#Google Cloud Next 2025
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govindhtech · 6 days ago
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FinOps Hub 2.0 Removes Cloud Waste With Smart Analytics
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FinOps Hub 2.0
As Google Cloud customers used FinOps Hub 2.0 to optimise, business feedback increased. Businesses often lack clear insights into resource consumption, creating a blind spot. DevOps users have tools and utilisation indicators to identify waste.
The latest State of FinOps 2025 Report emphasises waste reduction and workload optimisation as FinOps priorities. If customers don't understand consumption, workloads and apps are hard to optimise. Why get a committed usage discount for computing cores you may not be using fully?
Using paid resources more efficiently is generally the easiest change customers can make. The improved FinOps Hub in 2025 focusses on cleaning up optimisation possibilities to help you find, highlight, and eliminate unnecessary spending.
Discover waste: FinOps Hub 2.0 now includes utilisation data to identify optimisation opportunities.
FinOps Hub 2.0 released at Google Cloud Next 2025 to highlight resource utilisation statistics to discover waste and take immediate action. Waste can be an overprovisioned virtual machine (VM) that is barely used at 5%, an underprovisioned GKE cluster that is running hot at 110% utilisation and may fail, or managed resources like Cloud Run instances that are configured suboptimally or never used.
FinOps users may now display the most expensive waste category in a single heatmap per service or AppHub application. FinOps Hub not only identifies waste but also delivers cost savings for Cloud Run, Compute Engine, Kubernetes Engine, and Cloud SQL.
Highlight waste: FinOps Hub uses Gemini Cloud Assist for optimisation and engineering.
The fact that it utilises Gemini Cloud Assist to speed up FinOps Hub's most time-consuming tasks may make this version a 2.0. Since January 2024 to January 2025, Gemini Cloud Assist has saved clients over 100,000 FinOps hours a year by providing customised cost reports and synthesising insights.
Google Cloud offered FinOps Hub two options to simplify and automate procedures using Gemini Cloud Assist. FinOps can now get embedded optimisation insights on the hub, such cost reports, so you don't have to find the optimisation "needle in the haystack". Second, Gemini Cloud Assist can now assemble and provide the most significant waste insights to your engineering teams for speedy fixes.
Eliminate waste: Give IT solution owners a NEW IAM role authorisation to view and act on optimisation opportunities.
Tech solution owners now have access to the billing panel, FinOps' most anticipated feature. This will display Gemini Cloud Assist and FinOps data for all projects in one window. With multi-project views in the billing console, you can give a department that only uses a subset of projects for their infrastructure access to FinOps Hub or cost reports without giving them more billing data while still letting them view all of their data in one view.
The new Project Billing Costs Manager IAM role (or granular permissions) provides multi-project views. Sign up for the private preview of these new permissions. With increased access limitations, you may fully utilise FinOps solutions across your firm.
“With clouds overgrown, like winter’s old grime, spring clean your servers, save dollars and time.” Clean your cloud infrastructure with FinOps Hub 2.0 and Gemini Cloud Assist this spring. Whatever, Gemini says so.
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onionpainter · 4 months ago
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Professional Announcement for 2025
Hello everyone,
I am now being represented by a local gallery! My lack of posting on here has disguised a really huge amount of painting activity I have been embroiled in these past few months to build up an adequate amount of pictures to satisfy the gallery's monthly schedule.
So for the next 12 months [at least] I will be posting 2-3 paintings per month :)! Starting January 3rd.
I will be offering them for sale here too, so if there is a picture you are interested in you can DM me privately and I will get you in touch with my gallery and mail it out to you.
All prices will be listed in Canadian dollars [Note for US Americans: your dollar is worth about 1.41 Canadian dollars atm so if you're interested in a picture you can go on google and see how much less you'll actually be paying in USD]. The gallery also offers payment plans if it would be more convenient to split the payments up.
The paintings I will be offering for sale in January are these: Purple Cloud [not posted yet] 300cad Houston's beach 500cad The onion and garlic picture from this post, which I will photograph and post before the opening 900cad
>me when i still dont have prints. listen i know, i'm sorry, i am so slow on this. its just a matter of time, like literally i just have not had time to deal with that yet because im juggling painting and my illustration job and moving across the country. i will get the prints going at some point, i just dont want to do drop shipping because I can't control for quality in the drop shipping model and I cant bear the thought of a shitty reproduction. I will make a very visible announcement when I am ready to launch a print and I will be doing it like crowd funding pre-order style so that I won't have the risk of a bunch of prints that are unclaimed. it will happen at some point i prommy, i'm so sorry for the delay.
Hope u all have a nice rest of ur december and thank you so much for reading<3
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asp1990 · 3 months ago
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Day 20: Sunday January 19th, 2025 [Final Day]
Breakfast: konbini coffee & snacks
Lunch: dry aged wagyu steak meal set
Dinner: veggie teriyaki noodles
Steps: 14,621
Last day post! Deciding now to trek out to Nara was the best decision we could make. We woke up at 8:30am and had ample time to shower and negotiate our packing situation. Yet again, I was thankful for packing my mini suitcase inside my larger one as it allowed us a bit more grace in fitting in all of our goodies.
We checked out at 11am, left our luggage at the hotel, and went for a stroll through the Shinsaibashi shopping mall… again. We visited the Pokemon store… again. We then walked for 20 minutes to visit the Namba Yasuka Shrine, which is famous for its dragon head design. We took a few photos but the line to make an offering was huge, so we decided to get some lunch instead. A very quick visit!
We walked back towards Dontoburi for lunch - I’d found one last place off my list for us to try that Google suggested was “not as busy as usual” so we were hoping we wouldn’t have to queue. As soon as we lined up a waitress came and showed us a message on her phone that said “the queue is for 1 hour. We can guide you to our sister restaurant with a similar menu” so we said sure! We ended up a few doors down at a beautiful restaurant called Kitan Hibiki Yakiniku & Steak. We were seated upstairs where the grill round table was fully occupied, so we got to sit at the bar all by ourselves. We enjoyed two beautiful ‘dry aged wagyu steak meal sets’ that had steak over rice with egg, miso soup, pickled veg & soba noodles. Delicious! We enjoyed a long lunch and decided which last touristy thing to do. Morgan suggested karaoke or a maid cafe but both felt a bit off for the middle of the day on a Sunday. I suggested one more “sky high” view and Morgan agreed. I booked tickets through Klook and we caught the train to Harukas 300 Observatory.
Once out of the station we tried to follow signs to the observatory but it was very confusing! We got a lift up to the fourteenth floor and were confused again. We followed signs with a blue bear covered in clouds on it but that stopped suddenly. Infuriating! Finally we found the damn ticket desk and there was no queue, so we went right up. Phew!
The observation deck was beautiful and second highest to Tokyo Skytree that we visited at the start of our trip. The sun was shining bright and it was so hot we had to remove our coats. We could see the Donki Ferris wheel that we’d ridden and Osaka Castle in the distance. We stayed for about half an hour before needing to head off. We did some shopping (surprise, surprise - there was a mall underneath) for one more souvenir for Morgan’s mum that he’d struggled to find. We then caught the train back to our hotel. We collected our luggage, charged our phones and booked a taxi to the train station that was where our connecting train would be if we took PT the whole way. We were worried about taking bulky luggage on the subway during peak hour and wanted to be on the train as little as possible.
We got to the train station at 5:20pm and luckily it was a station with elevators. We went up to the platforms easily and accidentally boarded a pre-booked train with comfy seats and room for luggage. We sat down, heard the PA announcement say “please have your tickets ready to show the conductor” and promptly jumped off at the next station. Whoops! Luckily the correct train arrived 4 mins later and it wasn’t packed at all, so all anxiety about being an inconvenience was alleviated. It took 30 minutes to get to Kansai International Airport.
As soon as we walked through the doors to the international terminal it was chaos. No lines, no rules, and a whole lot of confused looking white people. Morgan hadn’t been able to print or download our boarding passes so we were already at a hurdle. It took ages to queue for luggage tags, the conveyer belts weren’t working and both our bags were overweight. It took us an hour to check in properly. When it was finally our turn, we were too tired to exit the line and reorganise our luggage, so we had to pay $124 for 8kg of excess. We then made it through security and customs without any issue and had time to have a final sake in the departure terminal before boarding.
Our flight was huge - 3 rows of 3 across and very full. I took a sleeping pill and hoped I’d be able to snooze during our 7hr flight. I sat between Morgan and an elderly woman, Elizabeth, from the States who was very ready for a chat when I was ready for a snooze. Thankfully we both dozed when the lights went off. The woman behind me incessantly poked me in the back when reaching things from her seat pocket, which was frustrating, but otherwise a smooth ride.
We arrived in Cairns at 6am. It was nice to be back in Aus. The customs guy made fun of my for filling out my declaration form in purple pen (it was the only one I had) but let it fly. Then on to Melbourne!
I had the most wonderful time in Japan with Morgan, but am desperately craving my own bed, clothes not from a suitcase, being able to cool, warmer weather & our cat. This was a trip of a lifetime though! 🇯🇵🍜⛩️
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this-week-in-rust · 23 days ago
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This Week in Rust 593
Hello and welcome to another issue of This Week in Rust! Rust is a programming language empowering everyone to build reliable and efficient software. This is a weekly summary of its progress and community. Want something mentioned? Tag us at @ThisWeekInRust on X (formerly Twitter) or @ThisWeekinRust on mastodon.social, or send us a pull request. Want to get involved? We love contributions.
This Week in Rust is openly developed on GitHub and archives can be viewed at this-week-in-rust.org. If you find any errors in this week's issue, please submit a PR.
Want TWIR in your inbox? Subscribe here.
Updates from Rust Community
Newsletters
The Embedded Rustacean Issue #42
This Week in Bevy - 2025-03-31
Project/Tooling Updates
Fjall 2.8
EtherCrab, the pure Rust EtherCAT MainDevice, version 0.6 released
A process for handling Rust code in the core kernel
api-version: axum middleware for header based version selection
SALT: a VS Code Extension, seeking participants in a study on Rust usabilty
Observations/Thoughts
Introducing Stringleton
Rust Any Part 3: Finally we have Upcasts
Towards fearless SIMD, 7 years later
LLDB's TypeSystems: An Unfinished Interface
Mutation Testing in Rust
Embedding shared objects in Rust
Rust Walkthroughs
Architecting and building medium-sized web services in Rust with Axum, SQLx and PostgreSQL
Solving the ABA Problem in Rust with Hazard Pointers
Building a CoAP application on Ariel OS
How to Optimize your Rust Program for Slowness: Write a Short Program That Finishes After the Universe Dies
Inside ScyllaDB Rust Driver 1.0: A Fully Async Shard-Aware CQL Driver Using Tokio
Building a search engine from scratch, in Rust: part 2
Introduction to Monoio: A High-Performance Rust Runtime
Getting started with Rust on Google Cloud
Miscellaneous
An AlphaStation's SROM
Real-World Verification of Software for Cryptographic Applications
Public mdBooks
[video] Networking in Bevy with ECS replication - Hennadii
[video] Intermediate Representations for Reactive Structures - Pete
Crate of the Week
This week's crate is candystore, a fast, persistent key-value store that does not require LSM or WALs.
Thanks to Tomer Filiba for the self-suggestion!
Please submit your suggestions and votes for next week!
Calls for Testing
An important step for RFC implementation is for people to experiment with the implementation and give feedback, especially before stabilization.
If you are a feature implementer and would like your RFC to appear in this list, add a call-for-testing label to your RFC along with a comment providing testing instructions and/or guidance on which aspect(s) of the feature need testing.
No calls for testing were issued this week by Rust, Rust language RFCs or Rustup.
Let us know if you would like your feature to be tracked as a part of this list.
Call for Participation; projects and speakers
CFP - Projects
Always wanted to contribute to open-source projects but did not know where to start? Every week we highlight some tasks from the Rust community for you to pick and get started!
Some of these tasks may also have mentors available, visit the task page for more information.
If you are a Rust project owner and are looking for contributors, please submit tasks here or through a PR to TWiR or by reaching out on X (formerly Twitter) or Mastodon!
CFP - Events
Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.
* Rust Conf 2025 Call for Speakers | Closes 2025-04-29 11:59 PM PDT | Seattle, WA, US | 2025-09-02 - 2025-09-05
If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a PR to TWiR or by reaching out on X (formerly Twitter) or Mastodon!
Updates from the Rust Project
438 pull requests were merged in the last week
Compiler
allow defining opaques in statics and consts
avoid wrapping constant allocations in packed structs when not necessary
perform less decoding if it has the same syntax context
stabilize precise_capturing_in_traits
uplift clippy::invalid_null_ptr_usage lint as invalid_null_arguments
Library
allow spawning threads after TLS destruction
override PartialOrd methods for bool
simplify expansion for format_args!()
stabilize const_cell
Rustdoc
greatly simplify doctest parsing and information extraction
rearrange Item/ItemInner
Clippy
new lint: char_indices_as_byte_indices
add manual_dangling_ptr lint
respect #[expect] and #[allow] within function bodies for missing_panics_doc
do not make incomplete or invalid suggestions
do not warn about shadowing in a destructuring assigment
expand obfuscated_if_else to support {then(), then_some()}.unwrap_or_default()
fix the primary span of redundant_pub_crate when flagging nameless items
fix option_if_let_else suggestion when coercion requires explicit cast
fix unnested_or_patterns suggestion in let
make collapsible_if recognize the let_chains feature
make missing_const_for_fn operate on non-optimized MIR
more natural suggestions for cmp_owned
collapsible_if: prevent including preceeding whitespaces if line contains non blanks
properly handle expansion in single_match
validate paths in disallowed_* configurations
Rust-Analyzer
allow crate authors to control completion of their things
avoid relying on block_def_map() needlessly
fix debug sourceFileMap when using cppvsdbg
fix format_args lowering using wrong integer suffix
fix a bug in orphan rules calculation
fix panic in progress due to splitting unicode incorrectly
use medium durability for crate-graph changes, high for library source files
Rust Compiler Performance Triage
Positive week, with a lot of primary improvements and just a few secondary regressions. Single big regression got reverted.
Triage done by @panstromek. Revision range: 4510e86a..2ea33b59
Summary:
(instructions:u) mean range count Regressions ❌ (primary) - - 0 Regressions ❌ (secondary) 0.9% [0.2%, 1.5%] 17 Improvements ✅ (primary) -0.4% [-4.5%, -0.1%] 136 Improvements ✅ (secondary) -0.6% [-3.2%, -0.1%] 59 All ❌✅ (primary) -0.4% [-4.5%, -0.1%] 136
Full report here.
Approved RFCs
Changes to Rust follow the Rust RFC (request for comments) process. These are the RFCs that were approved for implementation this week:
No RFCs were approved this week.
Final Comment Period
Every week, the team announces the 'final comment period' for RFCs and key PRs which are reaching a decision. Express your opinions now.
Tracking Issues & PRs
Rust
Tracking Issue for slice::array_chunks
Stabilize cfg_boolean_literals
Promise array::from_fn is generated in order of increasing indices
Stabilize repr128
Stabilize naked_functions
Fix missing const for inherent pointer replace methods
Rust RFCs
core::marker::NoCell in bounds (previously known an [sic] Freeze)
Cargo,
Stabilize automatic garbage collection.
Other Areas
No Items entered Final Comment Period this week for Language Team, Language Reference or Unsafe Code Guidelines.
Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.
New and Updated RFCs
Allow &&, ||, and ! in cfg
Upcoming Events
Rusty Events between 2025-04-02 - 2025-04-30 🦀
Virtual
2025-04-02 | Virtual (Indianapolis, IN, US) | Indy Rust
Indy.rs - with Social Distancing
2025-04-03 | Virtual (Nürnberg, DE) | Rust Nurnberg DE
Rust Nürnberg online
2025-04-03 | Virtual | Ardan Labs
Communicate with Channels in Rust
2025-04-05 | Virtual (Kampala, UG) | Rust Circle Meetup
Rust Circle Meetup
2025-04-08 | Virtual (Dallas, TX, US) | Dallas Rust User Meetup
Second Tuesday
2025-04-10 | Virtual (Berlin, DE) | Rust Berlin
Rust Hack and Learn
2025-04-15 | Virtual (Washington, DC, US) | Rust DC
Mid-month Rustful
2025-04-16 | Virtual (Vancouver, BC, CA) | Vancouver Rust
Rust Study/Hack/Hang-out
2025-04-17 | Virtual and In-Person (Redmond, WA, US) | Seattle Rust User Group
April, 2025 SRUG (Seattle Rust User Group) Meetup
2025-04-22 | Virtual (Dallas, TX, US) | Dallas Rust User Meetup
Fourth Tuesday
2025-04-23 | Virtual (Cardiff, UK) | Rust and C++ Cardiff
**Beyond embedded - OS development in Rust **
2025-04-24 | Virtual (Berlin, DE) | Rust Berlin
Rust Hack and Learn
2025-04-24 | Virtual (Charlottesville, VA, US) | Charlottesville Rust Meetup
Part 2: Quantum Computers Can’t Rust-Proof This!"
Asia
2025-04-05 | Bangalore/Bengaluru, IN | Rust Bangalore
April 2025 Rustacean meetup
2025-04-22 | Tel Aviv-Yafo, IL | Rust 🦀 TLV
In person Rust April 2025 at Braavos in Tel Aviv in collaboration with StarkWare
Europe
2025-04-02 | Cambridge, UK | Cambridge Rust Meetup
Monthly Rust Meetup
2025-04-02 | Köln, DE | Rust Cologne
Rust in April: Rust Embedded, Show and Tell
2025-04-02 | München, DE | Rust Munich
Rust Munich 2025 / 1 - hybrid
2025-04-02 | Oxford, UK | Oxford Rust Meetup Group
Oxford Rust and C++ social
2025-04-02 | Stockholm, SE | Stockholm Rust
Rust Meetup @Funnel
2025-04-03 | Oslo, NO | Rust Oslo
Rust Hack'n'Learn at Kampen Bistro
2025-04-08 | Olomouc, CZ | Rust Moravia
3. Rust Moravia Meetup (Real Embedded Rust)
2025-04-09 | Girona, ES | Rust Girona
Rust Girona Hack & Learn 04 2025
2025-04-09 | Reading, UK | Reading Rust Workshop
Reading Rust Meetup
2025-04-10 | Karlsruhe, DE | Rust Hack & Learn Karlsruhe
Karlsruhe Rust Hack and Learn Meetup bei BlueYonder
2025-04-15 | Leipzig, DE | Rust - Modern Systems Programming in Leipzig
Topic TBD
2025-04-15 | London, UK | Women in Rust
WIR x WCC: Finding your voice in Tech
2025-04-19 | Istanbul, TR | Türkiye Rust Community
Rust Konf Türkiye
2025-04-23 | London, UK | London Rust Project Group
Fusing Python with Rust using raw C bindings
2025-04-24 | Aarhus, DK | Rust Aarhus
Talk Night at MFT Energy
2025-04-24 | Edinburgh, UK | Rust and Friends
Rust and Friends (evening pub)
2025-04-24 | Manchester, UK | Rust Manchester
Rust Manchester April Code Night
2025-04-25 | Edinburgh, UK | Rust and Friends
Rust and Friends (daytime coffee)
2025-04-29 | Paris, FR | Rust Paris
Rust meetup #76
North America
2025-04-03 | Chicago, IL, US | Chicago Rust Meetup
Rust Happy Hour
2025-04-03 | Montréal, QC, CA | Rust Montréal
April Monthly Social
2025-04-03 | Saint Louis, MO, US | STL Rust
icu4x - resource-constrained internationalization (i18n)
2025-04-06 | Boston, MA, US | Boston Rust Meetup
Kendall Rust Lunch, Apr 6
2025-04-08 | New York, NY, US | Rust NYC
Rust NYC: Building a full-text search Postgres extension in Rust
2025-04-10 | Portland, OR, US | PDXRust
TetaNES: A Vaccination for Rust—No Needle, Just the Borrow Checker
2025-04-14 | Boston, MA, US | Boston Rust Meetup
Coolidge Corner Brookline Rust Lunch, Apr 14
2025-04-17 | Nashville, TN, US | Music City Rust Developers
Using Rust For Web Series 1 : Why HTMX Is Bad
2025-04-17 | Redmond, WA, US | Seattle Rust User Group
April, 2025 SRUG (Seattle Rust User Group) Meetup
2025-04-23 | Austin, TX, US | Rust ATX
Rust Lunch - Fareground
2025-04-25 | Boston, MA, US | Boston Rust Meetup
Ball Square Rust Lunch, Apr 25
Oceania
2025-04-09 | Sydney, NS, AU | Rust Sydney
Crab 🦀 X 🕳️🐇
2025-04-14 | Christchurch, NZ | Christchurch Rust Meetup Group
Christchurch Rust Meetup
2025-04-22 | Barton, AC, AU | Canberra Rust User Group
April Meetup
South America
2025-04-03 | Buenos Aires, AR | Rust en Español
Abril - Lambdas y más!
If you are running a Rust event please add it to the calendar to get it mentioned here. Please remember to add a link to the event too. Email the Rust Community Team for access.
Jobs
Please see the latest Who's Hiring thread on r/rust
Quote of the Week
If you write a bug in your Rust program, Rust doesn’t blame you. Rust asks “how could the compiler have spotted that bug”.
– Ian Jackson blogging about Rust
Despite a lack of suggestions, llogiq is quite pleased with his choice.
Please submit quotes and vote for next week!
This Week in Rust is edited by: nellshamrell, llogiq, cdmistman, ericseppanen, extrawurst, U007D, joelmarcey, mariannegoldin, bennyvasquez, bdillo
Email list hosting is sponsored by The Rust Foundation
Discuss on r/rust
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markibloger · 15 hours ago
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How to Integrate Smart India Hackathon Solutions into Real-World Use Cases
Winning or participating in Smart India Hackathon is an incredible achievement. But the real work begins when you take your solution and move it from prototype to real-world application.
Here’s how you can take your hackathon solution beyond the event, into live projects and implementations that have a tangible impact.
🧑‍💻 Step 1: Understand the Real-World Problem
To ensure that your Smart India Hackathon solution is impactful, make sure you have a deep understanding of the real-world problem you’re solving:
How does the problem affect the end-users?
What are the current gaps or limitations in existing solutions?
What would make your solution better, faster, or more scalable?
Taking the time to validate the problem ensures that you’re building a solution that people actually need.
💡 Step 2: Test with Real Users
One of the most critical steps after hackathon is ensuring that your solution works for real users:
Beta test your product with actual users who will benefit from it.
Gather real-time feedback on usability, functionality, and impact.
Use this feedback to iterate, improve, and refine your solution before launching it.
Engage with potential users early on to ensure that your solution solves their problem as effectively as possible.
🔄 Step 3: Collaborate with Government or Industry Partners
Since Smart India Hackathon is backed by the Indian government, there are plenty of opportunities to take your solution to the next level:
Partner with government departments or ministries that align with the challenge you addressed.
Pitch your solution to local businesses, NGOs, or other organizations that might benefit from it.
Collaborate to pilot your project at a larger scale, securing funding or partnerships.
As a hackathon winner, you have the chance to collaborate with entities that have the resources to scale your solution and make it a permanent tool.
🌱 Step 4: Plan for Scalability and Sustainability
Building a hackathon solution is just the beginning. The real challenge is scaling it to meet the needs of a larger audience:
Focus on making your solution scalable—will it still work with increased users or data?
Consider sustainability in terms of resources, energy consumption, and long-term maintenance.
Use cloud services like AWS or Google Cloud to scale without needing massive infrastructure changes.
Ensure that your Smart India Hackathon solution can grow without overcomplicating your system.
💼 Step 5: Seek Funding, Mentorship, and Exposure
To move your Smart India Hackathon solution into a real-world product, you may need additional funding and mentorship:
Apply for government grants or look for startup incubators that support innovation in your domain.
Look for angel investors or VCs who specialize in socially impactful startups.
Pitch your solution at industry conferences, networking events, or other hackathons to gain exposure.
Continued support is essential for taking your solution beyond the hackathon and into the hands of those who need it most.
📘 Resources from Hack4Purpose
The hackathon 2025 guide provides tools and tips for turning your project into a scalable solution:
Startup pitching decks for funding
Prototyping and testing tools
Networking strategies to find the right collaborators
At Hack4Purpose, we make sure you’re supported every step of the way.
💡 Final Tip
After Smart India Hackathon, it’s not about resting on your laurels—it’s about taking action. Test, scale, collaborate, and secure the resources you need to turn your idea into a meaningful, real-world solution.
0 notes
markeshblog · 15 hours ago
Text
How to Integrate Smart India Hackathon Solutions into Real-World Use Cases
Winning or participating in Smart India Hackathon is an incredible achievement. But the real work begins when you take your solution and move it from prototype to real-world application.
Here’s how you can take your hackathon solution beyond the event, into live projects and implementations that have a tangible impact.
🧑‍💻 Step 1: Understand the Real-World Problem
To ensure that your Smart India Hackathon solution is impactful, make sure you have a deep understanding of the real-world problem you’re solving:
How does the problem affect the end-users?
What are the current gaps or limitations in existing solutions?
What would make your solution better, faster, or more scalable?
Taking the time to validate the problem ensures that you’re building a solution that people actually need.
💡 Step 2: Test with Real Users
One of the most critical steps after hackathon is ensuring that your solution works for real users:
Beta test your product with actual users who will benefit from it.
Gather real-time feedback on usability, functionality, and impact.
Use this feedback to iterate, improve, and refine your solution before launching it.
Engage with potential users early on to ensure that your solution solves their problem as effectively as possible.
🔄 Step 3: Collaborate with Government or Industry Partners
Since Smart India Hackathon is backed by the Indian government, there are plenty of opportunities to take your solution to the next level:
Partner with government departments or ministries that align with the challenge you addressed.
Pitch your solution to local businesses, NGOs, or other organizations that might benefit from it.
Collaborate to pilot your project at a larger scale, securing funding or partnerships.
As a hackathon winner, you have the chance to collaborate with entities that have the resources to scale your solution and make it a permanent tool.
🌱 Step 4: Plan for Scalability and Sustainability
Building a hackathon solution is just the beginning. The real challenge is scaling it to meet the needs of a larger audience:
Focus on making your solution scalable—will it still work with increased users or data?
Consider sustainability in terms of resources, energy consumption, and long-term maintenance.
Use cloud services like AWS or Google Cloud to scale without needing massive infrastructure changes.
Ensure that your Smart India Hackathon solution can grow without overcomplicating your system.
💼 Step 5: Seek Funding, Mentorship, and Exposure
To move your Smart India Hackathon solution into a real-world product, you may need additional funding and mentorship:
Apply for government grants or look for startup incubators that support innovation in your domain.
Look for angel investors or VCs who specialize in socially impactful startups.
Pitch your solution at industry conferences, networking events, or other hackathons to gain exposure.
Continued support is essential for taking your solution beyond the hackathon and into the hands of those who need it most.
📘 Resources from Hack4Purpose
The hackathon 2025 guide provides tools and tips for turning your project into a scalable solution:
Startup pitching decks for funding
Prototyping and testing tools
Networking strategies to find the right collaborators
At Hack4Purpose, we make sure you’re supported every step of the way.
💡 Final Tip
After Smart India Hackathon, it’s not about resting on your laurels—it’s about taking action. Test, scale, collaborate, and secure the resources you need to turn your idea into a meaningful, real-world solution.
0 notes
jcmarchi · 2 days ago
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Google launches A2A as HyperCycle advances AI agent interoperability
New Post has been published on https://thedigitalinsider.com/google-launches-a2a-as-hypercycle-advances-ai-agent-interoperability/
Google launches A2A as HyperCycle advances AI agent interoperability
Tumblr media Tumblr media
AI agents handle increasingly complex and recurring tasks, such as planning supply chains and ordering equipment. As organisations deploy more agents developed by different vendors on different frameworks, agents can end up siloed, unable to coordinate or communicate. Lack of interoperability remains a challenge for organisations, with different agents making conflicting recommendations. It’s difficult to create standardised AI workflows, and agent integration require middleware, adding more potential failure points and layers of complexity.
Google’s protocol will standardise AI agent communication
Google unveiled its Agent2Agent (A2A) protocol at Cloud Next 2025 in an effort to standardise communication between diverse AI agents. A2A is an open protocol that allows independent AI agents to communicate and cooperate. It complements Anthropic’s Model Context Protocol (MCP), which provides models with context and tools. MCP connects agents to tools and other resources, and A2A connects agents to other agents. Google’s new protocol facilitates collaboration among AI agents on different platforms and vendors, and ensures secure, real-time communication, and task coordination.
The two roles in an A2A-enabled system are a client agent and a remote agent. The client initiates a task to achieve a goal or on behalf of a user, It makes requests which the remote agent receives and acts on. Depending on who initiates the communication, an agent can be a client agent in one interaction and a remote agent in another. The protocol defines a standard message format and workflow for the interaction.
Tasks are at the heart of A2A, with each task representing a work or conversation unit. The client agent sends the request to the remote agent’s send or task endpoint. The request includes instructions and a unique task ID. The remote agent creates a new task and starts working on it.
Google enjoys broad industry support, with contributions from more than 50 technology partners like Intuit, Langchain, MongoDB, Atlassian, Box, Cohere, PayPal, Salesforce, SAP, Workday, ServiceNow, and UKG. Reputable service providers include Capgemini, Cognizant, Accenture, BCG, Deloitte, HCLTech, McKinsey, PwC, TCS, Infosys, KPMG, and Wipro.
How HyperCycle aligns with A2A principles
HyperCycle’s Node Factory framework makes it possible to deploy multiple agents, addressing existing challenges and enabling developers to create reliable, collaborative setups. The decentralised platform is advancing the bold concept of “the internet of AI” and using self-perpetuating nodes and a creative licensing model to enable AI deployments at scale. The framework helps achieve cross-platform interoperability by standardising interactions and supporting agents from different developers so agents can work cohesively, irrespective of origin.
The platform’s peer-to-peer network links agents across an ecosystem, eliminating silos and enabling unified data sharing and coordination across nodes. The self-replicating nodes can scale, reducing infrastructure needs and distributing computational loads.
Each Node Factory replicates up to ten times, with the number of nodes in the Factory doubling each time. Users can buy and operate Node Factories at ten different levels. Growth enhances each Factory’s capacity, fulfilling increasing demand for AI services. One node might host a communication-focused agent, while another supports a data analysis agent. Developers can create custom solutions by crafting multi-agent tools from the nodes they’re using, addressing scalability issues and siloed environments.
HyperCycle’s Node Factory operates in a network using Toda/IP architecture, which parallels TCP/IP. The network encompasses hundreds of thousands of nodes, letting developers integrate third-party agents. A developer can enhance function by incorporating a third-party analytics agent, sharing intelligence, and promoting collaboration across the network.
According to Toufi Saliba, HyperCycle’s CEO, the exciting development from Google around A2A represents a major milestone for his agent cooperation project. The news supports his vision of interoperable, scalable AI agents. In an X post, he said many more AI agents will now be able to access the nodes produced by HyperCycle Factories. Nodes can be plugged into any A2A, giving each AI agent in Google Cloud (and its 50+ partners) near-instant access to AWS agents, Microsoft agents, and the entire internet of AI. Saliba’s statement highlights A2A’s potential and its synergy with HyperCycle’s mission.
The security and speed of HyperCycle’s Layer 0++
HyperCycle’s Layer 0++ blockchain infrastructure offers security and speed, and complements A2A by providing a decentralised, secure infrastructure for AI agent interactions. Layer 0++ is an innovative blockchain operating on Toda/IP, which divides network packets into smaller pieces and distributes them across nodes.
It can also extend the usability of other blockchains by bridging to them, which means HyperCycle can enhance the functionality of Bitcoin, Ethereum, Avalanche, Cosmos, Cardano, Polygon, Algorand, and Polkadot rather than compete with those blockchains.
DeFi, decentralised payments, swarm AI, and other use cases
HyperCycle has potential in areas like DeFi, swarm AI, media ratings and rewards, decentralised payments, and computer processing. Swarm AI is a collective intelligence system where individual agents collaborate to solve complicated problems. They can interoperate more often with HyperCycle, leading to lightweight agents carrying out complex internal processes.
The HyperCycle platform can improve ratings and rewards in media networks through micro-transactions. The ability to perform high-frequency, high-speed, low-cost, on-chain trading presents innumerable opportunities in DeFi.
It can streamline decentralised payments and computer processing by increasing the speed and reducing the cost of blockchain transactions.
HyperCycle’s efforts to improve access to information precede Google’s announcement. In January 2025, the platform announced it had launched a joint initiative with YMCA – an AI app called Hyper-Y that will connect 64 million people in 12,000 YMCA locations across 120 countries, providing staff, members, and volunteers with access to information from the global network.
HyperCycle’s efforts and Google’s A2A converge
Google hopes its protocol will pave the way for collaboration to solve complex problems and will build the protocol with the community, in the open. A2A was released as open-source with plans to set up contribution pathways. HyperCycle’s innovations aim to enable collaborative problem-solving by connecting AI to a global network of specialised abilities as A2A standardises communication between agents regardless of their vendor or build, so introducing more collaborative multi-agent ecosystems.
A2A and Hypercycle bring ease of use, modularity, scalability, and security to AI agent systems. They can unlock a new era of agent interoperability, creating more flexible and powerful agentic systems.
(Image source: Unsplash)
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finowings12 · 2 days ago
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Top AI Stocks in India 2025 for Investment
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1. Introduction to the Rise of AI in India
Artificial Intelligence is revolutionizing industries, economies, and lives. In India, AI is no longer limited to tech labs—it’s permeating into healthcare, finance, retail, manufacturing, and governance. As this transformation unfolds, a select group of companies is emerging as leaders in deploying and scaling AI technologies.
This paradigm shift has made the search for the Top AI Stocks in India 2025 a priority for forward-looking investors. In the coming years, AI integration will likely become a defining metric for a company's innovation potential and valuation.
2. Why AI Stocks Are the Next Big Opportunity
AI is an enabler of exponential growth. Companies adopting AI tools for automation, predictive analytics, customer interaction, and operational efficiency often outperform their competitors. This technological moat translates into better margins, faster scalability, and investor confidence.
For the Indian stock market, AI stocks in India are presenting a once-in-a-generation investment opportunity. The push from both private and public sectors ensures that AI will remain a high-growth theme through 2025 and beyond.
3. Evaluating AI Stocks: Key Factors Investors Must Consider
Not all tech companies qualify as true AI players. Here's what smart investors must evaluate before adding any stock to their AI portfolio:
AI-Centric Revenue: Does the company earn a significant portion of its revenue from AI solutions?
Innovation Ecosystem: In-house R&D, partnerships with global tech giants, and AI patents.
Scalability of Solutions: Capability to deploy AI across industries and borders.
Talent and Leadership: A strong technical team with a future-oriented leadership vision.
Client Use-Cases: Real-world applications of AI products and services.
4. Top AI Stocks in India 2025
Tata Consultancy Services (TCS)
TCS, India’s IT giant, is leading the AI revolution with Ignio and other cognitive automation platforms. Its AI strategy involves embedding intelligence in cloud, cybersecurity, and enterprise transformation projects. The company’s diversified revenue base and strong global footprint make it a safe bet among Top AI Stocks in India.
HCLTech
HCLTech has heavily invested in AI through its DRYiCE suite and collaborations with Microsoft and Google Cloud. Its edge lies in integrating AI into infrastructure management and enterprise IT, helping clients cut costs and enhance productivity. A consistent performer in the tech space, HCLTech is on every AI investor's radar.
Coforge
Coforge leverages AI to deliver next-gen solutions across travel, insurance, and BFSI sectors. The firm’s proprietary platforms are helping businesses automate claims processing, fraud detection, and personalized customer service. Its sharp focus on niche AI applications sets it apart in the Indian IT midcap space.
Zensar Technologies
Zensar is gaining traction with its AI-driven tools for digital transformation and intelligent automation. Its service offerings are tailored for retail, manufacturing, and banking industries. As a nimble player with a growing AI portfolio, Zensar shows strong potential for future outperformance.
Affle (India) Ltd
Affle is a digital ad-tech company that uses AI for targeted mobile advertising and audience analytics. Its scalable AI algorithms help brands engage customers more effectively. The company's deep-tech orientation makes it a standout in the non-IT AI space.
5. Benefits of Investing in AI-Driven Companies
Higher Margins: AI boosts automation, reduces operational costs, and enhances productivity.
Future-Readiness: Firms adopting AI early are more likely to stay competitive long-term.
Market Leadership: AI integration often strengthens a company’s position in its sector.
Valuation Premiums: Investors are willing to pay higher premiums for innovation-driven firms.
Diversification: AI stocks offer sectoral exposure across IT, fintech, health tech, and retail tech.
6. Challenges in the Indian AI Investment Landscape
While the prospects are compelling, challenges remain:
Lack of Pure-Play AI Stocks: Most AI initiatives are part of broader IT portfolios.
Talent Shortage: High demand but limited supply of skilled AI engineers in India.
Global Competition: Indian firms face competition from global AI behemoths.
Data Privacy and Regulation: Upcoming laws could impact how AI is deployed and monetized.
7. Strategic Tips for Investing in AI Stocks
Stay Updated: Follow AI-related earnings calls, investor presentations, and R&D updates.
Think Long-Term: AI implementation takes time; focus on long-term potential over short-term returns.
Diversify Exposure: Invest in a mix of large-cap, mid-cap, and emerging AI players.
Look Beyond IT: Explore AI potential in sectors like advertising (Affle), manufacturing (Bosch), and healthcare.
8. The Long-Term Outlook for AI Stocks in India
The AI sector in India is on an upward trajectory, bolstered by digital transformation, cloud computing, and 5G rollouts. By 2025, AI is expected to contribute significantly to GDP growth and employment creation.
With increasing institutional and retail interest, Top AI Stocks in India 2025 are expected to deliver robust returns. Investors who enter early, with patience and research, are likely to benefit from this long-term wealth-building opportunity.
9. FAQs on Top AI Stocks in India
Q: What are the Top 5 AI Stocks in India?
TCS, HCLTech, Coforge, Zensar Technologies, and Affle (India) Ltd are currently leading the AI transformation.
Q: Are AI stocks volatile?
Yes, being part of the tech sector, they can experience short-term volatility but offer high long-term potential.
Q: How can beginners invest in AI stocks in India?
Start with established players like TCS and HCLTech, and gradually diversify into mid-caps like Coforge and Affle.
Q: Do AI stocks pay dividends?
Most large-cap AI companies like TCS and HCLTech offer regular dividends, while newer firms reinvest profits into growth.
Q: Is now a good time to invest in AI stocks in India?
Yes, with 2025 expected to be pivotal for AI adoption, the current period offers a lucrative entry point.
Final Thoughts Investing in AI stocks isn’t just about riding the latest trend—it’s about aligning your portfolio with the future. With the increasing relevance of intelligent technologies, selecting the Top AI Stocks in India is no longer optional—it’s essential for strategic investors seeking exponential growth by 2025.
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shyamvijay · 4 days ago
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How to Create a Social Video App Like TikTok in 2025
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Ever wondered how apps like TikTok became such a massive hit? Want to build your own version of a short-video platform? Let’s break it down in simple terms and see what it takes in 2025 to create a TikTok-style app.
Why Build a TikTok Clone App?
TikTok changed the way we consume content. With over a billion users, it’s not just a social media app—it’s a full-blown entertainment powerhouse. Creating an app like TikTok in 2025 gives you a shot at riding the wave of video-driven engagement, virality, and community building.
Core Features You’ll Need
Here’s a quick list of essential features your TikTok-like app must have to compete:
Video uploading and editing: Let users create, trim, and enhance videos with filters, music, and effects.
Engagement tools: Likes, shares, comments, and reactions to drive interaction.
AI-powered feed: Smart recommendation algorithm to keep users hooked.
Sound integration: Add trending music, sound effects, and voiceovers.
Privacy settings: User control over who sees their content.
Push notifications: Keep users in the loop with updates and trends.
Tech Stack to Power the App
Building something like TikTok isn’t just about design—it’s about choosing the right tools under the hood:
Frontend: React Native or Flutter for cross-platform apps.
Backend: Node.js, Python, or Java with scalable frameworks.
Video SDK: Use a real-time communication API like MirrorFly for chat, voice & video.
Storage: AWS S3 or Google Cloud for video storage.
Database: MongoDB, PostgreSQL, or Firebase for flexibility and speed.
How Much Does It Cost to Build?
The cost depends on a number of factors including features, platform, design complexity, and development hours. Here’s a rough estimate:
Basic MVP: $35,000 – $50,000
Feature-rich version: $70,000 – $150,000+
Using a pre-built SDK like MirrorFly for communication can save time and budget while maintaining high quality.
Monetization Options
Your TikTok-style app can also generate revenue. Here are a few models:
In-app purchases (filters, stickers)
Advertisements
Creator tips and coins
Premium subscriptions
Read the Full Guide
We’ve put together a detailed blog post with everything—from tech stack choices to timeline planning and budget breakdown.
Read the full guide on how to create an app like TikTok
Final Thoughts
2025 is the perfect time to jump into the short-video app space. With the right technology, features, and user strategy, your app could be the next big thing. TikTok may be the giant in the room, but innovation opens the door to new competition.
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govindhtech · 7 months ago
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Gemini Code Assist Enterprise: AI App Development Tool
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Introducing Gemini Code Assist Enterprise’s AI-powered app development tool that allows for code customisation.
The modern economy is driven by software development. Unfortunately, due to a lack of skilled developers, a growing number of integrations, vendors, and abstraction levels, developing effective apps across the tech stack is difficult.
To expedite application delivery and stay competitive, IT leaders must provide their teams with AI-powered solutions that assist developers in navigating complexity.
Google Cloud thinks that offering an AI-powered application development solution that works across the tech stack, along with enterprise-grade security guarantees, better contextual suggestions, and cloud integrations that let developers work more quickly and versatile with a wider range of services, is the best way to address development challenges.
Google Cloud is presenting Gemini Code Assist Enterprise, the next generation of application development capabilities.
Beyond AI-powered coding aid in the IDE, Gemini Code Assist Enterprise goes. This is application development support at the corporate level. Gemini’s huge token context window supports deep local codebase awareness. You can use a wide context window to consider the details of your local codebase and ongoing development session, allowing you to generate or transform code that is better appropriate for your application.
With code customization, Code Assist Enterprise not only comprehends your local codebase but also provides code recommendations based on internal libraries and best practices within your company. As a result, Code Assist can produce personalized code recommendations that are more precise and pertinent to your company. In addition to finishing difficult activities like updating the Java version across a whole repository, developers can remain in the flow state for longer and provide more insights directly to their IDEs. Because of this, developers can concentrate on coming up with original solutions to problems, which increases job satisfaction and gives them a competitive advantage. You can also come to market more quickly.
GitLab.com and GitHub.com repos can be indexed by Gemini Code Assist Enterprise code customisation; support for self-hosted, on-premise repos and other source control systems will be added in early 2025.
Yet IDEs are not the only tool used to construct apps. It integrates coding support into all of Google Cloud’s services to help specialist coders become more adaptable builders. The time required to transition to new technologies is significantly decreased by a code assistant, which also integrates the subtleties of an organization’s coding standards into its recommendations. Therefore, the faster your builders can create and deliver applications, the more services it impacts. To meet developers where they are, Code Assist Enterprise provides coding assistance in Firebase, Databases, BigQuery, Colab Enterprise, Apigee, and Application Integration. Furthermore, each Gemini Code Assist Enterprise user can access these products’ features; they are not separate purchases.
Gemini Code Support BigQuery enterprise users can benefit from SQL and Python code support. With the creation of pre-validated, ready-to-run queries (data insights) and a natural language-based interface for data exploration, curation, wrangling, analysis, and visualization (data canvas), they can enhance their data journeys beyond editor-based code assistance and speed up their analytics workflows.
Furthermore, Code Assist Enterprise does not use the proprietary data from your firm to train the Gemini model, since security and privacy are of utmost importance to any business. Source code that is kept separate from each customer’s organization and kept for usage in code customization is kept in a Google Cloud-managed project. Clients are in complete control of which source repositories to utilize for customization, and they can delete all data at any moment.
Your company and data are safeguarded by Google Cloud’s dedication to enterprise preparedness, data governance, and security. This is demonstrated by projects like software supply chain security, Mandiant research, and purpose-built infrastructure, as well as by generative AI indemnification.
Google Cloud provides you with the greatest tools for AI coding support so that your engineers may work happily and effectively. The market is also paying attention. Because of its ability to execute and completeness of vision, Google Cloud has been ranked as a Leader in the Gartner Magic Quadrant for AI Code Assistants for 2024.
Gemini Code Assist Enterprise Costs
In general, Gemini Code Assist Enterprise costs $45 per month per user; however, a one-year membership that ends on March 31, 2025, will only cost $19 per month per user.
Read more on Govindhtech.com
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ceid100g5 · 6 days ago
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Post 5: The Future is Now – AI, Hybrid Work & Digital Skills
Not only is technology advancing rapidly, but so is our method of working. Cloud computing, artificial intelligence (AI), and hybrid work models are already changing the definition of productivity and will define the next ten years of work.
The incorporation of AI into cloud-based platforms is one significant change. These days, programs like Google's AI helper for Docs and Sheets and Microsoft Copilot can auto-draft emails, propose changes, summarize meetings, and even rank your tasks according to importance. By decreasing repetitive tasks and enhancing decision-making, these solutions assist teams in working more efficiently and intelligently.
Hybrid work, a flexible arrangement where employees divide their time between the workplace and their homes, is another popular trend. Most businesses now allow hybrid schedules, but this model only functions with dependable digital technologies like Zoom, Slack, and cloud storage systems, according to Forbes and McKinsey.
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Original Image, made in Canva
These trends are vital skills for students, not merely futuristic ideas. Companies are already searching for candidates that can:
Work together efficiently online.
Professionally oversee their online presence
Use AI sensibly and morally.
Safeguard private information and sensitive data.
Being proficient in digital skills will help you succeed in any field, including business, technology, healthcare, and the arts.
Since the future of work is not yet here, now is the time to familiarize yourself with the tools that will shape the workplace of the future. It has already arrived.
Sources: 
Forbes. (2023, September 14). AI and the future of work: How artificial intelligence is transforming productivity. Forbes. https://www.forbes.com/councils/forbestechcouncil/2024/07/12/ai-and-the-future-of-work/
McKinsey & Company. (2024, January 22). The future of work: What automation and AI will mean for jobs, skills, and wages. McKinsey & Company. https://www.mckinsey.com/featured-insights/future-of-work/jobs-lost-jobs-gained-what-the-future-of-work-will-mean-for-jobs-skills-and-wages?
Radancy. (2024, March 8). The rise of hybrid work: Redesigning work-life balance for the future. Radancy. https://blog.radancy.com/2025/02/06/the-rise-of-hybrid-work-redesigning-work-life-balance/
Module 9 - I AM AI: Thinking machines
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kajalsawant434 · 7 days ago
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POS Payment Market Trends and Future Outlook 2025–2030
The POS payment market is undergoing a significant transformation, driven by technological advancements, changing consumer preferences, and the rising demand for seamless payment experiences. As we look ahead to the 2025–2030 period, a blend of innovation and disruption is expected to shape the future of point-of-sale (POS) systems globally.
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Current Landscape of the POS Payment Market
As of 2025, the POS payment market is valued in the hundreds of billions, with substantial growth forecasted across both developed and emerging economies. The widespread adoption of contactless payments, mobile wallets, and cloud-based POS systems has fundamentally changed how businesses process transactions.
Key players such as Square, Clover, Verifone, and Ingenico continue to innovate, offering advanced solutions that integrate payment processing with inventory management, customer relationship tools, and analytics.
Key Trends Driving the POS Payment Market
1. Rise of Contactless and Mobile Payments
The COVID-19 pandemic accelerated the adoption of contactless payments. This trend is expected to continue into 2030 as consumers increasingly prefer fast, hygienic, and convenient payment options like NFC-enabled cards and mobile wallets such as Apple Pay, Google Pay, and Samsung Pay.
2. Cloud-Based POS Systems
Cloud technology is revolutionizing the POS payment market, allowing real-time data access, multi-location management, and seamless updates. Small and medium enterprises (SMEs) are especially benefiting from these cost-effective, scalable solutions.
3. Integration with E-commerce Platforms
With the blurring line between online and offline retail, POS systems are becoming more integrated with e-commerce platforms. Omnichannel retail strategies demand POS systems that can unify inventory, sales, and customer data across all touchpoints.
4. AI and Data Analytics Integration
AI-driven analytics are transforming how businesses interpret customer behavior and optimize operations. Modern POS systems now offer dashboards and predictive insights that support better decision-making.
5. Biometric and Voice-Activated Payments
Emerging technologies like facial recognition, fingerprint authentication, and voice-activated transactions are gradually entering the POS payment market, enhancing security and improving user experience.
Regional Outlook: Growth Hotspots
Asia-Pacific: Expected to dominate the global POS payment market due to a tech-savvy population and supportive government policies promoting digital payments.
North America: Continues to lead in technological innovation and early adoption of mobile POS systems.
Europe: Emphasis on data security and compliance with regulations like GDPR is pushing for more secure, integrated POS solutions.
Future Outlook (2025–2030)
The POS payment market is forecasted to grow at a CAGR of 10–15% through 2030, fueled by innovations in hardware, software, and payment infrastructure. The evolution of 5G, blockchain integration, and the proliferation of the Internet of Things (IoT) will further redefine what a POS system can do.
We can expect a future where POS terminals become more intelligent, adaptive, and deeply embedded in the digital commerce ecosystem—capable of offering personalized recommendations, loyalty tracking, and real-time engagement with consumers.
Conclusion
The next five years will be crucial for stakeholders in the POS payment market. Businesses that embrace the latest technologies and adapt to shifting consumer demands will be best positioned to thrive. As innovation continues to accelerate, the POS landscape will not just be about processing payments—it will be about creating smarter, more connected customer experiences.
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rayhaber · 7 days ago
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Honor ve Google'ın Orta Segmentteki Yapay Zekâ Atılımı
Honor ve Google İşbirliği: Yapay Zeka ile Geleceği Şekillendirmek Son zamanlarda teknoloji dünyasında büyük bir yankı uyandıran bir gelişme yaşandı: Honor ile Google arasında imzalanan yeni işbirliği. Bu işbirliği, Honor markalı telefonların artık Google’ın bulut tabanlı yapay zekâ altyapısından doğrudan faydalanmasını sağlıyor. 2025 Google Cloud Next etkinliğinde duyurulan bu anlaşma, özellikle…
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teknowebadnanguney · 8 days ago
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yapay zeka alanında işbirliği Honor ve Google,
Honor ve Google, orta seviye akıllı telefon segmentinde yapay zeka destekli özellikleri geniş kitlelere ulaştırmak için yeni bir işbirliğine imza atıyor. Google Cloud Next 2025 etkinliğinde duyurulan anlaşma kapsamında, Honor markalı cihazlar Google’ın bulut altyapısını ve yapay zeka araçlarını entegre şekilde kullanmaya başlayacak. Honor ve Google, yapay zeka tarafında işbirliğine gidiyor. Bu…
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techyuki · 9 days ago
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The Future of AWS Certified Developers: The Key Trends and Forecasts
Cloud computing has increased dramatically in recent years and Amazon Web Services (AWS) continues to lead the field. With companies rapidly moving to cloud computing, AWS certifications have become an ideal option for developers who want to grow their careers and higher pay. But as technology develops and so do expectations for AWS certified developers.
This article will look at what's in store for AWS Certified Developers, key trends affecting the industry in addition to what development professionals can anticipate to see in the next few years.
1. What is the reason AWS Certified Developers are in Demand?
AWS powers many of the biggest companies as well as startups and governments across the world. Companies rely on AWS-certified experts to design, build cloud-based solutions effectively. This is why AWS-certified developers are more valuable than ever before:
The growth of cloud Adoption Businesses are shifting to cloud, creating a greater need to hire AWS experts.
Security & Compliance - Companies require experts to protect their cloud infrastructures.
Serverless and Microservices Modern application development relies on AWS services such as Lambda as well as ECS.
Cost Optimization Cost Optimization AWS developers aid businesses to optimize cloud expenditure and improve efficiency.
With these considerations with in our minds, lets look at the most important trends that will define the next generation of AWS Certified Developers.
2. Important Trends that Shape the Future of AWS Developers
2.1. The growth of AI & Machine Learning in AWS
AWS has made significant investments on Artificial Intelligence (AI) and Machine Learning (ML) with services such as Amazon SageMaker, Rekognition, and Lex. AWS-certified developers need to improve their knowledge in AI/ML to create more intelligent applications.
The prediction is that AI as well as ML integration will become a key capability for AWS developers in 2025.
2.2. More widespread adoption of Serverless Computing
Serverless architecture reduces the need to manage infrastructure, making development of applications quicker as well as more effective. AWS services such as AWS Lambda API Gateway, and DynamoDB are accelerating the adoption of serverless computing.
The prediction is that serverless computing will be the dominant cloud technology for development, which makes AWS Lambda expertise a must-have expertise for developers.
2.3. Multi-Cloud & Hybrid Cloud Strategies
While AWS is the top cloud provider, a lot of companies are taking a multi-cloud strategy that integrates AWS along with Microsoft Azure and Google Cloud. AWS-certified developers need to understand hybrid cloud environments as well as tools like AWS Outposts, and Anthos.
Prediction: Developers who have multi-cloud expertise will enjoy an edge in jobs.
2.4. There is a demand Cloud Security & Compliance Experts
As cyber-attacks are growing, businesses are placing a high priority on Cloud security as well as compliance. AWS services such as AWS Shield Macie as well as Security Hub are essential for protecting cloud environments.
Prognosis: AWS security certificates (AWS Certification for Security-Specialty) will be highly useful as security threats to cloud computing increase.
2.5. Edge Computing & IoT Growth
The growth of Edge Computing and the Internet of Things (IoT) is changing industries such as automotive, healthcare manufacturing, and healthcare. AWS services such as AWS IoT Core, and AWS Greengrass are driving this change.
The prediction is that AWS experts equipped with IoT or Edge Computing expertise will be in high demand by 2026.
3. Skills and Certificates for Future AWS Developers
To stay competitive to stay ahead in this competitive AWS community, AWS developers need to constantly improve their skills. Here are the most sought-after qualifications and certifications that are essential:
In response to these trends, many developers are turning to comprehensive training like an AWS Developer Course to sharpen their skills and stay relevant.
Essential AWS Skills:
AI & Machine Learning - Use AWS SageMaker and Rekognition.
Serverless Architecture - Master AWS Lambda and API Gateway.
Cloud Security and Compliance Learn about IAM, Security Hub, and AWS Shield.
Multi-Cloud and Hybrid Cloud - Gain experience with Azure, Google Cloud, and AWS hybrid solutions.
The DevOps & Automation - Use AWS CodePipeline, CloudFormation, and Terraform.
AWS Certifications to Take into Account:
AWS Certified Developer Associate (For software developers who work using AWS)
AWS Certified Solutions Architect - Associate (For cloud solution design)
AWS certified DevOps Engineer Professional (For Automation and CI/CD)
AWS Certified Security Specific (For cloud security experts)
4. Career and Job Market Opportunities for AWS Developers
AWS developers are highly compensated professionals, earning between $100,000 and $150,000 per year based on experience and the location. Some of the most sought-after jobs for AWS-certified developers include:
Cloud Developer - Creates cloud-based applications by using AWS services.
Engineering DevOps Engineer. Manages pipelines for CI/CD along with cloud automation.
Cloud Security Engineer Specializes in AWS safety and security as well as compliance.
IoT Developer - works with AWS IoT and Edge Computing solutions.
Big Data Engineer Handles AWS analysis of data as well as Machine Learning solutions.
As cloud adoption continues to grow AWS-certified professionals will enjoy endless career options across a variety of sectors.
5. How can you keep up with the times As an AWS Developer?
To be successful in the constantly-changing AWS environment, developers must:
Stay Up-to-date - Keep up to date - AWS blogs, take part in webinars and discover the latest AWS features.
Experience with Build Projects is essential. Implement the real world AWS applications.
Join AWS Communities Join AWS Communities - Participate in forums such as AWS Post and also attend AWS events.
Earn Certifications - Continue to upgrade your capabilities by earning AWS certifications.
Explore AI and Serverless Technology - Stay up to date with the latest trends in AI/ML and serverless.
The most important factor to be successful being an AWS Certified Developer is continuous learning and adapting to the latest cloud technology.
Final Thoughts
The future for AWS Certified Developers is bright and full of potential. With new developments such as AI servers, serverless computing cloud-based multi-cloud, and cloud security influencing the market, AWS professionals must stay current and keep learning.
If you're a potential AWS developer Now is the perfect opportunity to get AWS certified and look into different career options. 
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dealkhuyenmai · 9 days ago
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Honor trình làng AI đỉnh cao, ra mắt Honor 400 Lite!
Honor trình làng AI đỉnh cao, ra mắt Honor 400 Lite! Honor và Google Cloud vừa công bố mối quan hệ đối tác chiến lược tại Google Cloud Next 2025, đánh dấu bước tiến vượt bậc trong công nghệ AI trên thiết bị di động. Sự hợp tác này đã mang đến những tính năng AI đột phá, hứa hẹn cách mạng hóa trải nghiệm người dùng. Điểm nhấn chính là sự ra mắt của các công cụ AI tiên tiến: AI Vượt Trội (Super…
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