencies in first stage you included the MySQL also but what are the dependencies that we install for MySQL? The database is in the seperate container and we communicate with the db using network so need to install the MySQL dependencies in the stage 1 i think. I am a beginner just correct me if I am wrong 🙏 Honestly I don't know about these dependencies 😅 because we are using PHP
@surekhach1422
@surekhach1422 Год назад
Hi Abhishek , do we need to have google cloud sdk / cli in our ec2 instance ,to download any distroless images? if it is, how it will be sync with docker hub. please suggest.
@tanmoysantra1112
@tanmoysantra1112 Год назад
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Awesome. Please share the videos with your friends
@user-lr4pv1xj1w
@user-lr4pv1xj1w 7 месяцев назад
Hi Abhishek, Thankyou for sharing your knowledge Can you please explain why do we use withpythonenv withpythonenv(‘python3’) { sh ‘’’ Pip3 install -upgrade pip wheel setuptools Pip3 install -r pd-deploy/requirements.txt ‘’’ Is it for virtual env ?
@bharathib.bharathi1641
@bharathib.bharathi1641 Год назад
Sir thank you for your explanation about new things in docker because I have taken training for Devops who is having 5+ years of real time experience but he didn't tell about these new things.... Please tell about .ear app and.war app also and how to build those files in real time... Once I'm lucky to know about unknown concepts in devops....
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Thanks alot
@hiransanjeewa4705
@hiransanjeewa4705 Год назад
💚💚💚
@AbhishekVeeramalla
@AbhishekVeeramalla 11 месяцев назад
❤️
@thepresistence5935
@thepresistence5935 Год назад
I tried with my python application: Without Multi Stage: 904 MB With Multi Stage: 54 MB
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Awesome
@mohammadmakbulshaik2766
@mohammadmakbulshaik2766 Год назад
Hii anna, Could you please make a video on multi stage on three tier application
@AbhishekVeeramalla
@AbhishekVeeramalla Год назад
Noted .. will try
@Cloudnp9458
@Cloudnp9458 6 месяцев назад
To run an application I don't need a source code, packages. Only artifact binary is required, that can very well run using distroless minimalistic image. For golang, scratch is distroless minimalist image।
@AbhishekVeeramalla
@AbhishekVeeramalla 6 месяцев назад
You are preparing the notes in comments 😀
@abhinavpaul5960
@abhinavpaul5960 Месяц назад
Is it safe to use distroless image in Production environment ?
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