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CI/CD vs GitOps vs MLOps what actually changes? Everything in modern infrastructure comes down to one core idea: pipelines. But what flows through those pipelines ~ and how they’re managed : is what changes across paradigms.
Home / LinkedIn creators / Vishakha Sadhwani
Vishakha Sadhwani
Sr. Solutions Architect at Nvidia | Ex-Google, AWS | EB1-A Recipient || Opinions, my own ||
We read 356 of their posts. Here is what they actually do.
linkedin.com/in/vsadhwani ↗261KFollowers
4.2Posts / week
942Avg likes
738Median likes
43Avg comments
4.8K likesBest post
Engagement over time
Average likes per post, by month.
6.6likes / 1K followers
That puts them in the 81th percentile of the 1,374 creators we track in the 100K to 1M follower band. Reach is not the same as resonance, and this is the ratio that separates them.
2025-04Average likes per month2026-08
Their hooks, word for word
The opening line of their best-performing posts. This is what stops the scroll.
- CI/CD vs GitOps vs MLOps4.8K likes
- If you're pursuing a cloud certification path, here's a role-based roadmap4.5K likes
- Met one of the most humble people in the DevOps space Abhishek Veeramalla .4.3K likes
- Every engineer has that one server where the home directory looks like this.. 🫠3.7K likes
- If you’re a Cloud Engineer aiming for big tech — here are 5 key strategies to learn from Netflix’s architecture.3.5K likes
- SSL certs have caused more panic than any natural disaster 🫠3.4K likes
Content pillars
What they post about, with a line from a real post as evidence.
- DevOps & Cloud Architectural Comparisons
CI/CD vs GitOps vs MLOps post achieved 4,793 likes.
- Career Roadmaps & Portfolio Blueprints
Cloud certification roadmap earned 4,522 likes and 155 comments.
- Relatable Engineering Pain Points
Disk space and expired SSL certificates posts exceeded 3,400 likes each.
Signature moves and voice
The repeatable moves that show up across their best posts.
- Hook with 'X vs Y vs Z: what actually changes?' comparisons.
- Use bulleted roadmap ladders with nested provider paths.
- Share lighthearted Friday engineering failure stories with the melting emoji.
Tone of voiceAuthoritative, educational, structured, and relatable without getting overly dense or strictly theoretical.
What works for them
Patterns that separate their top posts from the rest.
- Structured concept comparisons with distinct bulleted layers outperform all other content.
- Comprehensive multi-cloud career roadmaps generate significantly higher discussion and saves.
- Short, relatable operational pain-point posts published on Fridays consistently gain high engagement.
When they post
Every post, grouped by day of week.
Mon
693
Tue
949
Wed
947
Thu
1.2K
Fri
1.1K
Sat
1.1K
Sun
638
Posts publishedAverage likes
Best day is Thursday at 1.2K average likes. Sunday is their weakest at 638.
What format works
Text, image, video or carousel, ranked by what actually lands for them.
| Format | Posts | Avg likes | |
|---|---|---|---|
| Image | 320 | 998 | |
| Carousel | 9 | 896 | |
| Video | 6 | 415 | |
| Text only | 21 | 256 |
Steal this
Moves you can apply to your own posts this week.
- Format technical breakdowns into clean, bulleted concept comparisons using arrows.
- Publish curated career certification or project roadmaps mapped to cloud providers.
- End the work week with relatable, bite-sized infrastructure outage humor.
Best-performing posts
Ranked by likes, across everything we analysed.
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If you're pursuing a cloud certification path, here's a role-based roadmap (includes the latest GenAI certs toward the end) Here's how you can pick your learning path : 1.
3
Met one of the most humble people in the DevOps space Abhishek Veeramalla . When I started creating content and being active in the community about a year ago, he was someone I always looked up to.. Not just as a creator, but as someone who genuinely enjoys helping others grow.
4
Every engineer has that one server where the home directory looks like this.. 🫠 Everything looks perfectly organized. Until one day it suddenly doesn't. Not traffic spikes. Not Kubernetes issues.
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If you’re a Cloud Engineer aiming for big tech — here are 5 key strategies to learn from Netflix’s architecture. Looking under the hood, the architecture that powers Netflix can handle 247M+ users - which is a masterclass in scalability.
Similar creators
Comparable follower counts, analysed the same way.
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Built from public LinkedIn posts, last refreshed 2026-09-26. Follower counts and engagement change over time. Vishakha Sadhwani is not affiliated with 2pr.io. Request removal.