Sunday, February 5, 2017

Revamping SAFe's Program Level PI Metrics Part 5/6 - Speed

Changing the system starts with changing your vantage point so you can ‘see’ the system differently.  Development speed is often attributed to quick decisions.  Early definition of the requirements and freezing specification quickly are often highlighted as keys to shortening the product development cycle.  Yet the key steps required to bring a new product to market remain the creation and application of knowledge, regardless of how quickly the requirements are set.  The challenge in creating an effective and efficient development system lies in shortening the entire process.” – Dantar Oosterwal, The Lean Machine.

Series Context

Part 1 – Introduction and Overview
Part 2 – Business Impact Metrics
Part 3 – Culture Metrics
Part 4 – Quality Metrics
Part 5 – Speed Metrics (You are here)
Part 6 – Conclusion and Implementation


Introduction

As mentioned in my last post, the categorization of metrics went through some significant reshaping in the review process.  The “Speed” (or “Flow”) quadrant didn’t exist, with its all-important metrics divided between “Business Impact” and “Deployment Health”.  

Lead Time is arguably the most important metric in Lean, as evidenced by Taiicho Ohno’s famous statement that “All we are doing is looking at the customer time line, from the moment the customer gives us the order to the point when we collect the cash”.  Not only does it measure our (hopefully) increasing ability to respond rapidly to opportunity, but is a critical ingredient in enabling a focus on global rather than local optimization.

In this quadrant, the core focus is to employ two perspective views on Lead Time.  The first (Feature Lead Time) relates to the delivery of feature outcomes, and the second (MTTR from Incident) our ability to rapidly recover from production incidents.

The other proposed metrics highlight the cycle time of key phases in the idea-to-value life-cycle as an aid to understanding “where we are slow, and where we are making progress”.  In particular, they will highlight failure to gain traction in XP and DevOps practices.

There is, however, a caveat.  Many (if not most) Agile Release Trains do not begin life in control of the entire idea-to-value life-cycle.  On the one hand, its very common for features to be handed off to an enterprise release management organisation for production release.  On the other, whilst Lean Principles are at the heart of SAFe the framework centers on hardware/software development.  The (traditionally business) skill-sets in areas such as operational readiness, marketing and sales required to move from “Deployed product” to “Value generating product” are nowhere on the big picture. 

ARTs focused on bringing to life the SAFe principles will address these gaps as they inspect and adapt, but in the meantime  there is a temptation to “not measure what we are not in control of”.  As a coach, I argue that ARTs should “never let go until you’ve validated the outcome”.  You may not be in control, but you should be involved – if for nothing else than in pursuit of global optimization.  

Basic Definitions


Basic Metrics Rationale

Average Feature Lead Time (days)

This is the flagship metric.   However, the trick is determining "when the timer starts ticking".   For an ART maintaining the recommended 3-PI roadmap, feature lead time would rarely be shorter than a depressing 9 months.  
To measure it, one needs 2 things: A solid Feature Kanban, and agreement on which stage triggers the timer.  A good feature kanban will of necessity be more granular the sample illustrated in the framework (fuel for a future post), but the trigger point I most commonly look for is "selection for next PI".  In classic kanban parlance, this is the moment when a ticket moves from "backlog" to "To Do", and in most ARTs triggers the deeper preparation activities necessary to prepare a feature for PI planning.  The end-point for the measure is the moment at which the feature starts realizing value and is dependent on solution context, often triggered by deployment for digital solutions but after business change management activities for internal solutions.

Average Deployment Cycle Time (days)

This metric was inspired by the recently released Devops Handbook by Gene Kim and friends.  In essence, we want to measure “time spent in the tail”.  I have known ART after ART that accelerated their development cycle whilst never making inroads on their path to production.  If everything you build has to be injected in a 3-month enterprise release cycle, its almost pointless accelerating your ability to build!  
Whilst our goal is to measure this in minutes, I have selected days as the initial measure as for most large enterprises the starting point will be weeks if not months.

Average Mean Time to Restore (MTTR) from Incident (mins)

When a high severity incident occurs in production, how long does it take us to recover?  In severe cases, these incidents can cause losses of millions of dollars per hour.  Gaining trust in our ability to safely deploy regularly can only occur with demonstrated ability to recover fast from issues.  Further, since these incidents are typically easy to quantify in bottom-line impact, we gain the ability to start to measure the ROI of investment in DevOps enablers.

Prod Deploys Per PI (#)

Probably the simplest measure of all listed on the dashboard - how frequently are we deploying and realizing value?

Advanced Definitions


Advanced Metrics Rationale

Average Feature Execution Cycle Time (days)

This is one of the sub-phases of the lead time which are worth measuring in isolation, and is once again dependent on the presence of an appropriately granular feature kanban.  
The commencement trigger is "first story played", and the finalization trigger is "feature ready for deployment packaging" (satisfies Feature Definition of Done).  The resultant measure will be an excellent indicator of train behaviors when it comes to Feature WIP during the PI.  Are they working on all features simultaneously throughout the PI or effectively collaborating across teams to shorten the execution cycles at the feature level?

One (obvious) use of the metric is determination of PI length.  Long PI’s place an obvious overhead on Feature Lead Time, but if average Feature Execution time is 10 weeks its pointless considering an 8 week PI.  

Average Deploy to Value Cycle Time (days)

This sub-phase of feature lead time measures "how long a deployed feature sits on the shelf before realizing value".  
The commencement trigger is "feature deployed", and the finalization trigger is "feature used in anger".  It will signal the extent to which true system level optimization is being achieved, as opposed to local optimization for software build.  In a digital solution context it is often irrelevant (unless features are being shipped toggled-off in anticipation of marketing activities), but for internal solution contexts it can be invaluable in signalling missed opportunities when it comes to organizational change management and business readiness activities.

Average Deployment Outage (mins)

How long an outage will our users and customers experience in relation to a production deployment?  Lengthy outages will severely limit our aspirations to deliver value frequently.  

Conclusion

We’ve now covered all 4 quadrants and their accompanying metrics.  The next post will conclude the series with a look at dashboard representation, implementation and utilisation. 

High performers [in Devops practices] were twice as likely to exceed profitability, market share, and productivity goals.  And, for those organizations that provided a stock ticker symbol, we found that high performers had 50% higher market capitalization growth over three years.” – Gene Kim, Jez Humble, Patrick Debois, John Willis .. The Devops Handbook


138 comments:

  1. This is a nice and informative, containing all information and also has a great impact on the new technology. Thanks for sharing it
    website designing Service

    ReplyDelete
  2. ?m impressed, I must say. Really rarely do I encounter a blog that?s both educative and entertaining, and let me tell you, you have hit the nail on the head. Your idea is outstanding; the issue is something that not enough people are speaking intelligently about. I am very happy that I stumbled across this in my search for something relating to this.Get Best Fireproof clothing material from Daletec.com in all over the world.

    ReplyDelete
  3. I just loved your article on the beginners guide to starting a blog.If somebody take this blog article seriously in their life, he/she can earn his living by doing blogging.thank you for thizs article. top devops online training

    ReplyDelete
  4. Very detailed content on data safety, a pleasure to read while looking for enterprise backup solutions that work with aws

    ReplyDelete
  5. Not exclusively will this assist you with staying away from punishments, it will likewise assist you with boosting the productivity of your site improvement methodology. Obviously,blog comments service in 1$

    ReplyDelete
  6. It was a very good post indeed. I thoroughly enjoyed reading it in my lunch time. Will surely come and visit this blog more often. Thanks for sharing. dewapoker

    ReplyDelete
  7. It is amazing and wonderful to visit your site.Thanks for sharing this information,this is useful to me...

    AWS Online Training
    AWS Certification Training
    AWS Certification Course Online
    AWS Training
    AWS Online Course

    ReplyDelete
  8. The post is written in very a good manner and it contains many useful information for me.


    gexton security network it system

    ReplyDelete
  9. Very useful for and effective blog for us..I always read your all blogs..
    For any Graphtec Dealers in India
    For any Graphtec High Speed Data Logger

    ReplyDelete
  10. putlockerfree.pictures Great post, thank you for sharing this usefull information.It is very easy to understand.Keep regular update with your blogs.

    ReplyDelete
  11. My rather long internet look up has at the end of the day been compensated with pleasant insight to talk about with my family and friends.
    Cloud Business Management Software Suite

    ReplyDelete
  12. Such a very useful article. Very interesting to read this article. I would like to thank you for the efforts you had made for writing this awesome article.
    Data Science Course in Pune
    Data Science Training in Pune

    ReplyDelete
  13. I feel very grateful that I read this. It is very helpful and very informative and I really learned a lot from it.
    Data Analytics Course in Pune
    Data Analytics Training in Pune

    ReplyDelete
  14. I am impressed by the information that you have on this blog. It shows how well you understand this subject.
    Business Analytics Course in Pune
    Business Analytics Training in Pune

    ReplyDelete
  15. Thumbs up guys your doing a really good job. It is the intent to provide valuable information and best practices, including an understanding of the regulatory process.
    Cyber Security Course in Bangalore

    ReplyDelete
  16. This is a wonderful article, Given so much info in it, These type of articles keeps the users interest in the website, and keep on sharing more ... good luck.
    Data Science Training Institute in Bangalore

    ReplyDelete
  17. I am impressed by the information that you have on this blog. Thanks for Sharing
    Ethical Hacking in Bangalore

    ReplyDelete
  18. Very nice blog and articles. I am really very happy to visit your blog. Now I am found which I actually want. I check your blog everyday and try to learn something from your blog. Thank you and waiting for your new post.
    Cyber Security Training in Bangalore

    ReplyDelete
  19. Great post i must say and thanks for the information. Education is definitely a sticky subject. However, is still among the leading topics of our time. I appreciate your post and look forward to more.
    Best Data Science Courses in Bangalore

    ReplyDelete
  20. After reading your article I was amazed. I know that you explain it very well. And I hope that other readers will also experience how I feel after reading your article.
    Ethical Hacking Course in Bangalore

    ReplyDelete
  21. It has fully emerged to crown Singapore's southern shores and undoubtedly placed her on the global map of residential landmarks. I still scored the more points than I ever have in a season for GS. I think you would be hard pressed to find somebody with the same consistency I have had over the years so I am happy with that.
    Data Science Course in Bangalore

    ReplyDelete
  22. You might comment on the order system of the blog. You should chat it's splendid. Your blog audit would swell up your visitors. I was very pleased to find this site.I wanted to thank you for this great read!!
    Data Science Training in Bangalore

    ReplyDelete
  23. Wow! Such an amazing and helpful post this is. I really really love it. I hope that you continue to do your work like this in the future also.
    Ethical Hacking Training in Bangalore

    ReplyDelete
  24. Thanks for the informative and helpful post, obviously in your blog everything is good..

    Data Science Training

    ReplyDelete
  25. Very interesting blog. A lot of the blogs I see these days don't provide anything that interests me, but I'm really interested in this one. I just thought I would post and let you know.

    Data Science Courses

    ReplyDelete
  26. This is an excellent article. Thanks for sharing this information. I will be visiting your blog regularly for the latest articles. I will be visiting your blog regularly to see some of the latest posts.

    Data Science Certification

    ReplyDelete
  27. I don’t suppose many of websites give this kind of information. Calgary SEO Agency

    ReplyDelete
  28. Is your fridge’s temperature off? Is your oven not cooking your meals properly? Is your dryer making strange, loud noises? No matter what issue you are experiencing with your household appliances (such as your fridge, stove, oven, washer, dryer, dishwasher, freezer), you need to know that you can rely on an appliance repair Vancouver company to provide quick and reliable repairs.fridge repair

    ReplyDelete
  29. It would also motivate almost everyone to save this webpage for their favorite helper to help get the look published.

    Business Analytics Course in Bangalore

    ReplyDelete
  30. Just a shine from you here. I have never expected anything less from you and you have not disappointed me at all. I guess you will continue the quality work.

    Data Analytics Course in Bangalore

    ReplyDelete
  31. Terrific post thoroughly enjoyed reading the blog and more over found to be the tremendous one. In fact, educating the participants with it's amazing content. Hope you share the similar content consecutively.

    artificial intelligence course in bhilai

    ReplyDelete
  32. Honestly speaking this blog is absolutely amazing in learning the subject that is building up the knowledge of every individual and enlarging to develop the skills which can be applied in to practical one. Finally, thanking the blogger to launch more further too.

    Data Science training in Bhilai

    ReplyDelete
  33. Stupendous blog huge applause to the blogger and hoping you to come up with such an extraordinary content in future. Surely, this post will inspire many aspirants who are very keen in gaining the knowledge. Expecting many more contents with lot more curiosity further.

    Digital Marketing Course in Bhilai

    ReplyDelete
  34. Stupendous blog huge applause to the blogger and hoping you to come up with such an extraordinary content in future. Surely, this post will inspire many aspirants who are very keen in gaining the knowledge. Expecting many more contents with lot more curiosity further.

    Digital Marketing Course in Bhilai

    ReplyDelete
  35. I have to search sites with relevant information ,This is a
    wonderful blog,These type of blog keeps the users interest in
    the website, i am impressed. thank you.
    Data Science Course in Bangalore

    ReplyDelete
  36. I have to search sites with relevant information ,This is a
    wonderful blog,These type of blog keeps the users interest in
    the website, i am impressed. thank you.
    Data Science Training in Bangalore

    ReplyDelete
  37. Fantastic blog extremely good well enjoyed with the incredible informative content which surely activates the learners to gain the enough knowledge. Which in turn makes the readers to explore themselves and involve deeply in to the subject. Wish you to dispatch the similar content successively in future as well.

    artificial intelligence training in bhilai

    ReplyDelete
  38. Really wonderful blog completely enjoyed reading and learning to gain the vast knowledge. Eventually, this blog helps in developing certain skills which in turn helpful in implementing those skills. Thanking the blogger for delivering such a beautiful content and keep posting the contents in upcoming days.

    Data Science training

    ReplyDelete
  39. Truly incredible blog found to be very impressive due to which the learners who ever go through it will try to explore themselves with the content to develop the skills to an extreme level. Eventually, thanking the blogger to come up with such an phenomenal content. Hope you aarrive with the similar content in future as well.

    Digital Marketing training

    ReplyDelete
  40. Tremendous blog quite easy to grasp the subject since the content is very simple to understand. Obviously, this helps the participants to engage themselves in to the subject without much difficulty. Hope you further educate the readers in the same manner and keep sharing the content as always you do.

    Data Science certification in Raipur

    ReplyDelete
  41. Great article with valuable information found very resourceful thanks for sharing.
    typeerror nonetype object is not subscriptable

    ReplyDelete
  42. "
    Brilliant work done by you indeed here. This is only the motivation behind why I've generally enjoyed your work. You have stunning composing aptitudes and you show them in each article. Prop it up!"
    360DigiTMG masters in data science

    ReplyDelete
  43. Really, this article is truly one of the best, information shared was valuable and resourceful Very good work thank you.
    Data Scientist Training in Hyderabad

    ReplyDelete
  44. stunning, incredible, I was thinking about how to fix skin inflammation normally.I've bookmark your site and furthermore include rss. keep us refreshed.
    data scientist malaysia

    ReplyDelete
  45. Really nice and interesting blog information shared was valuable and enjoyed reading this one. Keep posting. Thanks for sharing.
    Data Science Training in Hyderabad

    ReplyDelete
  46. Thank you for your message. I've been thinking about writing a very similar article for the last few weeks, I'll probably keep it short and to the point and link to this article instead if that's interesting. Thank you. PMP Certification in Hyderabad

    ReplyDelete
  47. I feel very grateful that I read this. It is very helpful and very informative and I really learned a lot from it. Water Softener System

    ReplyDelete
  48. I truly like your style of blogging. I added it to my preferred's blog webpage list and will return soon…
    https://360digitmg.com/course/certification-program-in-data-science

    ReplyDelete
  49. Your work is generally excellent and I value you and jumping for some more educational posts
    https://360digitmg.com/course/certification-on-industrial-revolution-4-0

    ReplyDelete
  50. Truly mind blowing blog went amazed with the subject they have developed the content. These kind of posts really helpful to gain the knowledge of unknown things which surely triggers to motivate and learn the new innovative contents. Hope you deliver the similar successive contents forthcoming as well.

    Digital Marketing training in Raipur

    ReplyDelete
  51. Tremendous blog quite easy to grasp the subject since the content is very simple to understand. Obviously, this helps the participants to engage themselves in to the subject without much difficulty. Hope you further educate the readers in the same manner and keep sharing the content as always you do.

    Digital Marketing training

    ReplyDelete
  52. Terrific post thoroughly enjoyed reading the blog and more over found to be the tremendous one. In fact, educating the participants with it's amazing content. Hope you share the similar content consecutively.

    Data Science training

    ReplyDelete
  53. This is my first time visiting here. I found a lot of funny things on your blog, especially your discussion. From the tons of comments on your posts, I guess I'm not the only one who has all the free time here. Keep up the good work. I was planning to write something like this on my website and you gave me an idea.

    Artificial Intelligence Course in Bangalore

    ReplyDelete
  54. Very great post. I just discovered your blog and needed to state that I have truly appreciated perusing your blog entries. Any way I'll be buying in to your feed and I trust you post again soon.
    data scientist course

    ReplyDelete
  55. This Post is providing valuable and unique information; I know that you take a time and effort to make a awesome article 토토사이트

    ReplyDelete
  56. Succeed! It could be one of the most useful blogs we have ever come across on the subject. Excellent info! I’m also an expert in this topic so I can understand your effort very well. Thanks for the huge help. auto glass near me

    ReplyDelete
  57. I have read your blog it is very helpful for me. I want to say thanks to you. I have bookmark your site for future updates. used motorcycles for sale

    ReplyDelete
  58. A debt of gratitude is in order for the blog entry amigo! Keep them coming. polaris dealer

    ReplyDelete
  59. I found your documents very interesting. You have a amazing skills of writing a brief content. Thanks for talking about this, it is really a useful for me. I am going to preserve this. real estate broker wakefield

    ReplyDelete
  60. The post is really superb. It’s varied accessory information that consists during a basic and necessary method. Thanks for sharing this text. The substance is genuinely composed. This web do my paper for me log is frequently sharing useful actualities. Keep sharing a lot of posts. real estate broker wakefield

    ReplyDelete
  61. Hi, I log on to your new stuff like every week. Your humoristic style is witty, keep it up hebergement web Gatineau Ottawa

    ReplyDelete
  62. Hi, I log on to your new stuff like every week. Your humoristic style is witty, keep it up hebergement web Gatineau Ottawa

    ReplyDelete
  63. I am constantly surprised by the amount of information accessible on this subject. What you presented was well researched and well written to get your stand on this over to all your readers. Thanks a lot my dear schwank patio heaters

    ReplyDelete
  64. You…are…my…hero!!! I cant believe something like this exists on the internet! Its so true, so honest, and more than that you dont sound like an idiot! Finally, someone who knows how to talk about a subject without sounding like a kid who didnt get that bike he wanted for Christmas. real estate broker chelsea

    ReplyDelete
  65. It is quite beneficial, although we think about the facts when it reaches this target yoga ville de gatineau

    ReplyDelete
  66. I would like to thank you for the efforts you have made in writing this article. I am hoping the same best work from you in the future as well. Thanks. Terrasverwarmer

    ReplyDelete
  67. Terrific post thoroughly enjoyed reading the blog and more over found to be the tremendous one. In fact, educating the participants with it's amazing content. Hope you share the similar content consecutively.

    Data Science training

    ReplyDelete
  68. Very rapidly this site will be famous among all blogging and site-building users, due to it's good articles Water Softener System

    ReplyDelete
  69. Nice post. I learn some thing more difficult on various blogs everyday. It will always be stimulating you just read content using their company writers and use a little something from their site. I'd prefer to use some with all the content in my small weblog no matter whether you don't mind. Natually I'll provide you with a link on the internet weblog. Many thanks sharing Power Washing

    ReplyDelete
  70. Nice post. I learn some thing more difficult on various blogs everyday. It will always be stimulating you just read content using their company writers and use a little something from their site. I'd prefer to use some with all the content in my small weblog no matter whether you don't mind. Natually I'll provide you with a link on the internet weblog. Many thanks sharing Sanitation Services

    ReplyDelete
  71. Thanks for taking the time to discuss this, I feel strongly that love and read more on this topic. If possible, such as gain knowledge, would you mind updating your blog with additional information? It is very useful for me baltimore video production

    ReplyDelete
  72. This is such a great resource that you are providing and you give it away for free shipping from china to usa

    ReplyDelete
  73. I havent any word to appreciate this post.....Really i am impressed from this post....the person who create this post it was a great human..thanks for shared this with us buy website traffic

    ReplyDelete
  74. 나는 지금 당신의 웹 사이트에서 몇 가지 기사를 표현했고 당신의 블로그 스타일이 정말 마음에 듭니다. 즐겨 찾는 블로그 사이트 목록에 추가했으며 곧 다시 확인하겠습니다. 토토사이트

    ReplyDelete
  75. Truly mind blowing blog went amazed with the subject they have developed the content. These kind of posts really helpful to gain the knowledge of unknown things which surely triggers to motivate and learn the new innovative contents. Hope you deliver the similar successive contents forthcoming as well.

    Digital Marketing Course

    ReplyDelete
  76. Stupendous blog huge applause to the blogger and hoping you to come up with such an extraordinary content in future. Surely, this post will inspire many aspirants who are very keen in gaining the knowledge. Expecting many more contents with lot more curiosity further.

    Data Science training

    ReplyDelete
  77. I can set up my new idea from this post. It gives in depth information. Thanks for this valuable information for all 토토사이트추천

    ReplyDelete
  78. Tremendous blog quite easy to grasp the subject since the content is very simple to understand. Obviously, this helps the participants to engage themselves in to the subject without much difficulty. Hope you further educate the readers in the same manner and keep sharing the content as always you do.

    Digital Marketing Course

    ReplyDelete
  79. I have read your article couple of times because your views are on my own for the most part. It is great content for every reader. 메이저놀이터

    ReplyDelete
  80. It is a good site post without fail. Not too many people would actually, the way you just did. I am impressed that there is so much information about this subject that has been uncovered and you’ve defeated yourself this time, with so much quality. Good Works! 먹튀안전사이트

    ReplyDelete
  81. I was just browsing through the internet looking for some information and came across your blog. I am impressed by the information that you have on this blog. It shows how well you understand this subject. Bookmarked this page, will come back for more. freelancer malta

    ReplyDelete
  82. This is a splendid website! I"m extremely content with the remarks!ExcelR Data Analytics Course

    ReplyDelete
  83. This helps them in learning new things about Python and how to solve various issues that may arise while coding. data science course in india

    ReplyDelete
  84. 체중 감량에 성공하려면 외모 이상에 집중해야합니다. 기분, 전반적인 건강 및 정신 건강을 활용하는 접근 방식이 가장 효율적입니다. 두 가지 체중 감량 여정이 똑같지 않기 때문에 대대적 인 체중 감량을 달성 한 많은 여성에게 정확히 어떻게했는지 물었습니다. 출장샵

    ReplyDelete
  85. I found a great article here. I are certain to become straight back. I only added your website on my own bookmark websites. thanks. Tableau Course in Bangalore

    ReplyDelete
  86. Again, this is a very impressive topic. Thank you all the time. I've been reading your articles with interest from before. If possible, please visit my website and read my post and leave a comment. Have a good day!토토사이트

    ReplyDelete
  87. Cool stuff you have got and you keep update all of us 토토사이트

    ReplyDelete
  88. I truly like you're composing style, incredible data, thankyou for posting. 먹튀검증업체

    ReplyDelete
  89. Nice to be visiting your blog again, it has been months for me. Well this article that i've been waited for so long. I need this article to complete my assignment in the college, and it has same topic with your article. Thanks, great share 토토사이트

    ReplyDelete
  90. I like this post and there is obviously a lot to know about this. I think you made some good points in Features also i figure that they having a great time to peruse this post. They might take a decent site to make an information, thanks for sharing it to me Keep working, great job!
    Braces in Bangalore

    ReplyDelete
  91. The Data Scientist Certification Programme is one of the most comprehensive Data Science Course in Bangalore. It is specially designed to suit both data professionals and beginners who want to make a career in this fast-growing profession. Over 6 months, students will learn key techniques such as Statistical Analysis, Regression Analysis, Data Mining, Machine Learning, Forecasting and Text Mining, and tools such as Python and R Programming.

    ReplyDelete
  92. Actually I read it yesterday I looked at most of your posts but I had some ideas about it . This article is probably where I got the most useful information for my research and today I wanted to read it again because it is so well written.
    Data Science Course in Bangalore

    ReplyDelete
  93. Highly appreciable regarding the uniqueness of the content. This perhaps makes the readers feels excited to get stick to the subject. Certainly, the learners would thank the blogger to come up with the innovative content which keeps the readers to be up to date to stand by the competition. Once again nice blog keep it up and keep sharing the content as always.

    Data Science certification in Bhilai

    ReplyDelete
  94. Wonderful blog found to be very impressive to come across such an awesome blog. I should really appreciate the blogger for the efforts they have put in to develop such an amazing content for all the curious readers who are very keen of being updated across every corner. Ultimately, this is an awesome experience for the readers. Anyways, thanks a lot and keep sharing the content in future too.

    Digital Marketing Course in Bhilai

    ReplyDelete
  95. Fantastic blog extremely good well enjoyed with the incredible informative content which surely activates the learners to gain the enough knowledge. Which in turn makes the readers to explore themselves and involve deeply in to the subject. Wish you to dispatch the similar content successively in future as well.

    Data Science training in Raipur

    ReplyDelete
  96. Terrific post thoroughly enjoyed reading the blog and more over found to be the tremendous one. In fact, educating the participants with it's amazing content. Hope you share the similar content consecutively.

    Data Science Course in Raipur

    ReplyDelete
  97. Truly incredible blog found to be very impressive due to which the learners who ever go through it will try to explore themselves with the content to develop the skills to an extreme level. Eventually, thanking the blogger to come up with such an phenomenal content. Hope you arrive with the similar content in future as well.

    Digital Marketing training

    ReplyDelete
  98. Very good message. I stumbled across your blog and wanted to say that I really enjoyed reading your articles. Anyway, I will subscribe to your feed and hope you post again soon.

    Business Analytics Course

    ReplyDelete
  99. Highly appreciable regarding the uniqueness of the content. This perhaps makes the readers feels excited to get stick to the subject. Certainly, the learners would thank the blogger to come up with the innovative content which keeps the readers to be up to date to stand by the competition. Once again nice blog keep it up and keep sharing the content as always.

    Data Science training in Bhilai

    ReplyDelete
  100. I have to search sites with relevant information ,This is a
    wonderful blog,These type of blog keeps the users interest in
    the website, i am impressed. thank you.
    Data Science Training in Bangalore

    ReplyDelete
  101. here you can get more information about joining the Pakistan navy
    Join Pak Navy

    ReplyDelete
  102. web design, I must admit that your post is really interesting. I have spent a lot of my spare time reading your content. Thank you a lot! and if you need then contact us!

    ReplyDelete
  103. Hi would you mind letting me know which webhost you’re utilizing?

    I’ve loaded your blog in 3 different browsers and
    I must say this blog loads a lot quicker then most.
    Can you suggest a good internet hosting provider at a reasonable price?
    Many thanks, I appreciate it!

    Also visit my web page ::대구오피


    ReplyDelete
  104. I really enjoy every part and have bookmarked you to see the new things you post. Well done for this excellent article. Please keep this work of the same quality.
    Artificial Intelligence course in Chennai

    ReplyDelete
  105. Fantastic blog with excellent information and valuable content just added your blog to my bookmarking sites thank for sharing.
    Data Science Course in Chennai

    ReplyDelete
  106. Glad to read your write-up; you can add more crucial points, including facts and trends if you get in touch with a leading mobile app development company for better-authorized content formation. For more details, visit mobile app development company or contact us: +91-9717270746 or email us: sales@appsquadz.com

    ReplyDelete
  107. Happy to chat on your blog, I feel like I can't wait to read more reliable posts and think we all want to thank many blog posts to share with us.

    Data Science Training in Bangalore

    ReplyDelete
  108. Really wonderful blog completely enjoyed reading and learning to gain vast knowledge. Eventually, this blog helps in developing certain skills which in turn helpful in implementing those skills. Thanking the blogger for delivering such beautiful content and keep posting the contents in the upcoming days.

    Digital Marketing Training in Bangalore

    ReplyDelete
  109. The truly mind-blowing blog went amazed with the subject they have developed the content. This kind of post is really helpful to gain knowledge of unknown things which surely triggers to motivate and learn the new innovative contents. Hope you deliver the similar successive contents forthcoming as well.

    Cyber Security Course

    ReplyDelete
  110. An extraordinary blog filled with amazing content which no one has touched on this subject before. Thanking the blogger for all the terrific efforts put in to develop such awesome content. Expecting to deliver similar content further too and keep sharing as always.

    Machine Learning Course in Bangalore

    ReplyDelete
  111. Thank a lot. You have done excellent job. I enjoyed your blog . Nice efforts
    Data Science Certification in Hyderabad

    ReplyDelete
  112. Wow, happy to see this awesome post. I hope this think help any newbie for their awesome work and by the way thanks for share this awesomeness, i thought this was a pretty interesting read when it comes to this topic. Thank you..
    Artificial Intelligence Course

    ReplyDelete
  113. I need to thank you for this very good read and i have bookmarked to check out new things from your post. Thank you very much for sharing such a useful article and will definitely saved and revisit your site.
    Data Science Course

    ReplyDelete
  114. Your site is truly cool and this is an extraordinary moving article and If it's not too much trouble share more like that. Thank You..
    Digital Marketing Course in Hyderabad

    ReplyDelete
  115. Thank you so much for providing good quality information. 먹튀검증업체 I think it would not have been easy to collect this information and organize it in an easy to understand way. I'll add it to my bookmarks so I can visit it often! And I will share it with my acquaintances. And there is a lot of useful information on our website too, so please take a look and take a look. Then have a good day. 토토사이트먹튀

    ReplyDelete
  116. I feel very grateful that I read this. It is very helpful and very informative and I really learned a lot from it.
    Data Science Course in Chennai

    ReplyDelete