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In Kafka, we have topics. Producers send data to a topic, and consumers pull data from it. Each topic has multiple partitions. You might have heard your team lead say that we can simply increase the partition count to make our cluster more scalable. There is no ordering guarantee... show more

Abhishek Singh

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16,942 次观看 • 5 个月前 •via X (Twitter)

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Twelve years ago we asked the question: how can we put public data "on wheels"? Datawheel was born from vision that data alone doesn't get far. It needs vehicles to reach hearts and minds. Vehicles that make data easy to find, explore, and understand. Today, Datawheel turns twelve. In these twelve years, we have built dozens of solutions that are helping define the state of the art in public data distribution. Today we celebrate this journey. A journey with a great team and amazing clients. The journey to make public data all it can be. are some of the tools defining all that public data can be. Thank you!!!

Twelve years ago we asked the question: how can we put public data "on wheels"? Datawheel was born from vision that data alone doesn't get far. It needs vehicles to reach hearts and minds. Vehicles that make data easy to find, explore, and understand. Today, Datawheel turns twelve. In these twelve years, we have built dozens of solutions that are helping define the state of the art in public data distribution. Today we celebrate this journey. A journey with a great team and amazing clients. The journey to make public data all it can be. are some of the tools defining all that public data can be. Thank you!!!

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Marc Andreessen reveals the ultimate danger for entrepreneurs trying to lead like the greats. Before you try to run your startup by inserting yourself into every detail, you need to hear this reality check: "The thing you don't get is as follows, which is that... assumes you have somebody like Elon who can hold the entirety of every engineering topic and every business topic in their head all at the same time." "And so when you're sitting there with the 23-year-old engineer and you're working with them to redesign the database architecture or whatever, you actually are like qualified to do that. And that you're qualified to do that not just that one time, but EVERY time." It forces us to ask a tough question about the actual talent pool in tech right now: "This goes right back to the last topic we just talked about, which is like, OK, how many of those people exist who can possibly do that? And, you know, we know the answer is one." But here is where his perspective completely shifts... "I believe the answer is ten or a hundred or a thousand. I don't know if it's a million. I tend to think we have more of those people than we think we do."

Marc Andreessen reveals the ultimate danger for entrepreneurs trying to lead like the greats. Before you try to run your startup by inserting yourself into every detail, you need to hear this reality check: "The thing you don't get is as follows, which is that... assumes you have somebody like Elon who can hold the entirety of every engineering topic and every business topic in their head all at the same time." "And so when you're sitting there with the 23-year-old engineer and you're working with them to redesign the database architecture or whatever, you actually are like qualified to do that. And that you're qualified to do that not just that one time, but EVERY time." It forces us to ask a tough question about the actual talent pool in tech right now: "This goes right back to the last topic we just talked about, which is like, OK, how many of those people exist who can possibly do that? And, you know, we know the answer is one." But here is where his perspective completely shifts... "I believe the answer is ten or a hundred or a thousand. I don't know if it's a million. I tend to think we have more of those people than we think we do."

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It’s awesome to have the Flyers back as a topic of conversation in Philly The Union had passed them for a while but this playoff run has made it close again My thoughts on the playoff push:

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Finland President Alexander Stubb: Well, we have to be more independent in some cases. If you, for example, look at storage of personal data, obviously a lot of Europeans are angry that their personal data is stored outside of the EU. So we have to build our own data centers and our own AI factories so we can actually own the data of our own citizens. But in the end, there is no such thing as European full autonomy. You will always need to collaborate with our friends in Canada, in the US, in other partnerships around the world. ASML and other tech companies can play a crucial role both in the US and here.

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Something amazing is coming to Apache Kafka… Consumer Groups v2! If you’ve ever used consumer groups in production at any non-trivial scale, you probably know all the problems with it: - ⛔️ Group-wide synchronization barrier acts as a cap on scalability A single misbehaving consumer can disturb the whole group. Even if you have cooperative rebalancing and static membership enabled, you will still have rebalances happen. 🤷‍♂️ It’s a fact of life I've heard - death, taxes & consumer group rebalances. And the problem is that even with cooperative rebalancing (which helped a lot!), you’re bound on waiting for the slowest member of the group to complete the rebalance(s). 🐌 The problem is that no consumer can commit offsets while a rebalance is in progress. ❌ Another subtle thing is that with cooperative rebalancing, a rebalance will take longer than usual. Why? Because consumers are allowed to process partitions during rebalances. They will call the poll() method more infrequently -- they're busy processing records after all. Thus, the overall rebalance time will increase. This makes it pretty hard to scale to 1000s of members. - 🤯 Complexity There’s a reason you’re reading this! The current protocol is pretty complex and hard to understand. It's used for a bunch of stuff, including metadata propagation in Kafka Streams. This compexity results in more: - 🐛 bugs The harder to reason about and the more moving parts you have - the greater chance for bugs. There have been quite a few in the protocol. And due to the fact that a lot of the protocol’s logic lives on the clients, that results in: - 🐌 slow fixes Bugs require client-side fixes, which are slow to be adopted. If you run a Kafka ops team, you know how hard it is to get all of your clients' teams to upgrade! If you're using a cloud service, you need to wait for a new Kafka release to go out. Can't have the cloud provider handle it for you behind the scenes! - 🔍 hard to debug Debugging is harder because you need client logs. In the cloud, that's hard to do again. On-prem, it requires reading through a lot of logs and collecting a lot of files. - ⚙️ very extendable There’s a reusable embedded protocol within the rebalance protocol, where clients are free to attach raw bytes that only they can then parse themselves. It's challenging to build compatible software for this cross-client protocol, as well as near-impossible to inspect from the broker side. - 😢 inconsistent metadata Clients are responsible for triggering rebalances based on the metadata, but different clients can have different views of the metadata. - 😵‍💫 interoperability Different implementations of the clients (i.e. anything besides the Java client) may have bugs. The complex logic needs to be re-implemented quite a few times. This usually means more bugs and slower time to ship features in your favorite client. A combination nobody likes. ... So what should an open source community do? Move the logic to the broker! Then? Simplify it. The new protocol is very elegant - it streamlines all of the regular Kafka consumer logic inside a new heartbeat API. It has the broker decide what partition assignments the consumers should have, and totally omits the notion of a Group Leader client. Another major change is that the notion of a group-wide rebalance is removed now. The rebalance is more fine-grained now. 👌 When you think about it, a rebalance is simply a reassignment of some partitions from some consumers to others. 💡 Why does the whole group need to stop and know about this? It had to before because the logic was on the client. It doesn’t now. 🎂 The new protocol is fine-grained in its assignments. It maintains per-member epochs, as well as separate epochs for the general group membership and the global assignment. The goal is simple - get all of those epoch numbers to be the same. The order is the following: 1. the group-wide epoch is bumped. 2. the target assignment epoch is bumped. 3. individual consumers catch up to the epoch via the heartbeat request, individually. (fine-grained) In general, what you have is a simple state machine inside the Group Coordinator broker that’s running a constant reconciliation loop. 💥 Because every member converges to the target state independently, the coordinator is free to simplify that convergence member by member. 👍 It has the logic to resolve dependencies between members - the act of: 1. revoking one member’s partition. 2. confirming the success of that. 3. bumping that member's epoch before assigning that partition to another consumer. Here is an example visual of what happens when two members join a consumer group one by one:

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ANI

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Tyler

23,986 次观看 • 1 年前

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Congress

24,210 次观看 • 5 个月前

VP: Which includes respecting the voices that I think that we are hearing from. Let me just say this on topic of what I think I am hearing over there. Let me say, I have been clear -- now is the time to get a cease-fire deal and get the deal done.

VP: Which includes respecting the voices that I think that we are hearing from. Let me just say this on topic of what I think I am hearing over there. Let me say, I have been clear -- now is the time to get a cease-fire deal and get the deal done.

Acyn

6,777,038 次观看 • 1 年前

Greek Prime Minister Kyriakos Mitsotakis: China now has 30% of the world's manufacturing capacity and has essentially the ability to destroy industries across the globe, and certainly in Europe. This is a topic that we need to take very, very seriously. We cannot just allow our industrial base to be completely annihilated simply because we're in search of always the cheapest product.

Greek Prime Minister Kyriakos Mitsotakis: China now has 30% of the world's manufacturing capacity and has essentially the ability to destroy industries across the globe, and certainly in Europe. This is a topic that we need to take very, very seriously. We cannot just allow our industrial base to be completely annihilated simply because we're in search of always the cheapest product.

Clash Report

251,890 次观看 • 1 个月前

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Kyrie Irving is a guy who believes it is a privilege for you, to watch him play, rather than it being a privilege, he possesses to have the skills that he has to put on display for us to watch. Watch more on this topic in today's episode - the link is in the bio.

Stephen A Smith

1,135,317 次观看 • 3 年前

#WATCH | Delhi: On India-US trade deal, Rajesh Agrawal, Secretary, Ministry of Commerce & Industry says, "We are very optimistic and very hopeful that we should find a solution within this calendar year. But as you know, in any trade negotiations, even if there is one sticking point or issue on the mind of even one of the partners, the trade deal may not meet that deadline. The overall position is well set to deliver it in the next few weeks or months as soon as we can. But let's see, it's a call that will have to be taken at multiple levels. At the levels of negotiator, I think we are in a zone where we can say it is something that we can achieve in a very short while of time. There's not much to negotiate...As a country, we have always stood for our own sensitivities and our own uniqueness. So there are areas which are non-negotiable from our perspective..." (Source: FICCI/YouTube)

#WATCH | Delhi: On India-US trade deal, Rajesh Agrawal, Secretary, Ministry of Commerce & Industry says, "We are very optimistic and very hopeful that we should find a solution within this calendar year. But as you know, in any trade negotiations, even if there is one sticking point or issue on the mind of even one of the partners, the trade deal may not meet that deadline. The overall position is well set to deliver it in the next few weeks or months as soon as we can. But let's see, it's a call that will have to be taken at multiple levels. At the levels of negotiator, I think we are in a zone where we can say it is something that we can achieve in a very short while of time. There's not much to negotiate...As a country, we have always stood for our own sensitivities and our own uniqueness. So there are areas which are non-negotiable from our perspective..." (Source: FICCI/YouTube)

ANI

13,721 次观看 • 7 个月前

The President of Azerbaijan, Aliyev, stated that "Ukraine should never agree to occupation": I believe that neither the Ukrainian people nor the Ukrainian authorities need my advice. But I would repeat it today: never agree to occupation. And that is what Ukraine is doing. It is not agreeing to occupation. Although there have been difficult moments. Over the past year, we have seen, know, and heard about the pressure from certain circles to pursue a ceasefire option, which essentially would solidify the occupation. But neither the Ukrainian people nor its leadership have gone along with this. We have always supported and will continue to support the territorial integrity of Ukraine, its sovereignty, and the inviolability of its borders. The borders of no state can be changed by force or without the consent of the people of that country. And on this issue, we, naturally, have a consistent and firm position. As they say, we are always ready to help the Ukrainian people in any way we can. I don't want to talk much about this topic. We do this not to talk about it. It simply comes from the heart. And this is true not only for the state, but also for individuals and commercial companies.

The President of Azerbaijan, Aliyev, stated that "Ukraine should never agree to occupation": I believe that neither the Ukrainian people nor the Ukrainian authorities need my advice. But I would repeat it today: never agree to occupation. And that is what Ukraine is doing. It is not agreeing to occupation. Although there have been difficult moments. Over the past year, we have seen, know, and heard about the pressure from certain circles to pursue a ceasefire option, which essentially would solidify the occupation. But neither the Ukrainian people nor its leadership have gone along with this. We have always supported and will continue to support the territorial integrity of Ukraine, its sovereignty, and the inviolability of its borders. The borders of no state can be changed by force or without the consent of the people of that country. And on this issue, we, naturally, have a consistent and firm position. As they say, we are always ready to help the Ukrainian people in any way we can. I don't want to talk much about this topic. We do this not to talk about it. It simply comes from the heart. And this is true not only for the state, but also for individuals and commercial companies.

𝕊𝕡𝕣𝕚𝕟𝕥𝕖𝕣 𝕻𝕣𝕖𝕤𝕤

22,334 次观看 • 7 天前