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电表
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Messaging Patterns Explained: Pub-Sub, Queues, and Event Streams
Messaging Patterns Explained: Pub-Sub, Queues, and Event Streams
What happens when the downstream service is overloaded? Or slow? Or down entirely?͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ Forwarded this email? Subscribe here for moreLatest articles
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Modern software rarely lives on one machine anymore. Services run across clusters, web applications are dynamically rendered on the browser, and data resides on a mix of cloud platforms and in-house data centers.
In such a scenario, coordination becomes harder, latency becomes visible, and reliability is crucial. In this environment, messaging patterns become a key implementation detail.
When two services or applications need to talk, the simplest move is a direct API call. It’s easy, familiar, and synchronous: one service waits for the other to respond. But that wait is exactly where things break.
What happens when the downstream service is overloaded? Or slow? Or down entirely? Suddenly, the system starts to stall: call chains pile up, retries back up, and failures increase drastically.
That’s where asynchronous communication changes the game.
Messaging decouples the sender from the receiver. A service doesn’t wait for another to complete work. It hands off a message and moves on. The message is safely stored in a broker, and the recipient can process it whenever it's ready. If the recipient fails, the message waits. If it’s slow, nothing else stalls.
However, not all messaging systems look the same. Three main patterns show up frequently:
Message Queues: One producer, one consumer. Tasks get processed once and only once.
Publish-Subscribe: One producer, many consumers. Messages fan out to multiple subscribers.
Event Streams: A durable, replayable log of events. Consumers can rewind, catch up, or read in parallel.
Each pattern solves a different problem and comes with trade-offs in reliability, ordering, throughput, and complexity. And each maps to different real-world use cases, from task queues in background job systems to high-throughput clickstream analytics to real-time chat.
In this article, we will look at these patterns in more detail, along with some common technologies that help implement these patterns.
Core Concepts...
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by "ByteByteGo" <bytebytego@substack.com> - 11:35 - 8 May 2025 -
Unlock the full potential of your ZIP code data
Unlock the full potential of your ZIP code data
Extracting actionable business insights from zip codes, the right tool for your zip code analysis, update on US zip code boundaries, update on the UNLOCODEs database, and Monthly changes.👋 Hi there! In this edition of The Geodata Insider, I'm sharing two blogs to help you get more value from your zip code data—first with smarter analysis, then by choosing the right tools. I believe you'll find these useful!
Your feedback matters
Help us tailor our newsletter to you. Take 1 minute to share your opinions and get more relevant insights each month.
3:00 minute read
📈 Extracting actionable insights from zip codes
🛠️ Choose the right tool for your zip code analysis
🗽 Major zip code boundaries update in the USA
⛴️ Update on the UNLOCODEs database
🔎 Monthly changes
🏔️ Norway's coast: A cartographer's nightmare
Extracting actionable insights from zip codes
Learn how to clean your zip code data, choose the right mapping approach, and leverage visualization tools for actionable business insights.
Choose the right tool for zip code analysis
Discover how platforms like Power BI, Tableau, or CARTO can help you clean, map, and visualize your zip code data.
Major zip code boundaries update in the USA
A full country update will be rolled out soon, affecting over 30,000 polygons across the USA. As usual, all shapes are perfectly matched and available in high resolution and visualization precision.
Update on the UNLOCODEs database
The Enhanced UNLOCODEs database includes the latest official update of 12 core columns. We have also enriched them with recommended corrections and links to real cities and regions.
Monthly changes
In April, we updated 12,536 rows in our postal database.
Full Postal & Street updates
Sweden, South Korea
Postal database patches
(small changes)
Canada (Postcodes)
Ireland (Administrative Divisions)
Italy (Postcodes)
Kyrgyzstan (Administrative Divisions name change)
EswatiniPostal boundary updates
United States of America
Postal boundary patches (small changes)
Albania, Armenia, Azerbaijan, Bahrain, Belarus, Brunei, Colombia, Costa Rica, Cyprus, Czechia, El Salvador, Faroe Islands, French Polynesia, Greece, Guadeloupe, Japan, Jordan, Kiribati, Malaysia, Malta, Mexico, Moldova, Myanmar, New Zealand, Palestine, Paraguay, Peru, Philippines, Qatar, Russia, Saudi Arabia, South Africa
Administrative boundaries patches (small changes)
Germany, United Kingdom, Malaysia
For a detailed changelog, take a look at the CSV file.
Norway's coast: A cartographer's nightmare
Welcome to the coastline paradox—a geographic brain teaser where the length of a coastline depends entirely on how closely you measure it.
Take Norway. If you measure its jagged coast with a 100 km ruler, you'll get around 25,000 km.
But switch to a 1 km ruler, and suddenly, it stretches beyond 100,000 km. That's longer than the equator!
Why? Norway's coast is full of nooks, crannies, and fjords. The smaller the measurement unit, the more detail you capture—and the longer the coastline becomes.
This occurrence isn't a math error—it's just nature being delightfully complicated.Follow us on LinkedIn for more geographical facts like this!
Kind regards,
Jerome & the GeoPostcodes team
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GeoPostcodes, Bld Bischoffsheim 15, 1000 Bruxelles, Belgium
by "Jérôme from GeoPostcodes" <jerome@geopostcodes.com> - 06:45 - 8 May 2025 -
88%—It’s how much IDC says we help lower downtime.
New Relic
May 2025IDC names New Relic an observability leader in Europe. The first-ever IDC MarketScape: European Observability Market 2025 Vendor Assessment names New Relic a leader in strategic vision and capabilities. Download the report to see how our customisable platform helps leading European organisations break down silos, streamline operations, and deliver exceptional digital experiences.
Read the report New Relic University Observability Workshop Series We're excited to offer a series of 90 minute online workshops designed to enhance your skills and get you ready for securing the New Relic Certification of your choice. Whether you’re a seasoned professional or just starting your observability journey, our courses are designed to propel your career forward with New Relic and observability.Register now How Do AI and Observability Redefine Application Performance? In this episode of the Tech Transformed podcast, Manesh Tailor, EMEA Field CTO speaks with Kevin Petrie, Vice President of Research at BARC about the intersection of artificial intelligence (AI) and observability, and how this is positively changing business operations.
Listen here AWS Summits EMEA
We're thrilled to announce our participation in the upcoming AWS Summits happening in multiple cities across Europe and beyond! Here's where you can catch us.- Dubai, Wednesday 21st May
- Stockholm, Wednesday 4th June
- Hamburg, Thursday 5th June
- Madrid, Wednesday 11th June
We'll be showcasing our latest innovations, hosting engaging demos, and offering valuable insights into how New Relic can empower your cloud journey on AWS.
Don't miss this opportunity to connect with us and explore the future of observability and performance monitoring in the cloud!
Intelligent Observability for Business Uptime
Amidst the high cost of IT outages—up to $1.9M per hour—every minute of downtime matters. Watch our product experts cover six new innovations for increasing uptime. Watch on-demand.
New Relic Now+ On-demand
Catch up on-demand for the launch of Intelligent Observability and 20+ AI-driven innovations that redefine how IT and engineering teams power digital business. Watch here.
Speed meets precision: Watch Duty's real-time data model in wildfire emergencies
Powered by 200+ volunteers, Watch Duty delivers real-time wildfire alerts to millions of users, helping communities stay safe. Learn how their small team uses data to scale life-saving action. Learn more.
Simplify instrumentation and data management with New Relic Control
Managing observability at scale just got easier with New Relic Control—the first comprehensive observability control plane. Centrally manage agents, fleets, and telemetry all in one unified platform. Learn more.
Best answers from the Support Forum
Find curated answers from some of your most recent questions, located on the Support Forum. From Kubernetes and logs, to dashboards and queries, this trove might have the solution for you. Dive in now.
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by "New Relic" <emeamarketing@newrelic.com> - 05:14 - 8 May 2025 -
Be inspired by FairPrice Group at the Agentforce World Tour Broadcast | 29 May
Be inspired by FairPrice Group at the Agentforce World Tour Broadcast | 29 May
Learn how Agentforce can unlock a digital labour force for your business.Learn how Agentforce can unlock a digital labour force for your business.29 May 2025
9:00 a.m. BKT/ICT | 10:00 a.m. SGTRegister now 29 May 2025
9:00 a.m. BKT/ICT | 10:00 a.m. SGTAgentforce World Tour Broadcast
Join us for the Agentforce World Tour Broadcast, and take your business to the next level with groundbreaking innovation.
Discover how agentic AI can unlock a digital labour force for businesses and hear from inspiring Trailblazer James Huang, Head of Marketing Technology,
FairPrice Group.
You’ll find new ways to deepen customer and employee relationships, and boost growth and productivity, by activating digital labour for every team in your company.
Take away tangible insights from the Agentforce keynote and gain unique insights from our thought leaders.Our Speakers
James Huang
Head of Marketing Technology
FairPrice GroupOlivia Nguyen
Solution Engineer Lead, Slack
SalesforceSujith Abraham
Senior Vice President & General Manager, ASEAN
SalesforceBroadcast date and time: 29 May 2025, 09:00 a.m. BKT/ICT, 10:00 a.m. SGT
Duration: 60 mins
Experience the groundbreaking benefits of Agentforce - the agentic layer and Digital Labour Platform at Salesforce, to take your business to the next level.
It’s time to power up with AgentforceRegister now Captions will be available during the broadcast for Traditional Chinese, Thai, Vietnamese, and Bahasa Indonesia. Your unique viewing link for the broadcast event will be sent to you in a confirmation email upon registering.
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by "Salesforce Events" <aseanevents@salesforce.com> - 03:02 - 8 May 2025 -
Leading authentically in turbulent times
On McKinsey Perspectives
Key characteristics
by "Only McKinsey Perspectives" <publishing@email.mckinsey.com> - 01:40 - 8 May 2025 -
Inquiry about Electrical low voltage components
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Affordable housing creates economic opportunity
Re:think
The affordable housing opportunity FRESH TAKES ON BIG IDEAS
ON AFFORDABLE HOUSING
Bridging the affordable housing gap and spurring economic mobility
JP JulienHousing is the biggest line item in families’ household budgets, with some spending more than half of their income to own or rent a place to live. It is often a family’s greatest source of wealth, too. But unfortunately, housing acts as a barrier instead of a gateway for far too many.
Quality housing that is affordable enables access to everything that supports economic mobility: public education, transit, employment opportunities, and physical and mental well-being, to name a few. Housing is also fundamental to having autonomy and a sense of belonging. Do families have a say about what happens to them? Are they part of a community, and do they feel valued? Housing is impossible to separate from economic mobility.
With this in mind, the McKinsey Institute for Economic Mobility examined the forces behind the 8.2-million-unit affordable housing gap in the United States, which, without action, could swell to 9.6 million units in ten years. The economic payoff from closing this gap is substantial: an estimated $2 trillion in additional output over ten years and 1.7 million new jobs. All Americans would share these benefits, but because Black Americans have been disproportionately burdened by the housing crisis, they would benefit in particular.
There are things that work to alleviate the crisis, but they happen in piecemeal and isolated ways. The push of this research was not to say, “What are the new ideas?” but rather, “What is working and what are ways to unlock barriers and help those solutions work even more effectively?”
We identified the following five documented and researched approaches—chosen from 80 that we studied—that could help alleviate the housing crisis and improve economic mobility: exploring creative incentives and partnerships to free up land, augmenting programs to unleash private capital, scaling off-site home construction, reinvesting in public housing and shared-equity models, and revamping housing-choice vouchers.
Let’s dive into zoning. It is well documented that changes in zoning have an impact on what is built, how much, how quickly, and at what cost. Solutions include creating more multifamily zoning and changing parking and lot-size requirements. On paper, these seem like easy fixes. But in practice, zoning can be incredibly challenging to change. The question is how to combine carrots and sticks to motivate jurisdictions to adopt more housing-friendly zoning solutions.“The economic payoff from closing the affordable housing gap is substantial: an estimated $2 trillion in additional output over ten years and 1.7 million new jobs.”
Another approach that stood out was off-site home construction, an idea that has been around for a long time. Modular construction, in particular, offers speed and cost-saving benefits. What was enlightening from the research was not the opportunity but rather the problem of well-meaning bureaucratic hurdles, including codes that differ from place to place that make it hard for off-site construction companies to scale production. This is an area where relatively small changes to the existing system could yield substantial gains to the cost and delivery of affordable housing.
Housing can sometimes feel like a wonky policy issue. And as such, it may not always get the airtime and attention that it warrants. But as American families know, housing is among the issues that we all deal with every day, in every community and part of the country. For change to occur, people must not lose sight of that.
Housing is a shared reality and challenge, but “zero sum” thinking has been hard to shake. While building affordable housing might be better for everyone, there are often entrenched perceived risks to neighborhood character, local traffic, and home values. This perception can impede action and create a sense of winners and losers.
But a mindset shift is possible. Housing is one of the truly universal challenges that all American communities are dealing with: rural and urban, Black, White, Latino, Asian, coastal, inland, young, and old. Solving this problem is urgent for the well-being of families everywhere and critical to unlocking the full potential of our economy. While it won’t be easy, progress is possible and necessary.
I believe that our nation can still do hard things. Systematically building and preserving more affordable housing will not be easy, but the return on investment is meaningful. Housing investments could put more Americans to work, support critical industries like the construction trades, and allow more families to invest in other products and services that improve their odds of achieving economic success.
Will the solutions we examined bridge the entire affordable housing gap? No. But reimagining and scaling them could create a better path to economic mobility for millions of Americans. If the nation commits to solving the crisis more holistically, it could do some real good.ABOUT THIS AUTHOR
JP Julien is a partner in McKinsey’s Philadelphia office and leader within the McKinsey Institute for Economic Mobility.
MORE FROM THIS AUTHOR
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Alex Camp on corporate culture
How do leaders measure their business cultures’ impact and make the best parts of them stick? Instead of relying on the informal transfer of rules, they should be intentional about culture.
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by "McKinsey Quarterly" <publishing@email.mckinsey.com> - 02:28 - 7 May 2025 -
Enhance Your Operations with Our High-Quality Valves
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I hope this email finds you well. I am reaching out from YAYE Industrial Technology (Zhejiang) Co., Ltd, offering a comprehensive selection of valves, including ball, gate, globe, check, forged steel, butterfly valves, filters, and special material valves.
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by "Shamira Gem" <shamiragem146@gmail.com> - 12:06 - 7 May 2025 -
The future of growth: Get the latest issue of the McKinsey Quarterly
Read today The third of four special issues celebrating the 60th birthday of McKinsey Quarterly, “The future of growth,” explores a powerful question: how can companies achieve sustainable, long-term growth—even in uncertain times?
In “The next big arenas of competition,” McKinsey’s Chris Bradley, Michael Chui, Kweilin Ellingrud, Michael Birshan, and coauthors uncover the sectors that have historically captured outsize value—and those poised to lead in the years ahead. You’ll also find a five-pronged leadership approach to outperform, the role of shifting global demographics in shaping productivity, and other insights that together provide a holistic blueprint for consistent growth.
Since 1964, the McKinsey Quarterly has brought our firm’s most distinctive, cross-cutting insights to global executives. We’re delighted to continue a yearlong celebration commemorating the Quarterly’s 60th birthday with this third issue. Sign up for a free digital Quarterly membership today and unlock access to “Q60,” a yearlong series. Here’s what you’ll get:
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Q60 special issues: Dive deep into themes shaping the future of business, with each issue dedicated to a critical topic.
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Bonus digital offerings: Engage with special interactive features and explore compilations of timeless Quarterly classics, many of which were available only in print until now.
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Immersive digital reading experience: Enjoy each Quarterly issue online.
And don’t miss the newly released interactive timeline “Revolutionary innovations propelling growth” for eight breakthroughs that are likely to drive growth in the years ahead.
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by "Remote Team" <hello@remote-comms.com> - 03:00 - 7 May 2025 -
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Strengthening the US healthcare system: What leaders can do
On McKinsey Perspectives
3 critical priorities Brought to you by Alex Panas, global leader of industries, & Axel Karlsson, global leader of functional practices and growth platforms
Welcome to the latest edition of Only McKinsey Perspectives. We hope you find our insights useful. Let us know what you think at Alex_Panas@McKinsey.com and Axel_Karlsson@McKinsey.com.
—Alex and Axel
•
Living longer and healthier. Individual and collective health are critical for both personal happiness and societal progress. In the US workplace, McKinsey Senior Partner Gretchen Berlin and coauthors explain, a focus on holistic health—an integrated view of an individual’s mental, physical, spiritual, and social functioning—can also help employees be more productive. While US citizens are living longer, they aren’t necessarily living healthier: McKinsey Health Institute (MHI) analysis finds that, globally, people spend about half of their lives in moderate or poor health.
•
The way forward. To improve Americans’ holistic health, healthcare and government leaders can prioritize three critical areas. One of them involves longevity. With older adults expected to outnumber kids for the first time in US history by 2034, supporting their reentry into the workforce could address labor force challenges. It could also boost US GDP by up to 6.7%, per a joint report from the FII Institute and MHI. See all three priorities that could help leaders bolster the US healthcare system and the broader economy, and visit McKinsey’s America at 250 series for more new ideas as the nation approaches a milestone birthday.
—Edited by Belinda Yu, editor, Atlanta
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