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Performance Best Practices Using Java and AWS Lambda: Combinations
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#aws-lambda#aws-sdk#cloud-computing#java#java-best-practices#java-optimization#performance-testing#software-engineering
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If Bill Seacaster dies we riot.
#He's awful I love him#Sdk watches d20#I feel like he'll survive but he's gonna be dramatic about it
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AI Rants, Rocket Launches, Fusion Leaps, and Hackers Galore
#youtube#elonmusk CrateDB2 cybersecurity fortnite epicgames alexa metaai xbox aws sdk appleai landspace harvard electronicarts mods sim4 globant bina
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#AWS#Amazon Bedrock#AI#Generative AI#API#AWS SDK#Anthropic Claude 3.7 Sonnet#Anthropic Claude 3.7#Anthropic#Claude 3.7 Sonnet#Claude 3.7#Claude#Optical Character Recognition#OCR
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Upload File to AWS S3 Bucket using Java AWS SDK | Create IAM User & Poli...
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Redshift Amazon With RDS For MySQL zero-ETL Integrations

With the now broadly available Amazon RDS for MySQL zero-ETL interface with Amazon Redshift, near real-time analytics are possible.
For comprehensive insights and the dismantling of data silos, zero-ETL integrations assist in integrating your data across applications and data sources. Petabytes of transactional data may be made accessible in Redshift Amazon in only a few seconds after being written into Amazon Relational Database Service (Amazon RDS) for MySQL thanks to their completely managed, no-code, almost real-time solution.
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As a result, you may simplify data input, cut down on operational overhead, and perhaps even decrease your total data processing expenses by doing away with the requirement to develop your own ETL tasks. They revealed last year that Amazon DynamoDB, RDS for MySQL, and Aurora PostgreSQL-Compatible Edition were all available in preview as well as the general availability of zero-ETL connectivity with Redshift Amazon for Amazon Aurora MySQL-Compatible Edition.
With great pleasure, AWS announces the general availability of Amazon RDS for MySQL zero-ETL with Redshift Amazon. Additional new features in this edition include the option to setup zero-ETL integrations in your AWS Cloud Formation template, support for multiple integrations, and data filtering.
Data filtration
The majority of businesses, regardless of size, may gain from include filtering in their ETL tasks. Reducing data processing and storage expenses by choosing just the portion of data required for replication from production databases is a common use case. Eliminating personally identifiable information (PII) from the dataset of a report is an additional step. For instance, when duplicating data to create aggregate reports on recent patient instances, a healthcare firm may choose to exclude sensitive patient details.
In a similar vein, an online retailer would choose to provide its marketing division access to consumer buying trends while keeping all personally identifiable information private. On the other hand, there are other situations in which you would not want to employ filtering, as when providing data to fraud detection teams who need all of the data in almost real time in order to draw conclusions. These are just a few instances; We urge you to explore and find more use cases that might be relevant to your company.
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Zero-ETL Integration
You may add filtering to your zero-ETL integrations in two different ways: either when you construct the integration from scratch, or when you alter an already-existing integration. In any case, this option may be found on the zero-ETL creation wizard’s “Source” stage.
Entering filter expressions in the format database.table allows you to apply filters that include or exclude databases or tables from the dataset. Multiple expressions may be added, and they will be evaluated left to right in sequence.
If you’re changing an existing integration, Redshift Amazon will remove tables that are no longer included in the filter and the new filtering rules will take effect once you confirm your modifications.
Since the procedures and ideas are fairly similar, we suggest reading this blog article if you want to dig further. It goes into great detail on how to set up data filters for Amazon Aurora zero-ETL integrations.
Amazon Redshift Data Warehouse
From a single database, create several zero-ETL integrations
Additionally, you can now set up connectors to up to five Redshift Amazon data warehouses from a single RDS for MySQL database. The only restriction is that you can’t add other integrations until the first one has successfully completed its setup.
This enables you to give other teams autonomy over their own data warehouses for their particular use cases while sharing transactional data with them. For instance, you may use this in combination with data filtering to distribute distinct data sets from the same Amazon RDS production database to development, staging, and production Redshift Amazon clusters.
One further intriguing use case for this would be the consolidation of Redshift Amazon clusters via zero-ETL replication to several warehouses. Additionally, you may exchange data, train tasks in Amazon SageMaker, examine your data, and power your dashboards using Amazon Redshift materialized views.
In summary
You may duplicate data for near real-time analytics with RDS for MySQL zero-ETL connectors with Redshift Amazon, eliminating the need to create and maintain intricate data pipelines. With the ability to implement filter expressions to include or exclude databases and tables from the duplicated data sets, it is already widely accessible. Additionally, you may now construct connections from many sources to combine data into a single data warehouse, or set up numerous connectors from the same source RDS for MySQL database to distinct Amazon Redshift warehouses.
In supported AWS Regions, this zero-ETL integration is available for Redshift Amazon Serverless, Redshift Amazon RA3 instance types, and RDS for MySQL versions 8.0.32 and later.
Not only can you set up a zero-ETL connection using the AWS Management Console, but you can also do it with the AWS Command Line Interface (AWS CLI) and an official AWS SDK for Python called boto3.
Read more on govindhtech.com
#RedshiftAmazon#RDS#zeroETLIntegrations#AWSCloud#sdk#aws#Amazon#AWSSDK#MySQLdatabase#DataWarehouse#data#AmazonRedshift#zeroETL#realtimeanalytics#PostgreSQL#news#AmazonSageMaker#technology#technews#govindhtech
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Amazon Quicksight | AllCode
Unlock powerful insights with AllCode's Amazon QuickSight solutions. Our experts utilize QuickSight's robust analytics to drive data-driven decisions and enhance business performance. With intuitive visualizations, real-time analysis, and seamless integration, we empower organizations to effortlessly extract valuable insights. Contact us now for more info!

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How Python Powers Scalable and Cost-Effective Cloud Solutions

Explore the role of Python in developing scalable and cost-effective cloud solutions. This guide covers Python's advantages in cloud computing, addresses potential challenges, and highlights real-world applications, providing insights into leveraging Python for efficient cloud development.
Introduction
In today's rapidly evolving digital landscape, businesses are increasingly leveraging cloud computing to enhance scalability, optimize costs, and drive innovation. Among the myriad of programming languages available, Python has emerged as a preferred choice for developing robust cloud solutions. Its simplicity, versatility, and extensive library support make it an ideal candidate for cloud-based applications.
In this comprehensive guide, we will delve into how Python empowers scalable and cost-effective cloud solutions, explore its advantages, address potential challenges, and highlight real-world applications.
Why Python is the Preferred Choice for Cloud Computing?
Python's popularity in cloud computing is driven by several factors, making it the preferred language for developing and managing cloud solutions. Here are some key reasons why Python stands out:
Simplicity and Readability: Python's clean and straightforward syntax allows developers to write and maintain code efficiently, reducing development time and costs.
Extensive Library Support: Python offers a rich set of libraries and frameworks like Django, Flask, and FastAPI for building cloud applications.
Seamless Integration with Cloud Services: Python is well-supported across major cloud platforms like AWS, Azure, and Google Cloud.
Automation and DevOps Friendly: Python supports infrastructure automation with tools like Ansible, Terraform, and Boto3.
Strong Community and Enterprise Adoption: Python has a massive global community that continuously improves and innovates cloud-related solutions.
How Python Enables Scalable Cloud Solutions?
Scalability is a critical factor in cloud computing, and Python provides multiple ways to achieve it:
1. Automation of Cloud Infrastructure
Python's compatibility with cloud service provider SDKs, such as AWS Boto3, Azure SDK for Python, and Google Cloud Client Library, enables developers to automate the provisioning and management of cloud resources efficiently.
2. Containerization and Orchestration
Python integrates seamlessly with Docker and Kubernetes, enabling businesses to deploy scalable containerized applications efficiently.
3. Cloud-Native Development
Frameworks like Flask, Django, and FastAPI support microservices architecture, allowing businesses to develop lightweight, scalable cloud applications.
4. Serverless Computing
Python's support for serverless platforms, including AWS Lambda, Azure Functions, and Google Cloud Functions, allows developers to build applications that automatically scale in response to demand, optimizing resource utilization and cost.
5. AI and Big Data Scalability
Python’s dominance in AI and data science makes it an ideal choice for cloud-based AI/ML services like AWS SageMaker, Google AI, and Azure Machine Learning.
Looking for expert Python developers to build scalable cloud solutions? Hire Python Developers now!
Advantages of Using Python for Cloud Computing
Cost Efficiency: Python’s compatibility with serverless computing and auto-scaling strategies minimizes cloud costs.
Faster Development: Python’s simplicity accelerates cloud application development, reducing time-to-market.
Cross-Platform Compatibility: Python runs seamlessly across different cloud platforms.
Security and Reliability: Python-based security tools help in encryption, authentication, and cloud monitoring.
Strong Community Support: Python developers worldwide contribute to continuous improvements, making it future-proof.
Challenges and Considerations
While Python offers many benefits, there are some challenges to consider:
Performance Limitations: Python is an interpreted language, which may not be as fast as compiled languages like Java or C++.
Memory Consumption: Python applications might require optimization to handle large-scale cloud workloads efficiently.
Learning Curve for Beginners: Though Python is simple, mastering cloud-specific frameworks requires time and expertise.
Python Libraries and Tools for Cloud Computing
Python’s ecosystem includes powerful libraries and tools tailored for cloud computing, such as:
Boto3: AWS SDK for Python, used for cloud automation.
Google Cloud Client Library: Helps interact with Google Cloud services.
Azure SDK for Python: Enables seamless integration with Microsoft Azure.
Apache Libcloud: Provides a unified interface for multiple cloud providers.
PyCaret: Simplifies machine learning deployment in cloud environments.
Real-World Applications of Python in Cloud Computing
1. Netflix - Scalable Streaming with Python
Netflix extensively uses Python for automation, data analysis, and managing cloud infrastructure, enabling seamless content delivery to millions of users.
2. Spotify - Cloud-Based Music Streaming
Spotify leverages Python for big data processing, recommendation algorithms, and cloud automation, ensuring high availability and scalability.
3. Reddit - Handling Massive Traffic
Reddit uses Python and AWS cloud solutions to manage heavy traffic while optimizing server costs efficiently.
Future of Python in Cloud Computing
The future of Python in cloud computing looks promising with emerging trends such as:
AI-Driven Cloud Automation: Python-powered AI and machine learning will drive intelligent cloud automation.
Edge Computing: Python will play a crucial role in processing data at the edge for IoT and real-time applications.
Hybrid and Multi-Cloud Strategies: Python’s flexibility will enable seamless integration across multiple cloud platforms.
Increased Adoption of Serverless Computing: More enterprises will adopt Python for cost-effective serverless applications.
Conclusion
Python's simplicity, versatility, and robust ecosystem make it a powerful tool for developing scalable and cost-effective cloud solutions. By leveraging Python's capabilities, businesses can enhance their cloud applications' performance, flexibility, and efficiency.
Ready to harness the power of Python for your cloud solutions? Explore our Python Development Services to discover how we can assist you in building scalable and efficient cloud applications.
FAQs
1. Why is Python used in cloud computing?
Python is widely used in cloud computing due to its simplicity, extensive libraries, and seamless integration with cloud platforms like AWS, Google Cloud, and Azure.
2. Is Python good for serverless computing?
Yes! Python works efficiently in serverless environments like AWS Lambda, Azure Functions, and Google Cloud Functions, making it an ideal choice for cost-effective, auto-scaling applications.
3. Which companies use Python for cloud solutions?
Major companies like Netflix, Spotify, Dropbox, and Reddit use Python for cloud automation, AI, and scalable infrastructure management.
4. How does Python help with cloud security?
Python offers robust security libraries like PyCryptodome and OpenSSL, enabling encryption, authentication, and cloud monitoring for secure cloud applications.
5. Can Python handle big data in the cloud?
Yes! Python supports big data processing with tools like Apache Spark, Pandas, and NumPy, making it suitable for data-driven cloud applications.
#Python development company#Python in Cloud Computing#Hire Python Developers#Python for Multi-Cloud Environments
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HP Rec Fest, Day 27
Omg day 27 already?! I can’t believe this fest is almost done :( today’s prompt for @hprecfest is fun but also challenging for those (like me) who read way more canon-based fic than AUs. But I do love a good challenge so I decided to go full non-magical AU instead of picking a “Draco in the Muggle World” AU. And since I’ve been sick in bed with a lot of time in my hands I thought why not rec 2 Drarry fics + 1 rare pair. As you’ll see I love rivals to lovers a normal amount so that naturally makes Sports AU my absolute obsession jam. I’m so happy to include in one single post an old fave, a recent fave and my favourite rare pair. Run don’t walk!
Day 27) a Muggle-AU fic:
Drarry
🏒 Mad Blood Stirring by provocative_envy (E, 3k)
It's not like they've been angrily hooking up on the sly since meeting at a Juniors skills camp in fucking Manitoba four years ago, except that's exactly what they've been doing. ALTERNATIVELY: Draco and Harry really need to talk about their feelings.
fucking finally, the perfect excuse to cheekily include my fave sports/non-magical AUs and scream non-stop about them! I couldn’t care less for hockey, and yet I’ve reread this classic more times than I care to admit. this is superb rivals with benefits to lovers (my fave!), super hot and hilariously chaotic as all Drarry things should be. PE nails both characters in a non-magical setting perfectly - their voices are a delight and the constant flirting bickering made me lol every 3 seconds. they are so deliciously crazy for each other I could stay in this verse forever just watching them pine, play & fuck throughout the season - make sure to go check the FlintWood piece here, it’s equally brilliant! def a classic sports AU to reread over and over.
🚣♀️ Our Objective Remains Unchanged by @citrusses (E, 46k)
Harry Potter, returning member of the Oxford University Boat Club, has two goals for the spring of 2005: beat Cambridge, and beat Draco Malfoy. Perhaps not in that order.
an instant 2023 fave, this is the rowing AU I did not know I needed but boy, am I happy it found me 🙏🏼 citrus got me shooketh from beginning to end, I am awed by the world building and the whole Oxford way of life especially the classism aspect and the training ethos. everything is so vivid and refreshing and unlike anything I’ve seen in the fandom so far. the fic incorporates many canon elements and balances dialogue, world building and character development flawlessly. being in Harry’s head is an emotional ride, he’s a wonderful and relatable character and I just wanted him to be happy so badly. Draco’s arc is equally moving (I was screaming at his reappearance) and this is peak rivals to lovers!!! I was very invested in the competition and the romance is so so lovely and real. I felt incredibly sad and lost when I finished this fic because I wanted to stay in this universe forever. fun, inventive, sophisticated and surprising in the best ways, go read it now
Rare pair
Shut Up and Kiss Me by @unmistakablyoatmeal (Harry/Teddy, E, 7.7k)
There's a reason Harry walks an extra ten blocks to go to the shops and it has nothing to do with onions.
smitten Harry my beloved!!!! I’m so weak for this ship and this shop AU is the cutest thing you’ll read today, I love swooning Harry daydreaming about Teddy and being an absolute dork around him. it’s so funny (and mildly embarrassing) to watch him pine over this cool, charming, and confident young Teddy who’s not afraid to get what he wants 🌝 the clubbing scene deserves special kudos for its depiction of ageism in queer spaces and how older folks sometimes struggle to fit in. for all their differences I love how Harry and Teddy instantly click, the casual-not-so-casual flirting flows smoothly between them until the UST breaks with deliciously hot smut as per sdk’s usual. a sweet AU to check before the year ends!
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Minerva McGonagall (2) Masterlist
part one
A Birthday For Kitten (fanfiction.net) - Hogwarts Duo
Albus/Minerva
G, 12k
Summary: The staff of Hogwarts decides to throw Minerva McGonagall a surprise birthday party. Albus asks her to dinner to get her out of the castle while they prepare...romance blooms and when they come back surprises await...
A Cup of Tea (fanfiction.net) - My Dear Professor McGonagall
G, 3k
Summary: Minerva's birthday, a cauldron of Pepper-Up Potion, and a few cups of tea to improve the mood.
Autumn is a Time of Change (ao3) - wasureneba
G, 2k
Summary: Minerva's birthday is 4 October. Although autumn is thought to be a time of death, it has always been a time of beginnings for Minerva.
Because It Is Bitter, and Because It Is My Heart (ao3) - Squibstress
Minerva/Snape
E, 34k
Summary: If war is hell, Severus Snape and Minerva McGonagall are in the Ninth Circle. During Snape's awful year as Headmaster, he and Professor McGonagall draw closer as they are forced into a desperate arrangement.
Fools Rush In (ao3) - Squibstress
Albus/Minerva
T, 12k
Summary: At nearly 100, Albus is surprised to find that he is, very improbably and most inconveniently, in love.
Growing Entanglements (ao3) - apricitydays
Minerva/Pomona
T, 200
Summary: Minerva has a crush. Pomona has something else.
Manual Transmission (ao3) - Ms_Anthrop
Minerva/Snape
E, 9k
Summary: Severus Snape was never one to lose a bet, but then, neither was Minerva McGongall...
"Are you willing to increase the wager?" she repeated, and he was startled to see that her emerald eyes gleamed with a cunning, predatory anticipation.
"That depends," he answered slowly, not above dragging it out a bit. "What are you offering?"
Masquerade (ao3) - FairyQueen (etoilecourageuse)
G, 200
Summary: It had been quite a while since Minerva McGonagall had last attended a traditional Masquerade.
Minerva's Birthday Surprise (fanfiction.net) - kidarock
G, 10k
Summary: UPDATED AND COMPLETED! Minerva is looking forward to her 70th birthday but it seems everybody has forgotten!Why are the staff acting so strange? How will Albus make it up to her?
Tatters (ao3) - aspionage
T, 10k
Summary: In which Severus and Minerva pay a visit to Number Four Privet Drive. Takes place during chapter 14 of A Patchwork Family.
The Art of Self-Fashioning (ao3) - Lomonaaeren
M, 283k
Summary: In a world where Neville is the Boy-Who-Lived, Harry still grows up with the Dursleys, but he learns to be more private about what matters to him. When McGonagall comes to give him his letter, she also unwittingly gives Harry both a new quest and a new passion: Transfiguration. But while Harry deliberately hides his growing skills, Minerva worries more and more about the mysterious, brilliant student writing to her who may be venturing into dangerous magical territory.
The Cat and the Parasol (ao3) - songquake
Minerva/Sybill
E, 8k
Summary: Sybill Trelawney adjusts to her appointment as Hogwarts’ Divination Professor.
The “Mrs. Clauses” (ao3) - Shanone
Minerva/Poppy
G, 591
Summary: Minerva has a holiday tradition to fulfill for her Gryffindor cubs. Poppy helps.
To Some a Gift (ao3) - kelly_chambliss
Minerva/Snape
M, 6k
Summary: After Voldemort's first defeat, Severus has a great deal to atone for. Minerva finds a way to help him.
Worth the Wait (ao3) - Kittenshift17
Sirius/Minerva
E, 3k
Summary: *ONE-SHOT* Sirius Black had been trying to sweet talk his way into Minerva's knickers since before he'd had any business fancying girls, let alone fancying a witch like Minerva. Ten years, he'd been wanting to ravish the witch, and this year for her forty-fifth birthday, he might just get his wish.
Yellow and Gold (ao3) - sdk
minerva/pomona
G, 200
Summary: At a Halloween gathering for the professors at Hogwarts, Minerva has a hard time controlling her gaze.
#harry potter fanfiction#masterlists#minerva mcgonagall#minerva mcgonagall masterlist#professor mcgonagall#hogwarts#hogwarts professors#wizardingworldlibrary
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This Week in Rust 544
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 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.
Updates from Rust Community
Foundation
Guest Blog: Attending CISA’s Open Source Software Security Summit
Newsletters
This Month in Rust OSDev: March 2024
Project/Tooling Updates
lilos v1.0 released
medium-to-markdown v0.1.1 : Convert your medium blogs easily into markdown files
Fluvio v0.11.6 release and project updates
venndb 0.4.0 - custom validators
Tantivy 0.22: Performance improvements, new aggregations and stability fixes
Announcing r3bl_terminal_async - build async interactive CLIs in Rust
[video] Demo + architecture overview of Ferrostar, a cross-platform turn-by-turn navigation SDK with a Rust core
Observations/Thoughts
The Rust Calling Convention We Deserve
Sized, DynSized, and Unsized
Coroutines and effects
Porting a cross-platform GUI application to Rust
Adventures In Rust: Bringing Exchange Support To Thunderbird
Rust Walkthroughs
Why SQLite Performance Tuning made Bencher 1200x Faster
drop, the destructor of Rust structs
Building with AWS S3 using Rust
Rust tokio task cancellation patterns
[video] Build with Naz - Published crate r3bl_terminal_async for building async interactive CLIs in Rust
[video] Trent Billington - Bevy ECS - Power tool for data oriented applications
[video] Building a procedural art generator
[audio] Isograph with Robert Balicki
Research
A Study of Undefined Behavior Across Foreign Function Boundaries in Rust Libraries
Rust Digger: Does size matter? The biggest crate is 450MB; More than 100 crates are over 50MB
Miscellaneous
GitHub Sponsor Rust developer David Tolnay
Learn how to write TCP servers using Rust's std::net module
RustFest Zürich 🇨 Talks announced
Crate of the Week
This week's crate is scandir, a high-performance file tree scanner.
Thanks to Marty B. for the self-suggestion!
Please submit your suggestions and votes for next week!
Call for Testing
An important step for RFC implementation is for people to experiment with the implementation and give feedback, especially before stabilization. The following RFCs would benefit from user testing before moving forward:
No calls for testing were issued this week.
If you are a feature implementer and would like your RFC to appear on the above list, add the new 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.
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.
awesome-alternatives-in-rust - Add dqy alternative to dig
fluvio - When a topic is deleted, connected clients should have their connection closed
fluvio - MQTT Connector: Prefix auto generated Client ID to prevent connection drops
fluvio - Remove localhost from fluvio in favor of 127.0.0.1
If you are a Rust project owner and are looking for contributors, please submit tasks here.
CFP - Speakers
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.
RustConf 2024 | Closes 2024-04-25 | Montreal, Canada | Event date: 2024-09-10
RustLab 2024 | Closes 2024-05-01 | Florence, Italy | Event date: 2024-11-09 - 2024-11-11
EuroRust 2024| Closes 2024-06-03 | Vienna, Austria & online | Event date: 2024-10-10
Scientific Computing in Rust 2024| Closes 2024-06-14 | online | Event date: 2024-07-17 - 2024-07-19
Conf42 Rustlang 2024 | Closes 2024-07-22 | online | Event date: 2024-08-22
If you are an event organizer hoping to expand the reach of your event, please submit a link to the submission website through a PR to TWiR.
Updates from the Rust Project
432 pull requests were merged in the last week
add simple async drop glue generation
llvm backend: Prevent creating the same Instance::mono multiple times
static_mut_refs: use raw pointers to remove the remaining FIXME
add a lower bound check to unicode-table-generator output
add an opt-in to store incoming edges in VecGraph + misc
add llvm-bitcode-linker to build manifest
allow workproducts without object files
at debuginfo=0, don't inline debuginfo when inlining
correctly change type when adding adjustments on top of NeverToAny
coverage: branch coverage tests for lazy boolean operators
coverage: prepare for improved branch coverage
delay interning errors to after validation
delay span bug when Self kw resolves to DefKind::{Mod,Trait}
don't ICE for kind mismatches during error rendering
don't ascend into parent bodies when collecting stmts for possible return suggestion
don't error on subtyping of equal types
don't inline integer literals when they overflow - new attempt
don't repeatedly duplicate TAIT lifetimes for each subsequently nested TAIT
fix ICE in eval_body_using_ecx
fix ICE when there is a non-Unicode entry in the incremental crate directory
fix capturing duplicated lifetimes via parent in precise_captures (impl use<'...>)
fix normalizing in different ParamEnvs with the same InferCtxt
fix trait solver overflow with non_local_definitions lint
flip spans for precise capturing syntax not capturing a ty/const param, and for implicit captures of lifetime params
give a name to each distinct manipulation of pretty-printer FixupContext
ignore -C strip on MSVC
implement Modified Condition/Decision Coverage
implement PROBLEMATIC_CONSTS generalization
implement syntax for impl Trait to specify its captures explicitly (feature(precise_capturing))
improve ICE message for forbidden dep-graph reads
interpret: pass MemoryKind to adjust_alloc_base_pointer
interpret: pass MemoryKind to before_memory_deallocation
interpret: use ScalarInt for bin-ops; avoid PartialOrd for ScalarInt
introduce perma-unstable wasm-c-abi flag
let inherent associated types constrain opaque types during projection
make suggest_deref_closure_return more idiomatic/easier to understand
make thir_tree and thir_flat into hooks
make the comments for ReturnDest variants doc comments
match ergonomics 2024: Implement eat-one-layer
match ergonomics 2024: mut doesn't reset binding mode
match hyphen in multi-revision comment matchers
opaque types have no namespace
outline default query and hook provider function implementations
prefer identity equality over equating types during coercion
print note with closure signature on type mismatch
properly handle emojis as literal prefix in macros
remove default_hidden_visibility: false from wasm targets
remove uneeded clones now that TrustedStep implies Copy
silence some follow-up errors on trait impls in case the trait has conflicting or otherwise incoherent impls
simplify shallow resolver to just fold ty/consts
stop taking ParamTy/ParamConst/EarlyParamRegion/AliasTy by ref
subtype predicates only exist on inference types, so we can allow them to register opaque types within them
tell LLVM Vec::len is invariant across growth
use raw-dylib for Windows synchronization functions
refactor clippy in bootstrap
when suggesting RUST_BACKTRACE=1, add a special note for Miri's env var isolation
miri: data_race: make the release/acquire API more clear
miri: no_std works on Windows now
miri: add localtime_r shim
miri: address reuse improvements and fixes
miri: deadlock: show backtrace for all threads
miri: directly call handle_alloc_error
miri: implement support for __rust_alloc_error_handler
miri: make realloc with a size of zero fail
miri: move read_byte_slice to general helpers file, next to read_c_str
miri: threads: keep track of why we are blocked, and sanity-check that when waking up
Box::into_raw: make Miri understand that this is a box-to-raw cast
PatRangeBoundary::compare_with: also add a fast-path for signed integers
codegen ZSTs without an allocation
stabilize Wasm target features that are in phase 4 and 5
stabilize const_io_structs
stabilize checking of cfgs at compile-time: --check-cfg option
stabilize generic NonZero
make checked ops emit unchecked LLVM operations where feasible
improve std::fs::Metadata Debug representation
fix negating f16 and f128 constants
force exhaustion in iter::ArrayChunks::into_remainder
checked_ilog: improve performance
add an intrinsic for ptr::from_raw_parts(_mut)
fix: make str::from_raw_parts_mut mut
use queue-based RwLock on more platforms
add support for Arm64EC to the standard library
codegen_gcc: fix PassMode::Indirect with params
codegen_gcc: fix check for main function already declared
codegen_gcc: fix panic when calling get_fn for a variable
codegen_gcc: fix passing custom CG_RUSTFLAGS when building sysroot
codegen_gcc: implement more type kinds
cargo install: including Locking message
cargo resolver: add default Edition2024 to resolver v3
cargo resolver: add v3 resolver for MSRV-aware resolving
cargo credential: trim newlines in tokens from stdin
cargo msrv: error, rather than panic, on rust-version 'x'
cargo msrv: put MSRV-aware resolver behind a config
cargo toml: don't crash on parse errors that point to multi-byte character
cargo toml: disallow source-less dependencies
cargo toml: error on [project] in Edition 2024
cargo toml: report _fied variants (e.g. dev_dependencies) as deprecated
cargo: fix 'cargo build' fails when list_files() with gix is triggered
rustdoc: always display stability version even if it's the same as the containing item
rustdoc: fix copy path button
rustdoc: support type '/' to search
rustdoc-search: fix description on aliases in results
rustdoc-search: single result for items with multiple paths
clippy: threadlocal_initializer_can_be_made_const will not trigger for unreachable initializers
clippy: arithmetic_side_effects fix false negative on +=
clippy: ptr_as_ptr: fix duplicate diagnostics
clippy: emit the needless_pass_by_ref_mut lint on self arguments as well
clippy: fix is_test_module_or_function
clippy: reduce single_char_pattern to only lint on ascii chars
clippy: rework interior mutability detection
clippy: the multiple_unsafe_ops_per_block test needs asm!
rust-analyzer: cargo script mvp
rust-analyzer: add convert From to TryFrom assist
rust-analyzer: allow rust files to be used linkedProjects
rust-analyzer: VFS should not walk circular symlinks
rust-analyzer: handle escaped chars in doc comments
rust-analyzer: replace Just the variable name in Unused Variable Diagnostic Fix
rust-analyzer: implement BeginPanic handling in const eval
rust-analyzer: make test harness arguments configurable and not --nocapture
rust-analyzer: render matched macro arm on hover of macro calls
rust-analyzer: try to generate more meaningful names in json converter
Rust Compiler Performance Triage
A week dominated by small mixed changes to perf with improvements slightly outweighing regressions. There were no pure regressions, and many of the mixed perf results were deemed worth it for their potential improvements to runtime performance through further optimization from LLVM.
Triage done by @rylev. Revision range: ccfcd950..a77f76e2
Summary:
(instructions:u) mean range count Regressions ❌
(primary) 0.4% [0.2%, 1.8%] 57 Regressions ❌
(secondary) 0.4% [0.2%, 1.9%] 26 Improvements ✅
(primary) -0.8% [-3.4%, -0.2%] 50 Improvements ✅
(secondary) -0.6% [-1.9%, -0.1%] 32 All ❌✅ (primary) -0.2% [-3.4%, 1.8%] 107
0 Regressions, 5 Improvements, 6 Mixed; 2 of them in rollups 62 artifact comparisons made in total
Full report here
Call for Testing
An important step for RFC implementation is for people to experiment with the implementation and give feedback, especially before stabilization. The following RFCs would benefit from user testing before moving forward:
No calls for testing were issued this week.
RFCs
Rust
If you are a feature implementer and would like your RFC to appear on the above list, add the new 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.
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.
RFCs
[disposition: merge] experimental project goal program for 2024 H2
Tracking Issues & PRs
Rust
[disposition: merge] Tracking Issue for std::path::absolute
[disposition: merge] Tracking Issue for convenience methods on NonNull
[disposition: merge] Inline more svg images into CSS
[disposition: merge] Edition 2024: Make ! fall back to !
[disposition: merge] static_mut_refs: Should the lint cover hidden references?
Cargo
[disposition: merge] fix(toml): Warn, rather than fail publish, if a target is excluded
New and Updated RFCs
[new] experimental project goal program for 2024 H2
Upcoming Events
Rusty Events between 2024-04-24 - 2024-05-22 🦀
Virtual
2024-04-24 | Virtual + In Person (Prague, CZ) | Rust Czech Republic
#2: Making Safe Rust Safer (Pavel Šimerda)
2024-04-25 | Virtual (Berlin, DE) | OpenTechSchool Berlin + Rust Berlin
Rust Hack and Learn | Mirror: Rust Hack n Learn Meetup
2024-04-30 | Virtual (Dallas, TX, US) | Dallas Rust
Last Tuesday
2024-05-01 | Virtual (Cardiff, UK) | Rust and C++ Cardiff
Rust for Rustaceans Book Club: Chapter 5 - Project Structure
2024-05-01 | Virtual (Indianapolis, IN, US) | Indy Rust
Indy.rs - with Social Distancing
2024-05-02 | Virtual (Charlottesville, NC, US) | Charlottesville Rust Meetup
Crafting Interpreters in Rust Collaboratively
2024-05-07 | Virtual (Buffalo, NY) | Buffalo Rust Meetup
Buffalo Rust User Group
2024-05-09 | Virtual (Berlin, DE) | OpenTechSchool Berlin + Rust Berlin
Rust Hack and Learn | Mirror: Rust Hack n Learn Meetup
2024-05-09 | Virtual (Israel) | Rust in Israel
Rust at Microsoft, Tel Aviv - Are we embedded yet?
2024-05-09 | Virtual (Nuremberg/Nürnberg, DE) | Rust Nuremberg
Rust Nürnberg online
2024-05-14 | Virtual (Dallas, TX, US) | Dallas Rust
Second Tuesday
2024-05-14 | Virtual (Halifax, NS, CA) | Rust Halifax
Rust&Tell - Halifax
2024-05-14 | Virtual + In-Person (München/Munich, DE) | Rust Munich
Rust Munich 2024 / 1 - hybrid (Rescheduled)
2024-05-15 | Virtual (Vancouver, BC, CA) | Vancouver Rust
Rust Study/Hack/Hang-out
2024-05-16 | Virtual (Charlottesville, VA, US) | Charlottesville Rust Meetup
Crafting Interpreters in Rust Collaboratively
2024-05-21 | Virtual (Washington, DC, US) | Rust DC
Mid-month Rustful—forensic parsing via Artemis
Africa
2024-05-04 | Kampala, UG | Rust Circle Kampala
Rust Circle Meetup
Asia
2024-05-11 | Bangalore, IN | Rust Bangalore
May 2024 Rustacean meetup
Europe
2024-04-24 | Virtual + In Person (Prague, CZ) | Rust Czech Republic
#2: Making Safe Rust Safer (Pavel Šimerda)
2024-04-25 | Aarhus, DK | Rust Aarhus
Talk Night at MFT Energy
2024-04-25 | Berlin, DE | Rust Berlin
Rust and Tell - TBD
2024-04-25 | København/Copenhagen, DK | Copenhagen Rust Community
Rust meetup #46 sponsored by Nine A/S
2024-04-25 | Vienna, AT | Rust Vienna
Rust Vienna x Python User Group - April
2024-04-27 | Basel, CH | Rust Basel
Fullstack Rust - Workshop #2 (Register by 23 April)
2024-04-27 | Stockholm, SE | Stockholm Rust
Ferris' Fika Forum #2
2024-04-30 | Budapest, HU | Budapest Rust Meetup Group
Rust Meetup Budapest 2
2024-04-30 | Salzburg, AT | Rust Salzburg
[Rust Salzburg meetup]: 6:30pm - CCC Salzburg, 1. OG, ArgeKultur, Ulrike-Gschwandtner-Straße 5, 5020 Salzburg
2024-05-01 | Köln/Cologne, DE | Rust Cologne
This Month in Rust, May
2024-05-01 | Utrecht, NL | NL-RSE Community
NL-RSE RUST meetup
2024-05-06 | Delft, NL | GOSIM
GOSIM Europe 2024
2024-05-07 & 2024-05-08 | Delft, NL | RustNL
RustNL 2024
2024-05-08 | Cambridge, UK | Cambridge Rust Meetup
Monthly Rust Meetup
2024-05-09 | Gdańsk, PL | Rust Gdansk
Rust Gdansk Meetup #2
2024-05-14 | Virtual + In-Person (München/Munich, DE) | Rust Munich
Rust Munich 2024 / 1 - hybrid (Rescheduled)
2024-05-14 | Prague, CZ | Rust Prague
Rust Meetup Prague (May 2024)
2024-05-21 | Aarhus, DK | Rust Aarhus
Hack Night
2024-05-21 | Zurich, CH | Rust Zurich
Save the date - Mai Meetup
North America
2024-04-24 | Austin, TX, US | Rust ATX
Rust Lunch - Fareground
2024-04-25 | Nashville, TN, US | Music City Rust Developers
Music City Rust Developers - Async Rust on Embedded
2024-04-26 | Boston, MA, US | Boston Rust Meetup
North End Rust Lunch, Apr 26
2024-05-04 | Cambridge, MA, US | Boston Rust Meetup
Kendall Rust Lunch, May 4
2024-05-09 | Spokane, WA, US | Spokane Rust
Monthly Meetup: Topic TBD!
2024-05-12 | Brookline, MA, US | Boston Rust Meetup
Coolidge Corner Brookline Rust Lunch, May 12
2024-05-16 | Seattle, WA, US | Seattle Rust User Group
Seattle Rust User Group Meetup
2024-05-20 | Somerville, MA, US | Boston Rust Meetup
Ball Square Rust Lunch, May 20
2024-05-21 | San Francisco, CA, US | San Francisco Rust Study Group
Rust Hacking in Person
2024-05-22 | Austin, TX, US | Rust ATX
Rust Lunch - Fareground
Oceania
2024-04-30 | Auckland, NZ | Rust AKL
Rust AKL: Why Rust? Convince Me!
2024-04-30 | Canberra, ACT, AU | Canberra Rust User Group
CRUG April Meetup: Generics and Traits
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
The learning curve for Rust is relatively steep compared to other languages, but once you climb it you'll never look down.
– BD103 on Mastodon
Thanks to BD103 for the self-suggestion!
Please submit quotes and vote for next week!
This Week in Rust is edited by: nellshamrell, llogiq, cdmistman, ericseppanen, extrawurst, andrewpollack, U007D, kolharsam, joelmarcey, mariannegoldin, bennyvasquez.
Email list hosting is sponsored by The Rust Foundation
Discuss on r/rust
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AWS Mastery Unveiled: Your Step-by-Step Journey into Cloud Proficiency
In today's rapidly evolving tech landscape, mastering cloud computing is a strategic move for individuals and businesses alike. Amazon Web Services (AWS), as a leading cloud services provider, offers a myriad of tools and services to facilitate scalable and efficient computing. With AWS Training in Hyderabad, professionals can gain the skills and knowledge needed to harness the capabilities of AWS for diverse applications and industries. Whether you're a seasoned IT professional or a beginner eager to dive into the cloud, here's a step-by-step guide to learning and mastering Amazon AWS.
1. Start with AWS Documentation:
The foundation of your AWS journey begins with the official AWS documentation. This vast resource provides detailed information, tutorials, and guides for each AWS service. Take the time to familiarize yourself with the terminologies and fundamental concepts. Understanding the basics lays a solid groundwork for more advanced learning.
2. Enroll in AWS Training and Certification:
AWS provides a dedicated training and certification program to empower individuals with the skills required in today's cloud-centric environment. Explore the AWS Training and Certification portal, which offers a range of courses, both free and paid. Commence your AWS certification journey with the AWS Certified Cloud Practitioner, progressively advancing to specialized certifications aligned with your career goals.
3. Hands-On Practice with AWS Free Tier:
Theory is valuable, but hands-on experience is paramount. AWS Free Tier allows you to experiment with various services without incurring charges. Seize this opportunity to get practical, testing different services and scenarios. This interactive approach reinforces theoretical knowledge and builds your confidence in navigating the AWS console.
4. Explore Online Courses and Tutorials:
Several online platforms offer structured AWS courses. Websites like Coursera, Udemy, and A Cloud Guru provide video lectures, hands-on labs, and real-world projects. These courses cover a spectrum of topics, from foundational AWS concepts to specialized domains like AWS security and machine learning. To master the intricacies of AWS and unlock its full potential, individuals can benefit from enrolling in the Top AWS Training Institute. This training ensures that professionals gain the expertise needed to navigate the complexities of AWS, empowering them to contribute effectively to their organizations' digital transformation and success.
5. Build Projects and Apply Knowledge:
The true test of your AWS proficiency lies in applying your knowledge to real-world projects. Start small, perhaps by deploying a static website on Amazon S3. As you gain confidence, move on to more complex projects, such as configuring a virtual server on Amazon EC2 or creating a serverless application using AWS Lambda. Practical application solidifies your understanding and hones your problem-solving skills.
6. Join AWS Communities and Forums:
Learning is a collaborative effort. Joining AWS communities and forums allows you to connect with like-minded individuals, seek advice, and share your experiences. Platforms like the AWS Developer Forums provide a space for discussing challenges and learning from others' insights. Networking within the AWS community can open doors to valuable opportunities and collaborations.
7. Read AWS Whitepapers and Case Studies:
AWS regularly publishes whitepapers covering best practices, architecture recommendations, and real-world case studies. Delve into these resources to gain deeper insights into how AWS services are applied in diverse scenarios. Whitepapers provide a wealth of knowledge on topics such as security, scalability, and cost optimization.
8. Experiment with AWS CLI and SDKs:
Command Line Interface (CLI) proficiency is a valuable skill for any AWS practitioner. Familiarize yourself with the AWS CLI, as well as Software Development Kits (SDKs) for your preferred programming languages. Automating tasks through the CLI and integrating AWS services into your applications enhances efficiency and allows for more sophisticated configurations.
9. Attend AWS Events and Webinars:
Stay abreast of the latest AWS trends, updates, and best practices by attending AWS events, webinars, and conferences. These platforms often feature expert speakers, product announcements, and in-depth discussions on specific AWS topics. Engaging with industry leaders and experts provides valuable insights into the current state and future direction of AWS.
10. Stay Updated and Adapt:
The cloud computing landscape is dynamic, with AWS continually introducing new services and updates. Subscribe to AWS newsletters, follow AWS blogs, and listen to AWS-focused podcasts to stay informed about the latest developments. Continuous learning is key to adapting to the evolving cloud technology landscape.
In conclusion, mastering Amazon AWS is a journey that combines theoretical understanding, hands-on experience, and active participation in the AWS community. By following these ten steps, you can develop a comprehensive skill set that empowers you to leverage AWS effectively, whether you're building applications, optimizing processes, or advancing your career in the cloud.
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How to Build a Scalable Online Pharmacy Like 1mg in 2025
In recent years, the digital health space has surged, and platforms like 1mg have revolutionized how people access medicines, diagnostics, and healthcare advice online. With the Indian ePharmacy market projected to surpass $10 billion by 2025, the opportunity to launch a 1mg clone has never been more lucrative. But building a scalable, compliant, and user-friendly online pharmacy requires more than just app development — it requires vision, planning, and strategic execution.
Step-by-Step Blueprint to Build a Scalable 1mg Clone in 2025
1. Start with a Viable Business Model
Before jumping into development, define your core business model:
B2C Online Pharmacy
Marketplace for Pharmacies
Subscription-based Healthcare
Omnichannel Model (online + in-store pickup)
Pro Tip: Focus on solving accessibility, affordability, and trust — pillars of 1mg’s success.
2. Build Key Modules and Core Features
Your app should replicate and improve upon 1mg’s functional offerings:
User-side Features
Medicine search & filters
Prescription upload
Smart cart & checkout
Order tracking
Doctor consultation
Lab test booking
Pill reminder notifications
Admin & Pharmacy Panel
Inventory and stock control
Order assignment & fulfillment
Dynamic pricing & promotions
Reports, analytics, and compliance dashboard
Security & Compliance
CDSCO certification & eRx protocols
User data encryption (HIPAA/GDPR aligned)
eKYC for users and pharmacists
3. Use a Scalable Tech Stack
To handle high transaction volumes and real-time logistics, opt for:
Frontend: React Native or Flutter (cross-platform)
Backend: Node.js + Express / Django + Python
Database: PostgreSQL + Redis (for cache optimization)
Cloud Infra: AWS or GCP for elastic scalability
APIs: Drug database, eRx integration, payment gateways
4. Integrate Real-Time Logistics and Telehealth
Live delivery tracking via GPS
Pharmacy slot optimization for delivery routing
Video consultation via WebRTC or Zoom SDK
5. Make Your App Compliant from Day 1
Ensure you’re aligned with:
Indian Telemedicine Practice Guidelines
Pharmacy Act, Drugs & Cosmetics Act
CDSCO licensing for online medicine sales
6. Focus on Growth-Driven UX & Personalization
AI/ML tools can:
Suggest reorders
Personalized care increases retention and LTV.
Recommend products based on purchase behavior
Predict medicine demand by region/season
7. Implement a Future-Proof Monetization Strategy
You can monetize via:
Medicine margin markup
Featured listings for pharmacies
Subscription plans for chronic care users
Teleconsultation fees
Sponsored health content
For building 1mg clone refer our blog 1mg Clone App Explained: What It Is and How It Works
Conclusion: Why Miracuves is Your Ideal Partner to Build a 1mg Clone
Building a scalable 1mg clone app in 2025 is no small feat — it requires technical expertise, domain knowledge, and regulatory awareness. This is where Miracuves comes in.
At Miracuves, we specialize in healthtech platform development, offering:
Ready-to-deploy 1mg clone solutions
Custom development tailored to your region & regulations
Secure and scalable cloud architecture
End-to-end support from launch to growth
Whether you’re a startup, hospital group, or pharmacy chain, our white-label online pharmacy platform empowers you to launch fast and scale smart.
Let Miracuves transform your digital health vision into a reality. Contact us to get started today!
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#AWS#Amazon Bedrock#AI#Generative AI#API#AWS SDK#Amazon Nova Pro#Amazon Nova#Nova Pro#Nova#Optical Character Recognition#OCR
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